[2025-12-16T20:15:03.634216] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-16T20:15:03.804761] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-16T20:15:03.973637] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-16T20:15:04.144181] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-16T20:15:04.144535] [WARN ] [STATE     ] State set to: WAITING
[2025-12-16T20:15:04.144623] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-16T20:15:04.214593] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-16T20:15:04.218657] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-16), and is a dependency of this service.
[2025-12-16T20:15:04.290675] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-16T20:15:04.359769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-16T20:15:04.427007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-16T20:15:04.427378] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-16T20:15:04.427496] [INFO ] [CACHE     ] Starting cache update
[2025-12-16T20:15:04.427562] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-16T20:15:04.431483] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-16T20:15:04.431838] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-16T20:15:04.431890] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-16T20:15:04.431927] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-16T20:15:04.431968] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-16T20:15:04.500806] [DEBUG] [REMOTE    ] Fetched 3585 unique symbols from directory listing.
[2025-12-16T20:15:04.510219] [INFO ] [sig       ] Skipping 3585 symbols with existing configuration
[2025-12-16T20:15:04.510381] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2025-12-16T20:15:04.511925] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-16T20:15:04.511984] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-16T20:15:04.637881] [DEBUG] [REMOTE    ] Fetched 3585 unique symbols from directory listing.
[2025-12-16T20:15:04.642118] [INFO ] [sig       ] Found 3585 active symbols to forecast
[2025-12-16T20:15:04.645135] [INFO ] [sig       ] [1/3585] Forecasting A...
[2025-12-16T20:15:04.645195] [INFO ] [sig       ] Generating forecast for: A
[2025-12-16T20:15:04.645233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-16T20:15:04.658207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-12-16T20:15:04.658597] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-16T20:15:04.659626] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-16T20:15:04.659683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:04.659718] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:04.659748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:04.659808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:04.717430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:04.718187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:04.718283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:04.718318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:04.841418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:04.841589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:04.841633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:04.841690] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:04.845474] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=4.74%)
[2025-12-16T20:15:04.845825] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-16T20:15:04.845975] [INFO ] [sig       ] A: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:04.985915] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/A.txt
[2025-12-16T20:15:04.986074] [INFO ] [sig       ] [1/3585] Completed A in 0.3s | 2.93 sym/s | Total: 0.3s | ETA: 20.4m
[2025-12-16T20:15:04.986117] [INFO ] [sig       ] [2/3585] Forecasting AAL...
[2025-12-16T20:15:04.986149] [INFO ] [sig       ] Generating forecast for: AAL
[2025-12-16T20:15:04.986182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-12-16T20:15:04.997602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-12-16T20:15:04.997929] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-12-16T20:15:04.998766] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-12-16T20:15:04.998820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:04.998853] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:04.998881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:04.998938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:05.054997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:05.055911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:05.056007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:05.056041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:05.181977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:05.182155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:05.182195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:05.182224] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:05.185864] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2025-12-16T20:15:05.186168] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-12-16T20:15:05.186303] [INFO ] [sig       ] AAL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:05.323970] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AAL.txt
[2025-12-16T20:15:05.324112] [INFO ] [sig       ] [2/3585] Completed AAL in 0.3s | 2.95 sym/s | Total: 0.7s | ETA: 20.3m
[2025-12-16T20:15:05.324151] [INFO ] [sig       ] [3/3585] Forecasting AAOI...
[2025-12-16T20:15:05.324182] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-16T20:15:05.324212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-16T20:15:05.335382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-16T20:15:05.335731] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-16T20:15:05.336510] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-16T20:15:05.336562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:05.336620] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:05.336661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:05.336745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:05.392536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:05.393346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:05.393480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:05.393540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:05.516125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:05.516276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:05.516317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:05.516346] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:05.519878] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: DOWN (p=22.53%)
[2025-12-16T20:15:05.520218] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-16T20:15:05.520366] [INFO ] [sig       ] AAOI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:05.656935] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AAOI.txt
[2025-12-16T20:15:05.657076] [INFO ] [sig       ] [3/3585] Completed AAOI in 0.3s | 2.96 sym/s | Total: 1.0s | ETA: 20.1m
[2025-12-16T20:15:05.657116] [INFO ] [sig       ] [4/3585] Forecasting AAON...
[2025-12-16T20:15:05.657146] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-16T20:15:05.657176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-16T20:15:05.668532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-16T20:15:05.668926] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-16T20:15:05.669808] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-16T20:15:05.669862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:05.669895] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:05.669922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:05.669979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:05.727307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:05.728188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:05.728273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:05.728307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:05.848736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:05.848883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:05.848922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:05.848952] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:05.856191] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=91.99%)
[2025-12-16T20:15:05.856543] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-16T20:15:05.856721] [INFO ] [sig       ] AAON: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:05.994984] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AAON.txt
[2025-12-16T20:15:05.995117] [INFO ] [sig       ] [4/3585] Completed AAON in 0.3s | 2.96 sym/s | Total: 1.3s | ETA: 20.1m
[2025-12-16T20:15:05.995155] [INFO ] [sig       ] [5/3585] Forecasting AAP...
[2025-12-16T20:15:05.995185] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-16T20:15:05.995216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-16T20:15:06.006761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-16T20:15:06.007162] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-16T20:15:06.008075] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-16T20:15:06.008130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:06.008162] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:06.008189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:06.008256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:06.064588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:06.065309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:06.065390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:06.065423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:06.184760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:06.184914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:06.184954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:06.184984] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:06.188533] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=96.79%)
[2025-12-16T20:15:06.188840] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-16T20:15:06.188980] [INFO ] [sig       ] AAP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:06.327243] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AAP.txt
[2025-12-16T20:15:06.327397] [INFO ] [sig       ] [5/3585] Completed AAP in 0.3s | 2.97 sym/s | Total: 1.7s | ETA: 20.1m
[2025-12-16T20:15:06.327439] [INFO ] [sig       ] [6/3585] Forecasting AAPB...
[2025-12-16T20:15:06.327469] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-16T20:15:06.327499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-16T20:15:06.339824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-16T20:15:06.340201] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-16T20:15:06.341046] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-16T20:15:06.341100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:06.341136] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:06.341164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:06.341222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:06.400475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:06.401319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:06.401402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:06.401436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:06.523348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:06.523502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:06.523541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:06.523588] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:06.527057] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: DOWN (p=46.95%)
[2025-12-16T20:15:06.527339] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-16T20:15:06.527471] [INFO ] [sig       ] AAPB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:06.668655] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AAPB.txt
[2025-12-16T20:15:06.668869] [INFO ] [sig       ] [6/3585] Completed AAPB in 0.3s | 2.96 sym/s | Total: 2.0s | ETA: 20.1m
[2025-12-16T20:15:06.668940] [INFO ] [sig       ] [7/3585] Forecasting AAPD...
[2025-12-16T20:15:06.668984] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-16T20:15:06.669027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-16T20:15:06.681420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-16T20:15:06.681823] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-16T20:15:06.682715] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-16T20:15:06.682768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:06.682802] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:06.682830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:06.682888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:06.738465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:06.739276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:06.739361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:06.739394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:06.861810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:06.861964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:06.862004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:06.862032] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:06.865441] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: UP (p=91.02%)
[2025-12-16T20:15:06.865746] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-16T20:15:06.865879] [INFO ] [sig       ] AAPD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:07.001834] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AAPD.txt
[2025-12-16T20:15:07.001979] [INFO ] [sig       ] [7/3585] Completed AAPD in 0.3s | 2.97 sym/s | Total: 2.4s | ETA: 20.1m
[2025-12-16T20:15:07.002019] [INFO ] [sig       ] [8/3585] Forecasting AAPL...
[2025-12-16T20:15:07.002050] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-16T20:15:07.002081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-16T20:15:07.013802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-16T20:15:07.014156] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-16T20:15:07.014965] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-16T20:15:07.015017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:07.015050] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:07.015077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:07.015135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:07.071050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:07.071907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:07.071990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:07.072023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:07.198804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:07.198958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:07.198997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:07.199026] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:07.202488] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: UP (p=89.31%)
[2025-12-16T20:15:07.202789] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-16T20:15:07.202923] [INFO ] [sig       ] AAPL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:07.356071] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AAPL.txt
[2025-12-16T20:15:07.356254] [INFO ] [sig       ] [8/3585] Completed AAPL in 0.4s | 2.95 sym/s | Total: 2.7s | ETA: 20.2m
[2025-12-16T20:15:07.356301] [INFO ] [sig       ] [9/3585] Forecasting AAXJ...
[2025-12-16T20:15:07.356332] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-16T20:15:07.356364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-16T20:15:07.369684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-16T20:15:07.370112] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-16T20:15:07.371041] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-16T20:15:07.371096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:07.371129] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:07.371156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:07.371214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:07.432719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:07.433624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:07.433711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:07.433744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:07.568167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:07.568321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:07.568361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:07.568391] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:07.571922] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: DOWN (p=31.92%)
[2025-12-16T20:15:07.572257] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-16T20:15:07.572398] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:07.718340] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AAXJ.txt
[2025-12-16T20:15:07.718498] [INFO ] [sig       ] [9/3585] Completed AAXJ in 0.4s | 2.93 sym/s | Total: 3.1s | ETA: 20.4m
[2025-12-16T20:15:07.718538] [INFO ] [sig       ] [10/3585] Forecasting AB...
[2025-12-16T20:15:07.718588] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-16T20:15:07.718631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-16T20:15:07.732564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-16T20:15:07.733014] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-16T20:15:07.733862] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-16T20:15:07.733915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:07.733978] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:07.734007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:07.734064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:07.793249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:07.794127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:07.794213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:07.794246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:07.915903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:07.916058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:07.916096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:07.916124] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:07.919508] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: DOWN (p=29.19%)
[2025-12-16T20:15:07.919807] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-16T20:15:07.919937] [INFO ] [sig       ] AB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:08.057015] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AB.txt
[2025-12-16T20:15:08.057186] [INFO ] [sig       ] [10/3585] Completed AB in 0.3s | 2.93 sym/s | Total: 3.4s | ETA: 20.3m
[2025-12-16T20:15:08.057230] [INFO ] [sig       ] [11/3585] Forecasting ABCB...
[2025-12-16T20:15:08.057261] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-16T20:15:08.057291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-16T20:15:08.068843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-16T20:15:08.069237] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-16T20:15:08.070084] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-16T20:15:08.070138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:08.070172] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:08.070201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:08.070259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:08.126996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:08.127905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:08.127993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:08.128026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:08.273968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:08.274193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:08.274267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:08.274311] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:08.278916] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=12.07%)
[2025-12-16T20:15:08.279320] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-16T20:15:08.279478] [INFO ] [sig       ] ABCB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:08.421107] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ABCB.txt
[2025-12-16T20:15:08.421258] [INFO ] [sig       ] [11/3585] Completed ABCB in 0.4s | 2.91 sym/s | Total: 3.8s | ETA: 20.4m
[2025-12-16T20:15:08.421299] [INFO ] [sig       ] [12/3585] Forecasting ABCL...
[2025-12-16T20:15:08.421328] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-16T20:15:08.421359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-16T20:15:08.432746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-16T20:15:08.433148] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-16T20:15:08.434037] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-16T20:15:08.434091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:08.434126] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:08.434155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:08.434213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:08.490402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:08.491232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:08.491318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:08.491351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:08.615219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:08.615375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:08.615414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:08.615442] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:08.618975] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: DOWN (p=18.88%)
[2025-12-16T20:15:08.619312] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-16T20:15:08.619452] [INFO ] [sig       ] ABCL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:08.766109] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ABCL.txt
[2025-12-16T20:15:08.766264] [INFO ] [sig       ] [12/3585] Completed ABCL in 0.3s | 2.91 sym/s | Total: 4.1s | ETA: 20.5m
[2025-12-16T20:15:08.766305] [INFO ] [sig       ] [13/3585] Forecasting ABEO...
[2025-12-16T20:15:08.766336] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-16T20:15:08.766367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-16T20:15:08.777699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-16T20:15:08.778054] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-16T20:15:08.778856] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-16T20:15:08.778909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:08.778943] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:08.778971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:08.779029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:08.834700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:08.835491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:08.835598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:08.835634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:08.955590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:08.955742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:08.955781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:08.955840] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:08.959262] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: DOWN (p=14.57%)
[2025-12-16T20:15:08.959544] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-16T20:15:08.959694] [INFO ] [sig       ] ABEO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:09.096440] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ABEO.txt
[2025-12-16T20:15:09.096600] [INFO ] [sig       ] [13/3585] Completed ABEO in 0.3s | 2.92 sym/s | Total: 4.5s | ETA: 20.4m
[2025-12-16T20:15:09.096642] [INFO ] [sig       ] [14/3585] Forecasting ABG...
[2025-12-16T20:15:09.096672] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-16T20:15:09.096704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-16T20:15:09.108314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-16T20:15:09.108731] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-16T20:15:09.109563] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-16T20:15:09.109635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:09.109671] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:09.109700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:09.109756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:09.165048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:09.165758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:09.165838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:09.165870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:09.283596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:09.283760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:09.283799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:09.283827] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:09.287178] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=93.60%)
[2025-12-16T20:15:09.287454] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-16T20:15:09.287602] [INFO ] [sig       ] ABG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:09.423824] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ABG.txt
[2025-12-16T20:15:09.423962] [INFO ] [sig       ] [14/3585] Completed ABG in 0.3s | 2.93 sym/s | Total: 4.8s | ETA: 20.3m
[2025-12-16T20:15:09.424002] [INFO ] [sig       ] [15/3585] Forecasting ABL...
[2025-12-16T20:15:09.424032] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-16T20:15:09.424062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-16T20:15:09.435270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-12-16T20:15:09.435637] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-16T20:15:09.436399] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-16T20:15:09.436452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:09.436484] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:09.436511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:09.436568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:09.493467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:09.494256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:09.494345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:09.494378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:09.616526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:09.616706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:09.616748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:09.616778] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:09.620387] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: UP (p=92.91%)
[2025-12-16T20:15:09.620696] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-16T20:15:09.620839] [INFO ] [sig       ] ABL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:09.761347] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ABL.txt
[2025-12-16T20:15:09.761510] [INFO ] [sig       ] [15/3585] Completed ABL in 0.3s | 2.93 sym/s | Total: 5.1s | ETA: 20.3m
[2025-12-16T20:15:09.761559] [INFO ] [sig       ] [16/3585] Forecasting ABM...
[2025-12-16T20:15:09.761609] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-16T20:15:09.761642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-16T20:15:09.774272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-16T20:15:09.774658] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-16T20:15:09.775466] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-16T20:15:09.775519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:09.775549] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:09.775600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:09.775660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:09.831806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:09.832656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:09.832738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:09.832771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:09.951257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:09.951406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:09.951446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:09.951474] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:09.954843] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=43.46%)
[2025-12-16T20:15:09.955122] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-16T20:15:09.955251] [INFO ] [sig       ] ABM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:10.091985] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ABM.txt
[2025-12-16T20:15:10.092123] [INFO ] [sig       ] [16/3585] Completed ABM in 0.3s | 2.94 sym/s | Total: 5.4s | ETA: 20.3m
[2025-12-16T20:15:10.092163] [INFO ] [sig       ] [17/3585] Forecasting ABNB...
[2025-12-16T20:15:10.092194] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-16T20:15:10.092223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-16T20:15:10.105293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-16T20:15:10.105691] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-16T20:15:10.106497] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-16T20:15:10.106550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:10.106602] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:10.106631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:10.106687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:10.163906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:10.164674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:10.164758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:10.164790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:10.286549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:10.286721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:10.286763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:10.286791] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:10.290251] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: DOWN (p=13.66%)
[2025-12-16T20:15:10.290538] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-16T20:15:10.290696] [INFO ] [sig       ] ABNB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:10.426351] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ABNB.txt
[2025-12-16T20:15:10.426478] [INFO ] [sig       ] [17/3585] Completed ABNB in 0.3s | 2.94 sym/s | Total: 5.8s | ETA: 20.2m
[2025-12-16T20:15:10.426520] [INFO ] [sig       ] [18/3585] Forecasting ABOS...
[2025-12-16T20:15:10.426550] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-16T20:15:10.426597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-16T20:15:10.438238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-16T20:15:10.438561] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-16T20:15:10.439370] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-16T20:15:10.439422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:10.439464] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:10.439492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:10.439548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:10.499648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:10.500476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:10.500568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:10.500619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:10.627955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:10.628126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:10.628169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:10.628199] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:10.631988] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-12-16T20:15:10.632312] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-16T20:15:10.632460] [INFO ] [sig       ] ABOS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:10.784539] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ABOS.txt
[2025-12-16T20:15:10.784721] [INFO ] [sig       ] [18/3585] Completed ABOS in 0.4s | 2.93 sym/s | Total: 6.1s | ETA: 20.3m
[2025-12-16T20:15:10.784764] [INFO ] [sig       ] [19/3585] Forecasting ABSI...
[2025-12-16T20:15:10.784793] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-16T20:15:10.784823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-16T20:15:10.796812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-16T20:15:10.797208] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-16T20:15:10.798046] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-16T20:15:10.798098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:10.798130] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:10.798156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:10.798211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:10.854041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:10.854936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:10.855022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:10.855055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:10.973593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:10.973749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:10.973788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:10.973818] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:10.977202] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=33.01%)
[2025-12-16T20:15:10.977482] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-16T20:15:10.977633] [INFO ] [sig       ] ABSI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:11.112709] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ABSI.txt
[2025-12-16T20:15:11.112847] [INFO ] [sig       ] [19/3585] Completed ABSI in 0.3s | 2.94 sym/s | Total: 6.5s | ETA: 20.2m
[2025-12-16T20:15:11.112885] [INFO ] [sig       ] [20/3585] Forecasting ABUS...
[2025-12-16T20:15:11.112915] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-16T20:15:11.112945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-16T20:15:11.124114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-16T20:15:11.124471] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-16T20:15:11.125267] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-16T20:15:11.125320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:11.125352] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:11.125379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:11.125436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:11.180801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:11.181418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:11.181527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:11.181561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:11.296254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:11.296408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:11.296450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:11.296480] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:11.300211] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: DOWN (p=31.96%)
[2025-12-16T20:15:11.300501] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-16T20:15:11.300654] [INFO ] [sig       ] ABUS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:11.443510] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ABUS.txt
[2025-12-16T20:15:11.443688] [INFO ] [sig       ] [20/3585] Completed ABUS in 0.3s | 2.94 sym/s | Total: 6.8s | ETA: 20.2m
[2025-12-16T20:15:11.443732] [INFO ] [sig       ] [21/3585] Forecasting ABVC...
[2025-12-16T20:15:11.443762] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-16T20:15:11.443792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-16T20:15:11.455285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-16T20:15:11.455709] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-16T20:15:11.456558] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-16T20:15:11.456632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:11.456665] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:11.456691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:11.456747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:11.522250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:11.523139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:11.523223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:11.523256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:11.643074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:11.643227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:11.643268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:11.643297] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:11.646822] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: DOWN (p=42.15%)
[2025-12-16T20:15:11.647106] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-16T20:15:11.647255] [INFO ] [sig       ] ABVC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:11.788276] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ABVC.txt
[2025-12-16T20:15:11.788433] [INFO ] [sig       ] [21/3585] Completed ABVC in 0.3s | 2.94 sym/s | Total: 7.1s | ETA: 20.2m
[2025-12-16T20:15:11.788519] [INFO ] [sig       ] [22/3585] Forecasting ABVE...
[2025-12-16T20:15:11.788552] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-16T20:15:11.788601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-16T20:15:11.800463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-16T20:15:11.801094] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-16T20:15:11.802132] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-16T20:15:11.802195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:11.802234] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:11.802266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:11.802323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:11.858801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:11.859659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:11.859743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:11.859776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:11.976602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:11.976751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:11.976792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:11.976820] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:11.980237] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: UP (p=66.87%)
[2025-12-16T20:15:11.980515] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-16T20:15:11.980672] [INFO ] [sig       ] ABVE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:12.118141] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ABVE.txt
[2025-12-16T20:15:12.118305] [INFO ] [sig       ] [22/3585] Completed ABVE in 0.3s | 2.94 sym/s | Total: 7.5s | ETA: 20.2m
[2025-12-16T20:15:12.118346] [INFO ] [sig       ] [23/3585] Forecasting ABVX...
[2025-12-16T20:15:12.118375] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-16T20:15:12.118405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-16T20:15:12.130345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-16T20:15:12.130732] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-16T20:15:12.131495] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-16T20:15:12.131547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:12.131600] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:12.131629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:12.131685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:12.188303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:12.189193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:12.189277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:12.189310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:12.310263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:12.310411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:12.310451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:12.310481] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:12.313912] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: UP (p=75.90%)
[2025-12-16T20:15:12.314197] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-16T20:15:12.314345] [INFO ] [sig       ] ABVX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:12.461401] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ABVX.txt
[2025-12-16T20:15:12.461615] [INFO ] [sig       ] [23/3585] Completed ABVX in 0.3s | 2.94 sym/s | Total: 7.8s | ETA: 20.2m
[2025-12-16T20:15:12.461659] [INFO ] [sig       ] [24/3585] Forecasting ACA...
[2025-12-16T20:15:12.461693] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-16T20:15:12.461725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-16T20:15:12.473808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-16T20:15:12.474224] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-16T20:15:12.475098] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-16T20:15:12.475156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:12.475191] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:12.475219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:12.475277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:12.549165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:12.550094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:12.550180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:12.550212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:12.678342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:12.678510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:12.678556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:12.678604] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:12.682294] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: UP (p=50.57%)
[2025-12-16T20:15:12.682638] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-16T20:15:12.682805] [INFO ] [sig       ] ACA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:12.825213] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ACA.txt
[2025-12-16T20:15:12.825369] [INFO ] [sig       ] [24/3585] Completed ACA in 0.4s | 2.93 sym/s | Total: 8.2s | ETA: 20.2m
[2025-12-16T20:15:12.825411] [INFO ] [sig       ] [25/3585] Forecasting ACAD...
[2025-12-16T20:15:12.825441] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-16T20:15:12.825471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-16T20:15:12.837336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-16T20:15:12.837743] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-16T20:15:12.838548] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-16T20:15:12.838618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:12.838652] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:12.838679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:12.838735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:12.896106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:12.897052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:12.897143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:12.897177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:13.015912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:13.016063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:13.016103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:13.016146] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:13.019669] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: UP (p=81.43%)
[2025-12-16T20:15:13.020010] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-16T20:15:13.020154] [INFO ] [sig       ] ACAD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:13.160158] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ACAD.txt
[2025-12-16T20:15:13.160314] [INFO ] [sig       ] [25/3585] Completed ACAD in 0.3s | 2.94 sym/s | Total: 8.5s | ETA: 20.2m
[2025-12-16T20:15:13.160355] [INFO ] [sig       ] [26/3585] Forecasting ACB...
[2025-12-16T20:15:13.160384] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-16T20:15:13.160414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-16T20:15:13.171653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-16T20:15:13.172079] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-16T20:15:13.173015] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-16T20:15:13.173072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:13.173107] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:13.173134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:13.173191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:13.232756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:13.233704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:13.233796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:13.233829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:13.356555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:13.356716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:13.356757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:13.356793] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:13.363654] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: DOWN (p=6.41%)
[2025-12-16T20:15:13.363980] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-16T20:15:13.364128] [INFO ] [sig       ] ACB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:13.508434] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ACB.txt
[2025-12-16T20:15:13.508561] [INFO ] [sig       ] [26/3585] Completed ACB in 0.3s | 2.93 sym/s | Total: 8.9s | ETA: 20.2m
[2025-12-16T20:15:13.508618] [INFO ] [sig       ] [27/3585] Forecasting ACCO...
[2025-12-16T20:15:13.508648] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-16T20:15:13.508677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-16T20:15:13.521302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-16T20:15:13.521704] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-16T20:15:13.522550] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-16T20:15:13.522621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:13.522684] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:13.522711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:13.522768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:13.579894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:13.580616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:13.580703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:13.580748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:13.703968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:13.704143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:13.704184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:13.704213] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:13.707915] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=63.15%)
[2025-12-16T20:15:13.708209] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-16T20:15:13.708366] [INFO ] [sig       ] ACCO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:13.850361] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ACCO.txt
[2025-12-16T20:15:13.850511] [INFO ] [sig       ] [27/3585] Completed ACCO in 0.3s | 2.93 sym/s | Total: 9.2s | ETA: 20.2m
[2025-12-16T20:15:13.850553] [INFO ] [sig       ] [28/3585] Forecasting ACDC...
[2025-12-16T20:15:13.850601] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-12-16T20:15:13.850634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-12-16T20:15:13.862169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-12-16T20:15:13.862507] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-12-16T20:15:13.863296] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-12-16T20:15:13.863350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:13.863381] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:13.863407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:13.863461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:13.921829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:13.922761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:13.922854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:13.922888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:14.035204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:14.035348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:14.035388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:14.035417] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:14.038785] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=59.96%)
[2025-12-16T20:15:14.039055] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-12-16T20:15:14.039201] [INFO ] [sig       ] ACDC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:14.184068] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ACDC.txt
[2025-12-16T20:15:14.184189] [INFO ] [sig       ] [28/3585] Completed ACDC in 0.3s | 2.94 sym/s | Total: 9.5s | ETA: 20.2m
[2025-12-16T20:15:14.184229] [INFO ] [sig       ] [29/3585] Forecasting ACEL...
[2025-12-16T20:15:14.184258] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-16T20:15:14.184288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-16T20:15:14.196787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-16T20:15:14.197177] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-16T20:15:14.197999] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-16T20:15:14.198052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:14.198085] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:14.198123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:14.198181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:14.255873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:14.256748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:14.256833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:14.256866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:14.373068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:14.373221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:14.373260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:14.373289] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:14.376697] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=92.85%)
[2025-12-16T20:15:14.376981] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-16T20:15:14.377113] [INFO ] [sig       ] ACEL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:14.520283] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ACEL.txt
[2025-12-16T20:15:14.520474] [INFO ] [sig       ] [29/3585] Completed ACEL in 0.3s | 2.94 sym/s | Total: 9.9s | ETA: 20.2m
[2025-12-16T20:15:14.520515] [INFO ] [sig       ] [30/3585] Forecasting ACGL...
[2025-12-16T20:15:14.520545] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-16T20:15:14.520596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-16T20:15:14.532796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-16T20:15:14.533150] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-16T20:15:14.533969] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-16T20:15:14.534020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:14.534052] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:14.534078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:14.534134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:14.590640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:14.591566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:14.591682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:14.591715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:14.710588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:14.710752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:14.710793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:14.710866] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:14.714374] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=39.77%)
[2025-12-16T20:15:14.714703] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-16T20:15:14.714857] [INFO ] [sig       ] ACGL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:14.854171] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ACGL.txt
[2025-12-16T20:15:14.854319] [INFO ] [sig       ] [30/3585] Completed ACGL in 0.3s | 2.94 sym/s | Total: 10.2s | ETA: 20.2m
[2025-12-16T20:15:14.854359] [INFO ] [sig       ] [31/3585] Forecasting ACGLN...
[2025-12-16T20:15:14.854389] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-16T20:15:14.854420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-16T20:15:14.866170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-16T20:15:14.866522] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-16T20:15:14.867320] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-16T20:15:14.867373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:14.867405] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:14.867432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:14.867488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:14.927020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:14.928085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:14.928182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:14.928216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:15.045929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:15.046084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:15.046123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:15.046151] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:15.049592] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: DOWN (p=23.90%)
[2025-12-16T20:15:15.049881] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-16T20:15:15.050020] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:15.190781] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ACGLN.txt
[2025-12-16T20:15:15.190967] [INFO ] [sig       ] [31/3585] Completed ACGLN in 0.3s | 2.94 sym/s | Total: 10.5s | ETA: 20.2m
[2025-12-16T20:15:15.191009] [INFO ] [sig       ] [32/3585] Forecasting ACGLO...
[2025-12-16T20:15:15.191038] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-16T20:15:15.191066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-16T20:15:15.202136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-16T20:15:15.202481] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-16T20:15:15.203267] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-16T20:15:15.203319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:15.203351] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:15.203378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:15.203434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:15.260011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:15.260907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:15.260997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:15.261030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:15.382436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:15.382604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:15.382645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:15.382675] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:15.386067] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: DOWN (p=22.07%)
[2025-12-16T20:15:15.386339] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-16T20:15:15.386473] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:15.524698] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ACGLO.txt
[2025-12-16T20:15:15.524833] [INFO ] [sig       ] [32/3585] Completed ACGLO in 0.3s | 2.94 sym/s | Total: 10.9s | ETA: 20.1m
[2025-12-16T20:15:15.524873] [INFO ] [sig       ] [33/3585] Forecasting ACHC...
[2025-12-16T20:15:15.524914] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-16T20:15:15.524947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-16T20:15:15.536269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-16T20:15:15.536612] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-16T20:15:15.537366] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-16T20:15:15.537418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:15.537450] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:15.537477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:15.537533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:15.595464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:15.596315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:15.596403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:15.596437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:15.720532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:15.720697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:15.720737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:15.720766] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:15.724145] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: DOWN (p=39.25%)
[2025-12-16T20:15:15.724413] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-16T20:15:15.724540] [INFO ] [sig       ] ACHC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:15.861098] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ACHC.txt
[2025-12-16T20:15:15.861209] [INFO ] [sig       ] [33/3585] Completed ACHC in 0.3s | 2.94 sym/s | Total: 11.2s | ETA: 20.1m
[2025-12-16T20:15:15.861248] [INFO ] [sig       ] [34/3585] Forecasting ACI...
[2025-12-16T20:15:15.861277] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-16T20:15:15.861306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-16T20:15:15.873019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-16T20:15:15.873335] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-16T20:15:15.874118] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-16T20:15:15.874169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:15.874201] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:15.874228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:15.874284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:15.932937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:15.933592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:15.933673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:15.933707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:16.053442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:16.053562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:16.053617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:16.053646] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:16.056865] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=14.68%)
[2025-12-16T20:15:16.057133] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-16T20:15:16.057262] [INFO ] [sig       ] ACI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:16.192060] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ACI.txt
[2025-12-16T20:15:16.192185] [INFO ] [sig       ] [34/3585] Completed ACI in 0.3s | 2.94 sym/s | Total: 11.5s | ETA: 20.1m
[2025-12-16T20:15:16.192224] [INFO ] [sig       ] [35/3585] Forecasting ACIC...
[2025-12-16T20:15:16.192254] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-16T20:15:16.192283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-16T20:15:16.203698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-16T20:15:16.204029] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-16T20:15:16.204812] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-16T20:15:16.204864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:16.204897] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:16.204923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:16.204979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:16.261975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:16.262676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:16.262761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:16.262794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:16.381150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:16.381297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:16.381335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:16.381364] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:16.384744] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=13.18%)
[2025-12-16T20:15:16.385015] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-16T20:15:16.385145] [INFO ] [sig       ] ACIC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:16.521517] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ACIC.txt
[2025-12-16T20:15:16.521654] [INFO ] [sig       ] [35/3585] Completed ACIC in 0.3s | 2.95 sym/s | Total: 11.9s | ETA: 20.1m
[2025-12-16T20:15:16.521695] [INFO ] [sig       ] [36/3585] Forecasting ACLS...
[2025-12-16T20:15:16.521725] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-16T20:15:16.521754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-16T20:15:16.533083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-16T20:15:16.533422] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-16T20:15:16.534207] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-16T20:15:16.534258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:16.534290] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:16.534317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:16.534372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:16.590496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:16.591207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:16.591289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:16.591321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:16.709339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:16.709479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:16.709518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:16.709562] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:16.712902] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: DOWN (p=45.94%)
[2025-12-16T20:15:16.713171] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-16T20:15:16.713301] [INFO ] [sig       ] ACLS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:16.847639] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ACLS.txt
[2025-12-16T20:15:16.847767] [INFO ] [sig       ] [36/3585] Completed ACLS in 0.3s | 2.95 sym/s | Total: 12.2s | ETA: 20.0m
[2025-12-16T20:15:16.847807] [INFO ] [sig       ] [37/3585] Forecasting ACLX...
[2025-12-16T20:15:16.847837] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-16T20:15:16.847865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-16T20:15:16.858776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-16T20:15:16.859155] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-16T20:15:16.859982] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-16T20:15:16.860036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:16.860069] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:16.860098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:16.860156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:16.917028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:16.917681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:16.917790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:16.917827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:17.036394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:17.036542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:17.036598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:17.036629] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:17.040013] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: UP (p=96.82%)
[2025-12-16T20:15:17.040289] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-16T20:15:17.040416] [INFO ] [sig       ] ACLX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:17.175821] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ACLX.txt
[2025-12-16T20:15:17.175964] [INFO ] [sig       ] [37/3585] Completed ACLX in 0.3s | 2.95 sym/s | Total: 12.5s | ETA: 20.0m
[2025-12-16T20:15:17.176004] [INFO ] [sig       ] [38/3585] Forecasting ACM...
[2025-12-16T20:15:17.176033] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-16T20:15:17.176063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-16T20:15:17.187897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-16T20:15:17.188271] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-16T20:15:17.189071] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-16T20:15:17.189147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:17.189180] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:17.189207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:17.189263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:17.246709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:17.247590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:17.247675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:17.247706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:17.365058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:17.365201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:17.365239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:17.365268] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:17.368632] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=20.75%)
[2025-12-16T20:15:17.368931] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-16T20:15:17.369069] [INFO ] [sig       ] ACM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:17.506899] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ACM.txt
[2025-12-16T20:15:17.507029] [INFO ] [sig       ] [38/3585] Completed ACM in 0.3s | 2.95 sym/s | Total: 12.9s | ETA: 20.0m
[2025-12-16T20:15:17.507069] [INFO ] [sig       ] [39/3585] Forecasting ACN...
[2025-12-16T20:15:17.507099] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-16T20:15:17.507128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-16T20:15:17.518479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-16T20:15:17.518862] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-16T20:15:17.519723] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-16T20:15:17.519777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:17.519810] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:17.519838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:17.519896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:17.576780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:17.577683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:17.577765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:17.577798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:17.697929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:17.698075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:17.698114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:17.698142] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:17.701599] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=50.24%)
[2025-12-16T20:15:17.701873] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-16T20:15:17.702005] [INFO ] [sig       ] ACN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:17.838816] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ACN.txt
[2025-12-16T20:15:17.838955] [INFO ] [sig       ] [39/3585] Completed ACN in 0.3s | 2.96 sym/s | Total: 13.2s | ETA: 20.0m
[2025-12-16T20:15:17.838994] [INFO ] [sig       ] [40/3585] Forecasting ACNB...
[2025-12-16T20:15:17.839023] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-16T20:15:17.839052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-16T20:15:17.850079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-16T20:15:17.850433] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-16T20:15:17.851244] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-16T20:15:17.851296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:17.851329] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:17.851357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:17.851427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:17.910044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:17.910975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:17.911078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:17.911118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:18.027619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:18.027771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:18.027810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:18.027839] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:18.031209] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: UP (p=74.94%)
[2025-12-16T20:15:18.031478] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-16T20:15:18.031623] [INFO ] [sig       ] ACNB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:18.169359] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ACNB.txt
[2025-12-16T20:15:18.169516] [INFO ] [sig       ] [40/3585] Completed ACNB in 0.3s | 2.96 sym/s | Total: 13.5s | ETA: 20.0m
[2025-12-16T20:15:18.169556] [INFO ] [sig       ] [41/3585] Forecasting ACON...
[2025-12-16T20:15:18.169604] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-16T20:15:18.169636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-16T20:15:18.180013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-16T20:15:18.180327] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-16T20:15:18.181117] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-16T20:15:18.181168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:18.181200] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:18.181228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:18.181284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:18.238705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:18.239592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:18.239675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:18.239707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:18.351688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:18.351840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:18.351879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:18.351907] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:18.355272] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2025-12-16T20:15:18.355542] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-16T20:15:18.355692] [INFO ] [sig       ] ACON: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:18.493078] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ACON.txt
[2025-12-16T20:15:18.493230] [INFO ] [sig       ] [41/3585] Completed ACON in 0.3s | 2.96 sym/s | Total: 13.8s | ETA: 20.0m
[2025-12-16T20:15:18.493271] [INFO ] [sig       ] [42/3585] Forecasting ACP...
[2025-12-16T20:15:18.493301] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-16T20:15:18.493331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-16T20:15:18.504359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-16T20:15:18.504724] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-16T20:15:18.505525] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-16T20:15:18.505614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:18.505651] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:18.505679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:18.505735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:18.562270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:18.562932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:18.563010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:18.563043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:18.681739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:18.681898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:18.681939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:18.681970] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:18.685436] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=71.73%)
[2025-12-16T20:15:18.685739] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-16T20:15:18.685876] [INFO ] [sig       ] ACP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:18.829214] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ACP.txt
[2025-12-16T20:15:18.829380] [INFO ] [sig       ] [42/3585] Completed ACP in 0.3s | 2.96 sym/s | Total: 14.2s | ETA: 19.9m
[2025-12-16T20:15:18.829421] [INFO ] [sig       ] [43/3585] Forecasting ACRE...
[2025-12-16T20:15:18.829449] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-16T20:15:18.829479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-16T20:15:18.840942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-16T20:15:18.841365] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-16T20:15:18.842230] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-16T20:15:18.842284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:18.842319] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:18.842347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:18.842405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:18.900567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:18.901435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:18.901521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:18.901556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:19.031667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:19.031824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:19.031877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:19.031910] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:19.035505] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-16T20:15:19.035847] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-16T20:15:19.036016] [INFO ] [sig       ] ACRE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:19.179650] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ACRE.txt
[2025-12-16T20:15:19.179809] [INFO ] [sig       ] [43/3585] Completed ACRE in 0.4s | 2.96 sym/s | Total: 14.5s | ETA: 20.0m
[2025-12-16T20:15:19.179850] [INFO ] [sig       ] [44/3585] Forecasting ACRS...
[2025-12-16T20:15:19.179880] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-16T20:15:19.179910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-16T20:15:19.195076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-16T20:15:19.195541] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-16T20:15:19.196676] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-16T20:15:19.196745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:19.196828] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:19.196875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:19.196961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:19.262179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:19.263061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:19.263147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:19.263180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:19.381351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:19.381505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:19.381544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:19.381590] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:19.384937] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-16T20:15:19.385216] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-16T20:15:19.385344] [INFO ] [sig       ] ACRS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:19.523055] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ACRS.txt
[2025-12-16T20:15:19.523214] [INFO ] [sig       ] [44/3585] Completed ACRS in 0.3s | 2.96 sym/s | Total: 14.9s | ETA: 20.0m
[2025-12-16T20:15:19.523256] [INFO ] [sig       ] [45/3585] Forecasting ACTG...
[2025-12-16T20:15:19.523286] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-16T20:15:19.523315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-16T20:15:19.534617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-16T20:15:19.535000] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-16T20:15:19.535847] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-16T20:15:19.535903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:19.535935] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:19.535962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:19.536018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:19.601986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:19.602883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:19.602994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:19.603035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:19.731358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:19.731512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:19.731551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:19.731601] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:19.734939] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=5.74%)
[2025-12-16T20:15:19.735205] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-16T20:15:19.735331] [INFO ] [sig       ] ACTG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:19.872659] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ACTG.txt
[2025-12-16T20:15:19.872795] [INFO ] [sig       ] [45/3585] Completed ACTG in 0.3s | 2.96 sym/s | Total: 15.2s | ETA: 20.0m
[2025-12-16T20:15:19.872836] [INFO ] [sig       ] [46/3585] Forecasting ACVA...
[2025-12-16T20:15:19.872865] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-16T20:15:19.872896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-16T20:15:19.884500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-16T20:15:19.884900] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-16T20:15:19.885717] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-16T20:15:19.885769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:19.885803] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:19.885834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:19.885900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:19.941996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:19.942596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:19.942675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:19.942706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:20.060251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:20.060402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:20.060441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:20.060470] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:20.063856] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: DOWN (p=12.01%)
[2025-12-16T20:15:20.064126] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-16T20:15:20.064255] [INFO ] [sig       ] ACVA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:20.199209] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ACVA.txt
[2025-12-16T20:15:20.199325] [INFO ] [sig       ] [46/3585] Completed ACVA in 0.3s | 2.96 sym/s | Total: 15.6s | ETA: 19.9m
[2025-12-16T20:15:20.199363] [INFO ] [sig       ] [47/3585] Forecasting ACWI...
[2025-12-16T20:15:20.199393] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-16T20:15:20.199423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-16T20:15:20.212021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-16T20:15:20.212368] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-16T20:15:20.213198] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-16T20:15:20.213252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:20.213285] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:20.213312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:20.213370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:20.270384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:20.271040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:20.271123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:20.271157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:20.393204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:20.393357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:20.393399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:20.393460] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:20.398311] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=3.02%)
[2025-12-16T20:15:20.398769] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-16T20:15:20.398928] [INFO ] [sig       ] ACWI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:20.541544] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ACWI.txt
[2025-12-16T20:15:20.541719] [INFO ] [sig       ] [47/3585] Completed ACWI in 0.3s | 2.96 sym/s | Total: 15.9s | ETA: 19.9m
[2025-12-16T20:15:20.541759] [INFO ] [sig       ] [48/3585] Forecasting ACWX...
[2025-12-16T20:15:20.541789] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-16T20:15:20.541819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-16T20:15:20.553261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-16T20:15:20.553650] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-16T20:15:20.554447] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-16T20:15:20.554500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:20.554532] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:20.554559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:20.554635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:20.614406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:20.615278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:20.615364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:20.615400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:20.745773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:20.745948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:20.746003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:20.746044] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:20.749885] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: UP (p=58.31%)
[2025-12-16T20:15:20.750220] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-16T20:15:20.750362] [INFO ] [sig       ] ACWX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:20.912999] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ACWX.txt
[2025-12-16T20:15:20.913174] [INFO ] [sig       ] [48/3585] Completed ACWX in 0.4s | 2.95 sym/s | Total: 16.3s | ETA: 20.0m
[2025-12-16T20:15:20.913220] [INFO ] [sig       ] [49/3585] Forecasting ACXP...
[2025-12-16T20:15:20.913250] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-16T20:15:20.913280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-16T20:15:20.928163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-16T20:15:20.928698] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-16T20:15:20.929962] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-16T20:15:20.930034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:20.930084] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:20.930131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:20.930223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:21.019526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:21.020707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:21.020831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:21.020868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:21.182000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:21.182208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:21.182260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:21.182297] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:21.194106] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: DOWN (p=48.79%)
[2025-12-16T20:15:21.194689] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-16T20:15:21.194907] [INFO ] [sig       ] ACXP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:21.414766] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ACXP.txt
[2025-12-16T20:15:21.414978] [INFO ] [sig       ] [49/3585] Completed ACXP in 0.5s | 2.92 sym/s | Total: 16.8s | ETA: 20.2m
[2025-12-16T20:15:21.415027] [INFO ] [sig       ] [50/3585] Forecasting ADBE...
[2025-12-16T20:15:21.415066] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-16T20:15:21.415104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-16T20:15:21.453434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-16T20:15:21.460705] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-16T20:15:21.462898] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-16T20:15:21.462995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:21.463061] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:21.463096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:21.463170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:21.556347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:21.557743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:21.557983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:21.558043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:21.740360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:21.740559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:21.740651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:21.740703] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:21.746497] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-12-16T20:15:21.747081] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-16T20:15:21.747313] [INFO ] [sig       ] ADBE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:21.946893] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ADBE.txt
[2025-12-16T20:15:21.947109] [INFO ] [sig       ] [50/3585] Completed ADBE in 0.5s | 2.89 sym/s | Total: 17.3s | ETA: 20.4m
[2025-12-16T20:15:21.947173] [INFO ] [sig       ] [51/3585] Forecasting ADC...
[2025-12-16T20:15:21.947219] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-16T20:15:21.947264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-16T20:15:21.962680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-16T20:15:21.963214] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-16T20:15:21.964407] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-16T20:15:21.964507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:21.964556] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:21.964620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:21.964709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:22.049134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:22.050263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:22.050400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:22.050439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:22.189551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:22.189727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:22.189769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:22.189798] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:22.193301] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: UP (p=75.24%)
[2025-12-16T20:15:22.193720] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-16T20:15:22.193882] [INFO ] [sig       ] ADC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:22.339796] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ADC.txt
[2025-12-16T20:15:22.339958] [INFO ] [sig       ] [51/3585] Completed ADC in 0.4s | 2.88 sym/s | Total: 17.7s | ETA: 20.4m
[2025-12-16T20:15:22.340002] [INFO ] [sig       ] [52/3585] Forecasting ADEA...
[2025-12-16T20:15:22.340031] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-16T20:15:22.340062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-16T20:15:22.352492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-16T20:15:22.352934] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-16T20:15:22.353775] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-16T20:15:22.353830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:22.353863] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:22.353891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:22.353960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:22.414233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:22.415095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:22.415182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:22.415214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:22.540518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:22.540695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:22.540735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:22.540765] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:22.544209] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: UP (p=54.74%)
[2025-12-16T20:15:22.544539] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-16T20:15:22.544701] [INFO ] [sig       ] ADEA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:22.688427] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ADEA.txt
[2025-12-16T20:15:22.688560] [INFO ] [sig       ] [52/3585] Completed ADEA in 0.3s | 2.88 sym/s | Total: 18.0s | ETA: 20.4m
[2025-12-16T20:15:22.688616] [INFO ] [sig       ] [53/3585] Forecasting ADI...
[2025-12-16T20:15:22.688647] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-16T20:15:22.688676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-16T20:15:22.700358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-16T20:15:22.700734] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-16T20:15:22.701534] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-16T20:15:22.701604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:22.701647] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:22.701675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:22.701730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:22.757762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:22.758614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:22.758699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:22.758731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:22.886194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:22.886344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:22.886400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:22.886430] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:22.889792] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=76.18%)
[2025-12-16T20:15:22.890091] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-16T20:15:22.890227] [INFO ] [sig       ] ADI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:23.030264] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ADI.txt
[2025-12-16T20:15:23.030409] [INFO ] [sig       ] [53/3585] Completed ADI in 0.3s | 2.88 sym/s | Total: 18.4s | ETA: 20.4m
[2025-12-16T20:15:23.030449] [INFO ] [sig       ] [54/3585] Forecasting ADM...
[2025-12-16T20:15:23.030478] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-16T20:15:23.030507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-16T20:15:23.041679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-16T20:15:23.042046] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-16T20:15:23.042832] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-16T20:15:23.042884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:23.042916] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:23.042943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:23.043006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:23.098340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:23.099071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:23.099190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:23.099224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:23.221994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:23.222149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:23.222189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:23.222218] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:23.225729] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: UP (p=59.01%)
[2025-12-16T20:15:23.225999] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-16T20:15:23.226130] [INFO ] [sig       ] ADM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:23.363935] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ADM.txt
[2025-12-16T20:15:23.364078] [INFO ] [sig       ] [54/3585] Completed ADM in 0.3s | 2.88 sym/s | Total: 18.7s | ETA: 20.4m
[2025-12-16T20:15:23.364118] [INFO ] [sig       ] [55/3585] Forecasting ADMA...
[2025-12-16T20:15:23.364148] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-16T20:15:23.364178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-16T20:15:23.376086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-16T20:15:23.376435] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-16T20:15:23.377245] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-16T20:15:23.377296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:23.377328] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:23.377354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:23.377410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:23.435271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:23.435997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:23.436094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:23.436133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:23.557952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:23.558107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:23.558146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:23.558175] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:23.561680] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: UP (p=65.09%)
[2025-12-16T20:15:23.561955] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-16T20:15:23.562089] [INFO ] [sig       ] ADMA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:23.704770] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ADMA.txt
[2025-12-16T20:15:23.704926] [INFO ] [sig       ] [55/3585] Completed ADMA in 0.3s | 2.89 sym/s | Total: 19.1s | ETA: 20.4m
[2025-12-16T20:15:23.704976] [INFO ] [sig       ] [56/3585] Forecasting ADP...
[2025-12-16T20:15:23.705029] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-16T20:15:23.705070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-16T20:15:23.716970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-16T20:15:23.717378] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-16T20:15:23.718164] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-16T20:15:23.718217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:23.718249] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:23.718276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:23.718332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:23.778521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:23.779431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:23.779526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:23.779560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:23.925629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:23.925785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:23.925827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:23.925856] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:23.929693] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=31.27%)
[2025-12-16T20:15:23.929979] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-16T20:15:23.930147] [INFO ] [sig       ] ADP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:24.068475] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ADP.txt
[2025-12-16T20:15:24.068635] [INFO ] [sig       ] [56/3585] Completed ADP in 0.4s | 2.88 sym/s | Total: 19.4s | ETA: 20.4m
[2025-12-16T20:15:24.068676] [INFO ] [sig       ] [57/3585] Forecasting ADSE...
[2025-12-16T20:15:24.068710] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-16T20:15:24.068742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-16T20:15:24.084128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-16T20:15:24.084634] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-16T20:15:24.085707] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-16T20:15:24.085770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:24.085812] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:24.085845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:24.085919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:24.150414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:24.151332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:24.151424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:24.151457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:24.276470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:24.276643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:24.276684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:24.276714] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:24.280185] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: DOWN (p=31.93%)
[2025-12-16T20:15:24.280477] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-16T20:15:24.280631] [INFO ] [sig       ] ADSE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:24.422955] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ADSE.txt
[2025-12-16T20:15:24.423158] [INFO ] [sig       ] [57/3585] Completed ADSE in 0.4s | 2.88 sym/s | Total: 19.8s | ETA: 20.4m
[2025-12-16T20:15:24.423202] [INFO ] [sig       ] [58/3585] Forecasting ADSK...
[2025-12-16T20:15:24.423233] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-16T20:15:24.423264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-16T20:15:24.434179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-16T20:15:24.434541] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-16T20:15:24.435336] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-16T20:15:24.435388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:24.435421] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:24.435448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:24.435505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:24.493433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:24.494497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:24.494603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:24.494640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:24.617895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:24.618061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:24.618112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:24.618150] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:24.621731] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: DOWN (p=5.39%)
[2025-12-16T20:15:24.622026] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-16T20:15:24.622194] [INFO ] [sig       ] ADSK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:24.761316] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ADSK.txt
[2025-12-16T20:15:24.761456] [INFO ] [sig       ] [58/3585] Completed ADSK in 0.3s | 2.88 sym/s | Total: 20.1s | ETA: 20.4m
[2025-12-16T20:15:24.761495] [INFO ] [sig       ] [59/3585] Forecasting ADTN...
[2025-12-16T20:15:24.761526] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-16T20:15:24.761556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-16T20:15:24.773015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-16T20:15:24.773396] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-16T20:15:24.774282] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-16T20:15:24.774340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:24.774373] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:24.774401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:24.774463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:24.831759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:24.832541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:24.832647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:24.832683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:24.958123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:24.958308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:24.958371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:24.958418] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:24.962205] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: UP (p=68.34%)
[2025-12-16T20:15:24.962556] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-16T20:15:24.962728] [INFO ] [sig       ] ADTN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:25.113834] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ADTN.txt
[2025-12-16T20:15:25.114031] [INFO ] [sig       ] [59/3585] Completed ADTN in 0.4s | 2.88 sym/s | Total: 20.5s | ETA: 20.4m
[2025-12-16T20:15:25.114088] [INFO ] [sig       ] [60/3585] Forecasting ADTX...
[2025-12-16T20:15:25.114126] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-16T20:15:25.114157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-16T20:15:25.127031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-16T20:15:25.127402] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-16T20:15:25.128255] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-16T20:15:25.128310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:25.128344] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:25.128373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:25.128431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:25.186002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:25.186805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:25.186907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:25.186942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:25.296159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:25.296310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:25.296349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:25.296392] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:25.299803] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-12-16T20:15:25.300095] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-16T20:15:25.300237] [INFO ] [sig       ] ADTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:25.442764] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ADTX.txt
[2025-12-16T20:15:25.442918] [INFO ] [sig       ] [60/3585] Completed ADTX in 0.3s | 2.88 sym/s | Total: 20.8s | ETA: 20.4m
[2025-12-16T20:15:25.442978] [INFO ] [sig       ] [61/3585] Forecasting ADUS...
[2025-12-16T20:15:25.443024] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-16T20:15:25.443074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-16T20:15:25.454802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-16T20:15:25.455179] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-16T20:15:25.455988] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-16T20:15:25.456042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:25.456110] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:25.456140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:25.456198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:25.515914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:25.516832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:25.516919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:25.516954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:25.638096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:25.638244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:25.638288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:25.638510] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:25.642705] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: UP (p=87.16%)
[2025-12-16T20:15:25.642988] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-16T20:15:25.643126] [INFO ] [sig       ] ADUS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:25.783548] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ADUS.txt
[2025-12-16T20:15:25.783727] [INFO ] [sig       ] [61/3585] Completed ADUS in 0.3s | 2.89 sym/s | Total: 21.1s | ETA: 20.4m
[2025-12-16T20:15:25.783768] [INFO ] [sig       ] [62/3585] Forecasting ADX...
[2025-12-16T20:15:25.783797] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-16T20:15:25.783829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-16T20:15:25.794901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-16T20:15:25.795248] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-16T20:15:25.796037] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-16T20:15:25.796089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:25.796126] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:25.796154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:25.796210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:25.854530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:25.855288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:25.855370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:25.855416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:25.978068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:25.978223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:25.978266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:25.978295] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:25.981778] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=61.80%)
[2025-12-16T20:15:25.982058] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-16T20:15:25.982193] [INFO ] [sig       ] ADX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:26.123757] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ADX.txt
[2025-12-16T20:15:26.123936] [INFO ] [sig       ] [62/3585] Completed ADX in 0.3s | 2.89 sym/s | Total: 21.5s | ETA: 20.3m
[2025-12-16T20:15:26.123990] [INFO ] [sig       ] [63/3585] Forecasting AEE...
[2025-12-16T20:15:26.124028] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-16T20:15:26.124066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-16T20:15:26.135694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-16T20:15:26.136133] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-16T20:15:26.137031] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-16T20:15:26.137086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:26.137121] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:26.137149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:26.137206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:26.193056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:26.193967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:26.194062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:26.194094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:26.315716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:26.315874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:26.315913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:26.315939] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:26.319381] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: DOWN (p=18.54%)
[2025-12-16T20:15:26.319715] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-16T20:15:26.319858] [INFO ] [sig       ] AEE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:26.461404] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AEE.txt
[2025-12-16T20:15:26.461586] [INFO ] [sig       ] [63/3585] Completed AEE in 0.3s | 2.89 sym/s | Total: 21.8s | ETA: 20.3m
[2025-12-16T20:15:26.461631] [INFO ] [sig       ] [64/3585] Forecasting AEFC...
[2025-12-16T20:15:26.461660] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-16T20:15:26.461691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-16T20:15:26.473453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-16T20:15:26.473900] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-16T20:15:26.474808] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-16T20:15:26.474864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:26.474898] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:26.474939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:26.474998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:26.531297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:26.532154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:26.532237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:26.532270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:26.651098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:26.651248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:26.651288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:26.651345] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:26.654821] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-16T20:15:26.655112] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-16T20:15:26.655250] [INFO ] [sig       ] AEFC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:26.791307] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AEFC.txt
[2025-12-16T20:15:26.791463] [INFO ] [sig       ] [64/3585] Completed AEFC in 0.3s | 2.89 sym/s | Total: 22.1s | ETA: 20.3m
[2025-12-16T20:15:26.791505] [INFO ] [sig       ] [65/3585] Forecasting AEG...
[2025-12-16T20:15:26.791535] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-16T20:15:26.791565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-16T20:15:26.802754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-16T20:15:26.803159] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-16T20:15:26.803983] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-16T20:15:26.804038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:26.804073] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:26.804102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:26.804160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:26.862043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:26.862936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:26.863021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:26.863056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:26.984655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:26.984811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:26.984853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:26.984884] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:26.988379] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-16T20:15:26.988685] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-16T20:15:26.988818] [INFO ] [sig       ] AEG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:27.128092] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AEG.txt
[2025-12-16T20:15:27.128253] [INFO ] [sig       ] [65/3585] Completed AEG in 0.3s | 2.89 sym/s | Total: 22.5s | ETA: 20.3m
[2025-12-16T20:15:27.128295] [INFO ] [sig       ] [66/3585] Forecasting AEHL...
[2025-12-16T20:15:27.128323] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-16T20:15:27.128351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-16T20:15:27.140296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-16T20:15:27.140739] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-16T20:15:27.141639] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-16T20:15:27.141694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:27.141726] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:27.141753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:27.141810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:27.198521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:27.199425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:27.199517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:27.199552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:27.323665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:27.323819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:27.323860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:27.323890] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:27.327301] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: UP (p=87.86%)
[2025-12-16T20:15:27.327610] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-16T20:15:27.327769] [INFO ] [sig       ] AEHL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:27.465107] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AEHL.txt
[2025-12-16T20:15:27.465266] [INFO ] [sig       ] [66/3585] Completed AEHL in 0.3s | 2.89 sym/s | Total: 22.8s | ETA: 20.3m
[2025-12-16T20:15:27.465305] [INFO ] [sig       ] [67/3585] Forecasting AEI...
[2025-12-16T20:15:27.465337] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-16T20:15:27.465366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-16T20:15:27.477003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-16T20:15:27.477391] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-16T20:15:27.478202] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-16T20:15:27.478258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:27.478292] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:27.478337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:27.478418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:27.534969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:27.535805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:27.535892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:27.535928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:27.655913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:27.656085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:27.656130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:27.656162] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:27.659682] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: DOWN (p=20.47%)
[2025-12-16T20:15:27.659988] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-16T20:15:27.660143] [INFO ] [sig       ] AEI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:27.800108] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AEI.txt
[2025-12-16T20:15:27.800249] [INFO ] [sig       ] [67/3585] Completed AEI in 0.3s | 2.89 sym/s | Total: 23.2s | ETA: 20.3m
[2025-12-16T20:15:27.800289] [INFO ] [sig       ] [68/3585] Forecasting AEIS...
[2025-12-16T20:15:27.800318] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-16T20:15:27.800348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-16T20:15:27.811676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-16T20:15:27.812014] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-16T20:15:27.812799] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-16T20:15:27.812851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:27.812883] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:27.812910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:27.812965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:27.871781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:27.872632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:27.872720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:27.872754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:27.992565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:27.992734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:27.992776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:27.992806] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:27.996198] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=11.45%)
[2025-12-16T20:15:27.996483] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-16T20:15:27.996637] [INFO ] [sig       ] AEIS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:28.135326] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AEIS.txt
[2025-12-16T20:15:28.135489] [INFO ] [sig       ] [68/3585] Completed AEIS in 0.3s | 2.89 sym/s | Total: 23.5s | ETA: 20.2m
[2025-12-16T20:15:28.135532] [INFO ] [sig       ] [69/3585] Forecasting AEM...
[2025-12-16T20:15:28.135563] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-16T20:15:28.135616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-16T20:15:28.147255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-16T20:15:28.147646] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-16T20:15:28.148494] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-16T20:15:28.148551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:28.148604] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:28.148635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:28.148693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:28.207047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:28.207860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:28.207945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:28.207979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:28.334619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:28.334773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:28.334814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:28.334844] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:28.338299] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: DOWN (p=40.08%)
[2025-12-16T20:15:28.338617] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-16T20:15:28.338755] [INFO ] [sig       ] AEM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:28.483097] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AEM.txt
[2025-12-16T20:15:28.483243] [INFO ] [sig       ] [69/3585] Completed AEM in 0.3s | 2.89 sym/s | Total: 23.8s | ETA: 20.2m
[2025-12-16T20:15:28.483285] [INFO ] [sig       ] [70/3585] Forecasting AEO...
[2025-12-16T20:15:28.483315] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-16T20:15:28.483344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-16T20:15:28.495970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-16T20:15:28.496416] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-16T20:15:28.497497] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-16T20:15:28.497560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:28.497627] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:28.497663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:28.497743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:28.581415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:28.582563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:28.582701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:28.582758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:28.714027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:28.714193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:28.714242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:28.714280] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:28.717829] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=99.83%)
[2025-12-16T20:15:28.718134] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-16T20:15:28.718275] [INFO ] [sig       ] AEO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:28.860433] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AEO.txt
[2025-12-16T20:15:28.860592] [INFO ] [sig       ] [70/3585] Completed AEO in 0.4s | 2.89 sym/s | Total: 24.2s | ETA: 20.3m
[2025-12-16T20:15:28.860635] [INFO ] [sig       ] [71/3585] Forecasting AEP...
[2025-12-16T20:15:28.860665] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-16T20:15:28.860695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-16T20:15:28.872749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-16T20:15:28.873117] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-16T20:15:28.873921] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-16T20:15:28.873977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:28.874019] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:28.874061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:28.874127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:28.931295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:28.932114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:28.932230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:28.932266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:29.061202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:29.061352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:29.061393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:29.061422] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:29.064785] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=48.57%)
[2025-12-16T20:15:29.065074] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-16T20:15:29.065234] [INFO ] [sig       ] AEP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:29.203483] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AEP.txt
[2025-12-16T20:15:29.203654] [INFO ] [sig       ] [71/3585] Completed AEP in 0.3s | 2.89 sym/s | Total: 24.6s | ETA: 20.3m
[2025-12-16T20:15:29.203698] [INFO ] [sig       ] [72/3585] Forecasting AES...
[2025-12-16T20:15:29.203729] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-16T20:15:29.203759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-16T20:15:29.215182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-16T20:15:29.215516] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-16T20:15:29.216309] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-16T20:15:29.216362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:29.216394] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:29.216420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:29.216476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:29.272774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:29.273499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:29.273600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:29.273637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:29.395985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:29.396142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:29.396181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:29.396210] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:29.399715] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-12-16T20:15:29.400043] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-16T20:15:29.400195] [INFO ] [sig       ] AES: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:29.538343] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AES.txt
[2025-12-16T20:15:29.538492] [INFO ] [sig       ] [72/3585] Completed AES in 0.3s | 2.89 sym/s | Total: 24.9s | ETA: 20.2m
[2025-12-16T20:15:29.538532] [INFO ] [sig       ] [73/3585] Forecasting AESI...
[2025-12-16T20:15:29.538563] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-16T20:15:29.538611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-16T20:15:29.550127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-16T20:15:29.550490] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-16T20:15:29.551323] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-16T20:15:29.551377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:29.551411] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:29.551439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:29.551495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:29.607507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:29.608215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:29.608298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:29.608334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:29.725921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:29.726097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:29.726136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:29.726165] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:29.729819] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=75.04%)
[2025-12-16T20:15:29.730183] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-16T20:15:29.730333] [INFO ] [sig       ] AESI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:29.869681] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AESI.txt
[2025-12-16T20:15:29.869825] [INFO ] [sig       ] [73/3585] Completed AESI in 0.3s | 2.89 sym/s | Total: 25.2s | ETA: 20.2m
[2025-12-16T20:15:29.869864] [INFO ] [sig       ] [74/3585] Forecasting AEVA...
[2025-12-16T20:15:29.869894] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-16T20:15:29.869925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-16T20:15:29.881161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-16T20:15:29.881531] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-16T20:15:29.882316] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-16T20:15:29.882369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:29.882400] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:29.882427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:29.882482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:29.941445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:29.942256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:29.942337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:29.942370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:30.059336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:30.059488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:30.059527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:30.059556] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:30.062912] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: DOWN (p=35.01%)
[2025-12-16T20:15:30.063187] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-16T20:15:30.063318] [INFO ] [sig       ] AEVA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:30.199221] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AEVA.txt
[2025-12-16T20:15:30.199380] [INFO ] [sig       ] [74/3585] Completed AEVA in 0.3s | 2.90 sym/s | Total: 25.6s | ETA: 20.2m
[2025-12-16T20:15:30.199421] [INFO ] [sig       ] [75/3585] Forecasting AEYE...
[2025-12-16T20:15:30.199451] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-16T20:15:30.199481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-16T20:15:30.210670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-16T20:15:30.211062] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-16T20:15:30.211885] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-16T20:15:30.211940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:30.211974] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:30.212003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:30.212060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:30.267948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:30.268636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:30.268715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:30.268748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:30.385638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:30.385792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:30.385829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:30.385858] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:30.389223] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: UP (p=80.00%)
[2025-12-16T20:15:30.389507] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-16T20:15:30.389659] [INFO ] [sig       ] AEYE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:30.526696] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AEYE.txt
[2025-12-16T20:15:30.526851] [INFO ] [sig       ] [75/3585] Completed AEYE in 0.3s | 2.90 sym/s | Total: 25.9s | ETA: 20.2m
[2025-12-16T20:15:30.526892] [INFO ] [sig       ] [76/3585] Forecasting AFB...
[2025-12-16T20:15:30.526922] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-16T20:15:30.526955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-16T20:15:30.538382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-16T20:15:30.538799] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-16T20:15:30.539654] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-16T20:15:30.539708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:30.539743] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:30.539772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:30.539831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:30.596870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:30.597745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:30.597831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:30.597866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:30.721017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:30.721169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:30.721217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:30.721253] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:30.724568] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=77.27%)
[2025-12-16T20:15:30.724854] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-16T20:15:30.724981] [INFO ] [sig       ] AFB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:30.863338] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AFB.txt
[2025-12-16T20:15:30.863471] [INFO ] [sig       ] [76/3585] Completed AFB in 0.3s | 2.90 sym/s | Total: 26.2s | ETA: 20.2m
[2025-12-16T20:15:30.863509] [INFO ] [sig       ] [77/3585] Forecasting AFCG...
[2025-12-16T20:15:30.863540] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-16T20:15:30.863606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-16T20:15:30.875092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-16T20:15:30.875485] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-16T20:15:30.876290] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-16T20:15:30.876342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:30.876385] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:30.876413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:30.876470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:30.932986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:30.933657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:30.933739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:30.933771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:31.052357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:31.052504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:31.052542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:31.052587] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:31.055921] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: UP (p=87.42%)
[2025-12-16T20:15:31.056199] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-16T20:15:31.056323] [INFO ] [sig       ] AFCG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:31.192227] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AFCG.txt
[2025-12-16T20:15:31.192370] [INFO ] [sig       ] [77/3585] Completed AFCG in 0.3s | 2.90 sym/s | Total: 26.5s | ETA: 20.2m
[2025-12-16T20:15:31.192411] [INFO ] [sig       ] [78/3585] Forecasting AFG...
[2025-12-16T20:15:31.192440] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-16T20:15:31.192470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-16T20:15:31.203654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-16T20:15:31.204027] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-16T20:15:31.204842] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-16T20:15:31.204894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:31.204953] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:31.204982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:31.205039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:31.262050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:31.262893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:31.262977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:31.263011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:31.386119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:31.386274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:31.386314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:31.386345] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:31.389935] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: UP (p=72.46%)
[2025-12-16T20:15:31.390281] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-16T20:15:31.390429] [INFO ] [sig       ] AFG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:31.528588] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AFG.txt
[2025-12-16T20:15:31.528720] [INFO ] [sig       ] [78/3585] Completed AFG in 0.3s | 2.90 sym/s | Total: 26.9s | ETA: 20.1m
[2025-12-16T20:15:31.528760] [INFO ] [sig       ] [79/3585] Forecasting AFGC...
[2025-12-16T20:15:31.528791] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-12-16T20:15:31.528820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-16T20:15:31.539886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-16T20:15:31.540240] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-12-16T20:15:31.541181] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-12-16T20:15:31.541235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:31.541268] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:31.541296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:31.541354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:31.598802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:31.599735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:31.599822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:31.599856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:31.709666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:31.709818] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:15:31.709859] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:31.709889] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:31.713313] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=7.58%)
[2025-12-16T20:15:31.713601] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-12-16T20:15:31.713729] [INFO ] [sig       ] AFGC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:31.854172] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AFGC.txt
[2025-12-16T20:15:31.854323] [INFO ] [sig       ] [79/3585] Completed AFGC in 0.3s | 2.90 sym/s | Total: 27.2s | ETA: 20.1m
[2025-12-16T20:15:31.854362] [INFO ] [sig       ] [80/3585] Forecasting AFL...
[2025-12-16T20:15:31.854391] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-16T20:15:31.854636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-16T20:15:31.867680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-16T20:15:31.868057] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-16T20:15:31.868887] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-16T20:15:31.868940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:31.868974] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:31.869001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:31.869057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:31.925795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:31.926422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:31.926501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:31.926533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:32.045720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:32.045876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:32.045916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:32.045949] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:32.049421] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=41.49%)
[2025-12-16T20:15:32.049728] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-16T20:15:32.049860] [INFO ] [sig       ] AFL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:32.190793] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AFL.txt
[2025-12-16T20:15:32.190925] [INFO ] [sig       ] [80/3585] Completed AFL in 0.3s | 2.90 sym/s | Total: 27.5s | ETA: 20.1m
[2025-12-16T20:15:32.190970] [INFO ] [sig       ] [81/3585] Forecasting AFRI...
[2025-12-16T20:15:32.191001] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-16T20:15:32.191031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-16T20:15:32.200982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-12-16T20:15:32.201235] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-16T20:15:32.201995] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-16T20:15:32.202047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:32.202078] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:32.202104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:32.202159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:32.257687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:32.258394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:32.258475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:32.258508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:32.361233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:32.361363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:32.361400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:32.361458] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:32.364759] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: DOWN (p=45.54%)
[2025-12-16T20:15:32.365025] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-16T20:15:32.365149] [INFO ] [sig       ] AFRI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:32.501622] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AFRI.txt
[2025-12-16T20:15:32.501756] [INFO ] [sig       ] [81/3585] Completed AFRI in 0.3s | 2.91 sym/s | Total: 27.9s | ETA: 20.1m
[2025-12-16T20:15:32.501797] [INFO ] [sig       ] [82/3585] Forecasting AFRM...
[2025-12-16T20:15:32.501826] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-16T20:15:32.501856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-16T20:15:32.513049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-16T20:15:32.513384] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-16T20:15:32.514179] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-16T20:15:32.514231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:32.514264] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:32.514291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:32.514347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:32.570630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:32.571291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:32.571374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:32.571406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:32.694753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:32.694906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:32.694946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:32.694976] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:32.698414] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2025-12-16T20:15:32.698741] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-16T20:15:32.698897] [INFO ] [sig       ] AFRM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:32.838706] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AFRM.txt
[2025-12-16T20:15:32.838849] [INFO ] [sig       ] [82/3585] Completed AFRM in 0.3s | 2.91 sym/s | Total: 28.2s | ETA: 20.1m
[2025-12-16T20:15:32.838890] [INFO ] [sig       ] [83/3585] Forecasting AFYA...
[2025-12-16T20:15:32.838920] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-16T20:15:32.838949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-16T20:15:32.850450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-16T20:15:32.850799] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-16T20:15:32.851736] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-16T20:15:32.851788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:32.851820] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:32.851846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:32.851903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:32.911855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:32.912546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:32.912642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:32.912676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:33.032817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:33.032969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:33.033009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:33.033040] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:33.036690] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: UP (p=98.90%)
[2025-12-16T20:15:33.036971] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-16T20:15:33.037104] [INFO ] [sig       ] AFYA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:33.176242] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AFYA.txt
[2025-12-16T20:15:33.176593] [INFO ] [sig       ] [83/3585] Completed AFYA in 0.3s | 2.91 sym/s | Total: 28.5s | ETA: 20.1m
[2025-12-16T20:15:33.176638] [INFO ] [sig       ] [84/3585] Forecasting AG...
[2025-12-16T20:15:33.176667] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-16T20:15:33.176698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-16T20:15:33.188845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-16T20:15:33.189210] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-16T20:15:33.190001] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-16T20:15:33.190054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:33.190087] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:33.190114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:33.190171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:33.247936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:33.248592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:33.248671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:33.248704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:33.368979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:33.369182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:33.369238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:33.369295] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:33.373846] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=54.08%)
[2025-12-16T20:15:33.374207] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-16T20:15:33.374375] [INFO ] [sig       ] AG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:33.524939] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AG.txt
[2025-12-16T20:15:33.525116] [INFO ] [sig       ] [84/3585] Completed AG in 0.3s | 2.91 sym/s | Total: 28.9s | ETA: 20.1m
[2025-12-16T20:15:33.525161] [INFO ] [sig       ] [85/3585] Forecasting AGCO...
[2025-12-16T20:15:33.525193] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-16T20:15:33.525229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-16T20:15:33.536701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-16T20:15:33.537106] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-16T20:15:33.537932] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-16T20:15:33.537985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:33.538017] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:33.538043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:33.538099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:33.596818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:33.597735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:33.597819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:33.597852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:33.718234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:33.718394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:33.718435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:33.718465] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:33.722007] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2025-12-16T20:15:33.722334] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-16T20:15:33.722478] [INFO ] [sig       ] AGCO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:33.864160] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AGCO.txt
[2025-12-16T20:15:33.864322] [INFO ] [sig       ] [85/3585] Completed AGCO in 0.3s | 2.91 sym/s | Total: 29.2s | ETA: 20.1m
[2025-12-16T20:15:33.864362] [INFO ] [sig       ] [86/3585] Forecasting AGD...
[2025-12-16T20:15:33.864392] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-16T20:15:33.864424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-16T20:15:33.876156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-16T20:15:33.876551] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-16T20:15:33.877380] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-16T20:15:33.877433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:33.877467] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:33.877494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:33.877550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:33.934828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:33.935728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:33.935816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:33.935864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:34.054468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:34.054645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:34.054687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:34.054717] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:34.058227] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: DOWN (p=37.05%)
[2025-12-16T20:15:34.058555] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-16T20:15:34.058726] [INFO ] [sig       ] AGD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:34.198064] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AGD.txt
[2025-12-16T20:15:34.198222] [INFO ] [sig       ] [86/3585] Completed AGD in 0.3s | 2.91 sym/s | Total: 29.6s | ETA: 20.0m
[2025-12-16T20:15:34.198263] [INFO ] [sig       ] [87/3585] Forecasting AGEN...
[2025-12-16T20:15:34.198293] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-16T20:15:34.198323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-16T20:15:34.209486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-16T20:15:34.209866] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-16T20:15:34.210681] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-16T20:15:34.210734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:34.210766] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:34.210793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:34.210848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:34.267930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:34.268762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:34.268848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:34.268880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:34.393725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:34.393888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:34.393927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:34.393957] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:34.397325] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: UP (p=88.12%)
[2025-12-16T20:15:34.397626] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-16T20:15:34.397754] [INFO ] [sig       ] AGEN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:34.535716] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AGEN.txt
[2025-12-16T20:15:34.535886] [INFO ] [sig       ] [87/3585] Completed AGEN in 0.3s | 2.91 sym/s | Total: 29.9s | ETA: 20.0m
[2025-12-16T20:15:34.535936] [INFO ] [sig       ] [88/3585] Forecasting AGI...
[2025-12-16T20:15:34.535967] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-16T20:15:34.535997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-16T20:15:34.650374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-16T20:15:34.650842] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-16T20:15:34.651770] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-16T20:15:34.651824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:34.651857] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:34.651896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:34.651954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:34.710222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:34.711166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:34.711316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:34.711360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:34.833212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:34.833366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:34.833405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:34.833433] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:34.836825] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=56.79%)
[2025-12-16T20:15:34.837098] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-16T20:15:34.837228] [INFO ] [sig       ] AGI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:34.976146] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AGI.txt
[2025-12-16T20:15:34.976309] [INFO ] [sig       ] [88/3585] Completed AGI in 0.4s | 2.90 sym/s | Total: 30.3s | ETA: 20.1m
[2025-12-16T20:15:34.976350] [INFO ] [sig       ] [89/3585] Forecasting AGIO...
[2025-12-16T20:15:34.976381] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-16T20:15:34.976411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-16T20:15:34.987812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-16T20:15:34.988181] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-16T20:15:34.988972] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-16T20:15:34.989024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:34.989056] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:34.989083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:34.989162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:35.045649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:35.046509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:35.046613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:35.046649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:35.168785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:35.168941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:35.168982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:35.169011] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:35.172610] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2025-12-16T20:15:35.172903] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-16T20:15:35.173041] [INFO ] [sig       ] AGIO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:35.308795] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AGIO.txt
[2025-12-16T20:15:35.308926] [INFO ] [sig       ] [89/3585] Completed AGIO in 0.3s | 2.90 sym/s | Total: 30.7s | ETA: 20.1m
[2025-12-16T20:15:35.308964] [INFO ] [sig       ] [90/3585] Forecasting AGM...
[2025-12-16T20:15:35.308994] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-16T20:15:35.309024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-16T20:15:35.320314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-16T20:15:35.320661] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-16T20:15:35.321458] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-16T20:15:35.321509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:35.321541] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:35.321592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:35.321653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:35.377639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:35.378277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:35.378361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:35.378394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:35.497105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:35.497244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:35.497294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:35.497329] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:35.500737] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-12-16T20:15:35.501010] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-16T20:15:35.501138] [INFO ] [sig       ] AGM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:35.639193] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AGM.txt
[2025-12-16T20:15:35.639309] [INFO ] [sig       ] [90/3585] Completed AGM in 0.3s | 2.90 sym/s | Total: 31.0s | ETA: 20.1m
[2025-12-16T20:15:35.639348] [INFO ] [sig       ] [91/3585] Forecasting AGMH...
[2025-12-16T20:15:35.639377] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-16T20:15:35.639407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-16T20:15:35.650169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-16T20:15:35.650515] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-16T20:15:35.651299] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-16T20:15:35.651362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:35.651401] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:35.651433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:35.651488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:35.707653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:35.708263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:35.708347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:35.708379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:35.821112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:35.821251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:35.821290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:35.821320] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:35.824646] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-12-16T20:15:35.824912] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-16T20:15:35.825038] [INFO ] [sig       ] AGMH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:35.965862] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AGMH.txt
[2025-12-16T20:15:35.966057] [INFO ] [sig       ] [91/3585] Completed AGMH in 0.3s | 2.91 sym/s | Total: 31.3s | ETA: 20.0m
[2025-12-16T20:15:35.966099] [INFO ] [sig       ] [92/3585] Forecasting AGNC...
[2025-12-16T20:15:35.966131] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-16T20:15:35.966168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-16T20:15:35.977554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-16T20:15:35.977948] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-16T20:15:35.978739] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-16T20:15:35.978791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:35.978824] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:35.978850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:35.978907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:36.034826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:36.035417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:36.035497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:36.035529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:36.155160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:36.155295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:36.155331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:36.155359] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:36.158658] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: UP (p=72.97%)
[2025-12-16T20:15:36.158924] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-16T20:15:36.159051] [INFO ] [sig       ] AGNC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:36.295158] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AGNC.txt
[2025-12-16T20:15:36.295271] [INFO ] [sig       ] [92/3585] Completed AGNC in 0.3s | 2.91 sym/s | Total: 31.7s | ETA: 20.0m
[2025-12-16T20:15:36.295312] [INFO ] [sig       ] [93/3585] Forecasting AGNCL...
[2025-12-16T20:15:36.295343] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-16T20:15:36.295374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-16T20:15:36.306666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-16T20:15:36.306977] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-16T20:15:36.307745] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-16T20:15:36.307796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:36.307828] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:36.307854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:36.307911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:36.363917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:36.364515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:36.364609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:36.364644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:36.472801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:36.472931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:36.472970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:36.472999] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:36.476317] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: DOWN (p=8.07%)
[2025-12-16T20:15:36.476605] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-16T20:15:36.476734] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:36.616183] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AGNCL.txt
[2025-12-16T20:15:36.616309] [INFO ] [sig       ] [93/3585] Completed AGNCL in 0.3s | 2.91 sym/s | Total: 32.0s | ETA: 20.0m
[2025-12-16T20:15:36.616353] [INFO ] [sig       ] [94/3585] Forecasting AGNCM...
[2025-12-16T20:15:36.616383] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-16T20:15:36.616412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-16T20:15:36.627237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-16T20:15:36.627553] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-16T20:15:36.628340] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-16T20:15:36.628393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:36.628426] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:36.628453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:36.628509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:36.684872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:36.685484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:36.685562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:36.685613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:36.791791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:36.791919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:36.791957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:36.791988] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:36.795312] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: UP (p=87.29%)
[2025-12-16T20:15:36.795597] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-16T20:15:36.795727] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:36.932924] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AGNCM.txt
[2025-12-16T20:15:36.933046] [INFO ] [sig       ] [94/3585] Completed AGNCM in 0.3s | 2.91 sym/s | Total: 32.3s | ETA: 20.0m
[2025-12-16T20:15:36.933084] [INFO ] [sig       ] [95/3585] Forecasting AGNCN...
[2025-12-16T20:15:36.933113] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-16T20:15:36.933143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-16T20:15:36.945335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-16T20:15:36.945668] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-16T20:15:36.946504] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-16T20:15:36.946557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:36.946638] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:36.946668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:36.946725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:37.003827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:37.004691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:37.004774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:37.004807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:37.122056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:37.122207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:37.122247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:37.122274] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:37.125632] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: DOWN (p=8.26%)
[2025-12-16T20:15:37.125903] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-16T20:15:37.126030] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:37.279396] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AGNCN.txt
[2025-12-16T20:15:37.279527] [INFO ] [sig       ] [95/3585] Completed AGNCN in 0.3s | 2.91 sym/s | Total: 32.6s | ETA: 20.0m
[2025-12-16T20:15:37.279567] [INFO ] [sig       ] [96/3585] Forecasting AGNCO...
[2025-12-16T20:15:37.279616] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-16T20:15:37.279646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-16T20:15:37.290840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-16T20:15:37.291186] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-16T20:15:37.292195] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-16T20:15:37.292247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:37.292277] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:37.292303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:37.292358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:37.352437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:37.353204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:37.353291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:37.353334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:37.475463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:37.475638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:37.475680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:37.475708] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:37.479053] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: DOWN (p=17.42%)
[2025-12-16T20:15:37.479370] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-16T20:15:37.479504] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:37.621123] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AGNCO.txt
[2025-12-16T20:15:37.621260] [INFO ] [sig       ] [96/3585] Completed AGNCO in 0.3s | 2.91 sym/s | Total: 33.0s | ETA: 20.0m
[2025-12-16T20:15:37.621300] [INFO ] [sig       ] [97/3585] Forecasting AGNCP...
[2025-12-16T20:15:37.621329] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-16T20:15:37.621360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-16T20:15:37.633942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-16T20:15:37.634285] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-16T20:15:37.635130] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-16T20:15:37.635183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:37.635216] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:37.635244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:37.635301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:37.692858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:37.693552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:37.693651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:37.693686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:37.815098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:37.815257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:37.815298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:37.815328] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:37.819068] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: UP (p=90.01%)
[2025-12-16T20:15:37.819408] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-16T20:15:37.819553] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:37.958240] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AGNCP.txt
[2025-12-16T20:15:37.958370] [INFO ] [sig       ] [97/3585] Completed AGNCP in 0.3s | 2.91 sym/s | Total: 33.3s | ETA: 20.0m
[2025-12-16T20:15:37.958410] [INFO ] [sig       ] [98/3585] Forecasting AGO...
[2025-12-16T20:15:37.958440] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-16T20:15:37.958471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-16T20:15:37.969816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-16T20:15:37.970159] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-16T20:15:37.970946] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-16T20:15:37.970998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:37.971030] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:37.971057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:37.971113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:38.029529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:38.030481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:38.030598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:38.030636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:38.151159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:38.151310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:38.151349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:38.151413] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:38.154900] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-12-16T20:15:38.155182] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-16T20:15:38.155313] [INFO ] [sig       ] AGO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:38.298066] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AGO.txt
[2025-12-16T20:15:38.298224] [INFO ] [sig       ] [98/3585] Completed AGO in 0.3s | 2.91 sym/s | Total: 33.7s | ETA: 20.0m
[2025-12-16T20:15:38.298290] [INFO ] [sig       ] [99/3585] Forecasting AGRO...
[2025-12-16T20:15:38.298344] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-16T20:15:38.298402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-16T20:15:38.309968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-16T20:15:38.310399] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-16T20:15:38.311254] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-16T20:15:38.311313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:38.311353] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:38.311387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:38.311469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:38.370852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:38.371569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:38.371665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:38.371698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:38.499162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:38.499331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:38.499379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:38.499413] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:38.503257] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: UP (p=79.26%)
[2025-12-16T20:15:38.503529] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-16T20:15:38.503673] [INFO ] [sig       ] AGRO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:38.642781] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AGRO.txt
[2025-12-16T20:15:38.642944] [INFO ] [sig       ] [99/3585] Completed AGRO in 0.3s | 2.91 sym/s | Total: 34.0s | ETA: 20.0m
[2025-12-16T20:15:38.642986] [INFO ] [sig       ] [100/3585] Forecasting AGX...
[2025-12-16T20:15:38.643015] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-16T20:15:38.643046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-16T20:15:38.654759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-16T20:15:38.655147] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-16T20:15:38.655958] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-16T20:15:38.656011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:38.656044] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:38.656071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:38.656128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:38.714989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:38.715905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:38.715991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:38.716025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:38.846299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:38.846463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:38.846509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:38.846547] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:38.851666] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=64.61%)
[2025-12-16T20:15:38.852031] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-16T20:15:38.852201] [INFO ] [sig       ] AGX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:39.004247] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AGX.txt
[2025-12-16T20:15:39.004416] [INFO ] [sig       ] [100/3585] Completed AGX in 0.4s | 2.91 sym/s | Total: 34.4s | ETA: 20.0m
[2025-12-16T20:15:39.004459] [INFO ] [sig       ] [101/3585] Forecasting AGYS...
[2025-12-16T20:15:39.004490] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-16T20:15:39.004522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-16T20:15:39.016482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-16T20:15:39.016886] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-16T20:15:39.017703] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-16T20:15:39.017768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:39.017802] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:39.017829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:39.017887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:39.077085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:39.078005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:39.078096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:39.078130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:39.210110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:39.210259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:39.210298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:39.210327] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:39.213693] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: UP (p=66.69%)
[2025-12-16T20:15:39.213965] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-16T20:15:39.214093] [INFO ] [sig       ] AGYS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:39.351806] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AGYS.txt
[2025-12-16T20:15:39.352002] [INFO ] [sig       ] [101/3585] Completed AGYS in 0.3s | 2.91 sym/s | Total: 34.7s | ETA: 20.0m
[2025-12-16T20:15:39.352058] [INFO ] [sig       ] [102/3585] Forecasting AGZD...
[2025-12-16T20:15:39.352096] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-16T20:15:39.352132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-16T20:15:39.363182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-16T20:15:39.363558] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-16T20:15:39.364397] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-16T20:15:39.364461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:39.364504] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:39.364532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:39.364607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:39.423589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:39.424467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:39.424552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:39.424606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:39.536289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:39.536447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:39.536487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:39.536517] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:39.540418] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: UP (p=80.55%)
[2025-12-16T20:15:39.540739] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-16T20:15:39.540870] [INFO ] [sig       ] AGZD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:39.685644] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AGZD.txt
[2025-12-16T20:15:39.685838] [INFO ] [sig       ] [102/3585] Completed AGZD in 0.3s | 2.91 sym/s | Total: 35.0s | ETA: 19.9m
[2025-12-16T20:15:39.685893] [INFO ] [sig       ] [103/3585] Forecasting AHCO...
[2025-12-16T20:15:39.685934] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-16T20:15:39.685973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-16T20:15:39.699940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-16T20:15:39.700378] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-16T20:15:39.701383] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-16T20:15:39.701460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:39.701508] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:39.701545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:39.701641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:39.773884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:39.775044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:39.775167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:39.775215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:39.921785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:39.921947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:39.921997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:39.922029] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:39.926193] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: UP (p=68.77%)
[2025-12-16T20:15:39.926601] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-16T20:15:39.926771] [INFO ] [sig       ] AHCO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:40.109566] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AHCO.txt
[2025-12-16T20:15:40.109769] [INFO ] [sig       ] [103/3585] Completed AHCO in 0.4s | 2.90 sym/s | Total: 35.5s | ETA: 20.0m
[2025-12-16T20:15:40.109822] [INFO ] [sig       ] [104/3585] Forecasting AHH...
[2025-12-16T20:15:40.109862] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-16T20:15:40.109896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-16T20:15:40.124384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-16T20:15:40.124846] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-16T20:15:40.125787] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-16T20:15:40.125851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:40.125894] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:40.125928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:40.126005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:40.188113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:40.189031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:40.189141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:40.189178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:40.320385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:40.320560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:40.320638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:40.320679] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:40.325067] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: DOWN (p=5.95%)
[2025-12-16T20:15:40.325435] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-16T20:15:40.325630] [INFO ] [sig       ] AHH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:40.492089] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AHH.txt
[2025-12-16T20:15:40.492250] [INFO ] [sig       ] [104/3585] Completed AHH in 0.4s | 2.90 sym/s | Total: 35.8s | ETA: 20.0m
[2025-12-16T20:15:40.492291] [INFO ] [sig       ] [105/3585] Forecasting AI...
[2025-12-16T20:15:40.492320] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-16T20:15:40.492350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-16T20:15:40.503931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-16T20:15:40.504309] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-16T20:15:40.505109] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-16T20:15:40.505162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:40.505193] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:40.505220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:40.505276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:40.561036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:40.561949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:40.562092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:40.562126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:40.689860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:40.690025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:40.690073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:40.690104] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:40.693794] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=85.97%)
[2025-12-16T20:15:40.694077] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-16T20:15:40.694211] [INFO ] [sig       ] AI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:40.837789] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AI.txt
[2025-12-16T20:15:40.837934] [INFO ] [sig       ] [105/3585] Completed AI in 0.3s | 2.90 sym/s | Total: 36.2s | ETA: 20.0m
[2025-12-16T20:15:40.837974] [INFO ] [sig       ] [106/3585] Forecasting AIA...
[2025-12-16T20:15:40.838005] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-16T20:15:40.838035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-16T20:15:40.849791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-16T20:15:40.850173] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-16T20:15:40.851005] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-16T20:15:40.851061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:40.851096] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:40.851123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:40.851181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:40.924053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:40.924941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:40.925026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:40.925062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:41.046040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:41.046212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:41.046254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:41.046283] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:41.049948] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: DOWN (p=41.85%)
[2025-12-16T20:15:41.050341] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-16T20:15:41.050488] [INFO ] [sig       ] AIA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:41.187243] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AIA.txt
[2025-12-16T20:15:41.187383] [INFO ] [sig       ] [106/3585] Completed AIA in 0.3s | 2.90 sym/s | Total: 36.5s | ETA: 20.0m
[2025-12-16T20:15:41.187426] [INFO ] [sig       ] [107/3585] Forecasting AIFF...
[2025-12-16T20:15:41.187457] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-16T20:15:41.187487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-16T20:15:41.199216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-16T20:15:41.199622] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-16T20:15:41.200382] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-16T20:15:41.200434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:41.200466] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:41.200492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:41.200547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:41.257420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:41.258301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:41.258402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:41.258437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:41.376866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:41.377019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:41.377059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:41.377088] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:41.380442] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: UP (p=52.77%)
[2025-12-16T20:15:41.380733] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-16T20:15:41.380857] [INFO ] [sig       ] AIFF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:41.516240] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AIFF.txt
[2025-12-16T20:15:41.516393] [INFO ] [sig       ] [107/3585] Completed AIFF in 0.3s | 2.90 sym/s | Total: 36.9s | ETA: 20.0m
[2025-12-16T20:15:41.516434] [INFO ] [sig       ] [108/3585] Forecasting AIG...
[2025-12-16T20:15:41.516463] [INFO ] [sig       ] Generating forecast for: AIG
[2025-12-16T20:15:41.516493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-12-16T20:15:41.528457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-12-16T20:15:41.529101] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-12-16T20:15:41.529967] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-12-16T20:15:41.530022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:41.530056] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:41.530084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:41.530146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:41.587520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:41.588390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:41.588481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:41.588515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:41.715080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:41.715241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:41.715297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:41.715329] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:41.718743] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=70.31%)
[2025-12-16T20:15:41.719022] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-12-16T20:15:41.719185] [INFO ] [sig       ] AIG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:41.862993] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AIG.txt
[2025-12-16T20:15:41.863179] [INFO ] [sig       ] [108/3585] Completed AIG in 0.3s | 2.90 sym/s | Total: 37.2s | ETA: 20.0m
[2025-12-16T20:15:41.863221] [INFO ] [sig       ] [109/3585] Forecasting AIMD...
[2025-12-16T20:15:41.863250] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-16T20:15:41.863279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-16T20:15:41.874006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-16T20:15:41.874385] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-16T20:15:41.875226] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-16T20:15:41.875280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:41.875314] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:41.875343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:41.875404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:41.933169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:41.934073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:41.934158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:41.934191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:42.051104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:42.051261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:42.051302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:42.051332] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:42.054775] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=93.55%)
[2025-12-16T20:15:42.055053] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-16T20:15:42.055181] [INFO ] [sig       ] AIMD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:42.193023] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AIMD.txt
[2025-12-16T20:15:42.193177] [INFO ] [sig       ] [109/3585] Completed AIMD in 0.3s | 2.90 sym/s | Total: 37.5s | ETA: 20.0m
[2025-12-16T20:15:42.193218] [INFO ] [sig       ] [110/3585] Forecasting AIO...
[2025-12-16T20:15:42.193248] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-16T20:15:42.193280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-16T20:15:42.204888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-16T20:15:42.205264] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-16T20:15:42.206130] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-16T20:15:42.206183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:42.206217] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:42.206244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:42.206302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:42.264602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:42.265458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:42.265541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:42.265594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:42.384529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:42.384705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:42.384745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:42.384773] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:42.388128] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=93.24%)
[2025-12-16T20:15:42.388394] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-16T20:15:42.388522] [INFO ] [sig       ] AIO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:42.528075] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AIO.txt
[2025-12-16T20:15:42.528237] [INFO ] [sig       ] [110/3585] Completed AIO in 0.3s | 2.90 sym/s | Total: 37.9s | ETA: 19.9m
[2025-12-16T20:15:42.528287] [INFO ] [sig       ] [111/3585] Forecasting AIP...
[2025-12-16T20:15:42.528319] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-16T20:15:42.528350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-16T20:15:42.540020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-16T20:15:42.540421] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-16T20:15:42.541236] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-16T20:15:42.541291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:42.541325] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:42.541354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:42.541411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:42.598348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:42.599268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:42.599358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:42.599391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:42.721082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:42.721255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:42.721299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:42.721332] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:42.724883] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: DOWN (p=4.84%)
[2025-12-16T20:15:42.725166] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-16T20:15:42.725301] [INFO ] [sig       ] AIP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:42.864125] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AIP.txt
[2025-12-16T20:15:42.864253] [INFO ] [sig       ] [111/3585] Completed AIP in 0.3s | 2.90 sym/s | Total: 38.2s | ETA: 19.9m
[2025-12-16T20:15:42.864293] [INFO ] [sig       ] [112/3585] Forecasting AIPI...
[2025-12-16T20:15:42.864321] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-16T20:15:42.864351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-16T20:15:42.875792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-16T20:15:42.876129] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-16T20:15:42.876916] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-16T20:15:42.876968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:42.877060] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:42.877091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:42.877147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:42.933105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:42.933791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:42.933875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:42.933908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:43.052533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:43.052704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:43.052745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:43.052775] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:43.056380] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=88.09%)
[2025-12-16T20:15:43.056869] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-16T20:15:43.056994] [INFO ] [sig       ] AIPI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:43.193402] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AIPI.txt
[2025-12-16T20:15:43.193533] [INFO ] [sig       ] [112/3585] Completed AIPI in 0.3s | 2.91 sym/s | Total: 38.5s | ETA: 19.9m
[2025-12-16T20:15:43.193588] [INFO ] [sig       ] [113/3585] Forecasting AIQ...
[2025-12-16T20:15:43.193621] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-16T20:15:43.193651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-16T20:15:43.204708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-16T20:15:43.205051] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-16T20:15:43.205879] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-16T20:15:43.205932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:43.205963] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:43.205989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:43.206045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:43.263274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:43.263944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:43.264025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:43.264060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:43.381287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:43.381421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:43.381460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:43.381494] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:43.384841] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2025-12-16T20:15:43.385115] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-16T20:15:43.385245] [INFO ] [sig       ] AIQ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:43.522253] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AIQ.txt
[2025-12-16T20:15:43.522384] [INFO ] [sig       ] [113/3585] Completed AIQ in 0.3s | 2.91 sym/s | Total: 38.9s | ETA: 19.9m
[2025-12-16T20:15:43.522426] [INFO ] [sig       ] [114/3585] Forecasting AIRG...
[2025-12-16T20:15:43.522455] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-16T20:15:43.522486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-16T20:15:43.533064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-16T20:15:43.533393] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-16T20:15:43.534239] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-16T20:15:43.534294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:43.534327] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:43.534354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:43.534409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:43.592211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:43.592890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:43.592971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:43.593003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:43.703309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:43.703466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:43.703513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:43.703548] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:43.707033] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: DOWN (p=13.71%)
[2025-12-16T20:15:43.707303] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-16T20:15:43.707427] [INFO ] [sig       ] AIRG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:43.849423] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AIRG.txt
[2025-12-16T20:15:43.849555] [INFO ] [sig       ] [114/3585] Completed AIRG in 0.3s | 2.91 sym/s | Total: 39.2s | ETA: 19.9m
[2025-12-16T20:15:43.849611] [INFO ] [sig       ] [115/3585] Forecasting AIRJ...
[2025-12-16T20:15:43.849643] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-16T20:15:43.849674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-16T20:15:43.860385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-16T20:15:43.860761] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-16T20:15:43.861532] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-16T20:15:43.861602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:43.861637] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:43.861664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:43.861720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:43.922398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:43.923258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:43.923350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:43.923384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:44.040406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:44.040558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:44.040629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:44.040696] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:44.044051] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: UP (p=60.45%)
[2025-12-16T20:15:44.044317] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-16T20:15:44.044441] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:44.182498] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AIRJ.txt
[2025-12-16T20:15:44.182644] [INFO ] [sig       ] [115/3585] Completed AIRJ in 0.3s | 2.91 sym/s | Total: 39.5s | ETA: 19.9m
[2025-12-16T20:15:44.182687] [INFO ] [sig       ] [116/3585] Forecasting AIRS...
[2025-12-16T20:15:44.182721] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-16T20:15:44.182752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-16T20:15:44.195143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-16T20:15:44.195496] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-16T20:15:44.196314] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-16T20:15:44.196368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:44.196402] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:44.196429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:44.196485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:44.254224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:44.255029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:44.255119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:44.255151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:44.375364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:44.375509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:44.375552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:44.375609] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:44.378930] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: DOWN (p=47.81%)
[2025-12-16T20:15:44.379225] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-16T20:15:44.379349] [INFO ] [sig       ] AIRS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:44.516827] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AIRS.txt
[2025-12-16T20:15:44.516950] [INFO ] [sig       ] [116/3585] Completed AIRS in 0.3s | 2.91 sym/s | Total: 39.9s | ETA: 19.9m
[2025-12-16T20:15:44.516989] [INFO ] [sig       ] [117/3585] Forecasting AISP...
[2025-12-16T20:15:44.517017] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-16T20:15:44.517047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-16T20:15:44.528274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-16T20:15:44.528661] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-16T20:15:44.529474] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-16T20:15:44.529539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:44.529601] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:44.529640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:44.529702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:44.587445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:44.588161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:44.588243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:44.588276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:44.716359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:44.716509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:44.716557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:44.716607] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:44.720200] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: DOWN (p=8.48%)
[2025-12-16T20:15:44.720476] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-16T20:15:44.720671] [INFO ] [sig       ] AISP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:44.860200] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AISP.txt
[2025-12-16T20:15:44.860333] [INFO ] [sig       ] [117/3585] Completed AISP in 0.3s | 2.91 sym/s | Total: 40.2s | ETA: 19.9m
[2025-12-16T20:15:44.860373] [INFO ] [sig       ] [118/3585] Forecasting AIZN...
[2025-12-16T20:15:44.860404] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-16T20:15:44.860436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-16T20:15:44.871559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-16T20:15:44.871942] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-16T20:15:44.872758] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-16T20:15:44.872810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:44.872844] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:44.872873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:44.872930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:44.930791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:44.931589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:44.931672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:44.931706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:45.042950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:45.043097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:45.043137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:45.043166] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:45.046860] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=53.93%)
[2025-12-16T20:15:45.047127] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-16T20:15:45.047254] [INFO ] [sig       ] AIZN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:45.186405] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AIZN.txt
[2025-12-16T20:15:45.186536] [INFO ] [sig       ] [118/3585] Completed AIZN in 0.3s | 2.91 sym/s | Total: 40.5s | ETA: 19.9m
[2025-12-16T20:15:45.186595] [INFO ] [sig       ] [119/3585] Forecasting AJG...
[2025-12-16T20:15:45.186629] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-16T20:15:45.186659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-16T20:15:45.197486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-16T20:15:45.197855] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-16T20:15:45.198619] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-16T20:15:45.198671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:45.198703] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:45.198730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:45.198786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:45.255245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:45.256071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:45.256152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:45.256184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:45.377872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:45.378020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:45.378061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:45.378107] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:45.381539] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-12-16T20:15:45.381830] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-16T20:15:45.381959] [INFO ] [sig       ] AJG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:45.524872] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AJG.txt
[2025-12-16T20:15:45.525004] [INFO ] [sig       ] [119/3585] Completed AJG in 0.3s | 2.91 sym/s | Total: 40.9s | ETA: 19.8m
[2025-12-16T20:15:45.525049] [INFO ] [sig       ] [120/3585] Forecasting AKAM...
[2025-12-16T20:15:45.525080] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-16T20:15:45.525109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-16T20:15:45.536644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-12-16T20:15:45.536984] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-16T20:15:45.537878] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-16T20:15:45.537932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:45.537964] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:45.537992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:45.538049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:45.593938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:45.594560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:45.594664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:45.594699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:45.713685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:45.713828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:45.713867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:45.713895] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:45.717196] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: UP (p=63.82%)
[2025-12-16T20:15:45.717461] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-16T20:15:45.717632] [INFO ] [sig       ] AKAM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:45.854528] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AKAM.txt
[2025-12-16T20:15:45.854680] [INFO ] [sig       ] [120/3585] Completed AKAM in 0.3s | 2.91 sym/s | Total: 41.2s | ETA: 19.8m
[2025-12-16T20:15:45.854720] [INFO ] [sig       ] [121/3585] Forecasting AKBA...
[2025-12-16T20:15:45.854750] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-16T20:15:45.854778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-16T20:15:45.865478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-16T20:15:45.865833] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-16T20:15:45.866599] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-16T20:15:45.866653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:45.866685] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:45.866711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:45.866767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:45.922510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:45.923210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:45.923290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:45.923336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:46.044290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:46.044432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:46.044473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:46.044501] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:46.047817] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: DOWN (p=21.29%)
[2025-12-16T20:15:46.048081] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-16T20:15:46.048212] [INFO ] [sig       ] AKBA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:46.188822] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AKBA.txt
[2025-12-16T20:15:46.188972] [INFO ] [sig       ] [121/3585] Completed AKBA in 0.3s | 2.91 sym/s | Total: 41.5s | ETA: 19.8m
[2025-12-16T20:15:46.189018] [INFO ] [sig       ] [122/3585] Forecasting AL...
[2025-12-16T20:15:46.189047] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-16T20:15:46.189077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-16T20:15:46.200091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-16T20:15:46.200423] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-16T20:15:46.201201] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-16T20:15:46.201254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:46.201294] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:46.201324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:46.201381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:46.259500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:46.260153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:46.260273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:46.260310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:46.383600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:46.383753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:46.383794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:46.383825] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:46.387637] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: UP (p=66.06%)
[2025-12-16T20:15:46.387979] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-16T20:15:46.388139] [INFO ] [sig       ] AL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:46.538447] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AL.txt
[2025-12-16T20:15:46.538621] [INFO ] [sig       ] [122/3585] Completed AL in 0.3s | 2.91 sym/s | Total: 41.9s | ETA: 19.8m
[2025-12-16T20:15:46.538674] [INFO ] [sig       ] [123/3585] Forecasting ALAB...
[2025-12-16T20:15:46.538707] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-16T20:15:46.538737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-16T20:15:46.550090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-16T20:15:46.550455] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-16T20:15:46.551261] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-16T20:15:46.551313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:46.551347] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:46.551374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:46.551456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:46.608469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:46.609156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:46.609238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:46.609271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:46.731799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:46.731951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:46.731990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:46.732019] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:46.735415] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: UP (p=75.10%)
[2025-12-16T20:15:46.735711] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-16T20:15:46.735837] [INFO ] [sig       ] ALAB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:46.871953] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ALAB.txt
[2025-12-16T20:15:46.872083] [INFO ] [sig       ] [123/3585] Completed ALAB in 0.3s | 2.91 sym/s | Total: 42.2s | ETA: 19.8m
[2025-12-16T20:15:46.872122] [INFO ] [sig       ] [124/3585] Forecasting ALB...
[2025-12-16T20:15:46.872152] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-16T20:15:46.872180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-16T20:15:46.884149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-16T20:15:46.884499] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-16T20:15:46.885330] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-16T20:15:46.885384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:46.885416] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:46.885443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:46.885501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:46.946055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:46.946861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:46.946955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:46.946990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:47.073362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:47.073509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:47.073548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:47.073600] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:47.076945] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: UP (p=96.37%)
[2025-12-16T20:15:47.077212] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-16T20:15:47.077340] [INFO ] [sig       ] ALB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:47.221772] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ALB.txt
[2025-12-16T20:15:47.221924] [INFO ] [sig       ] [124/3585] Completed ALB in 0.3s | 2.91 sym/s | Total: 42.6s | ETA: 19.8m
[2025-12-16T20:15:47.221963] [INFO ] [sig       ] [125/3585] Forecasting ALC...
[2025-12-16T20:15:47.221992] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-16T20:15:47.222023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-16T20:15:47.233117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-16T20:15:47.233476] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-16T20:15:47.234359] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-16T20:15:47.234423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:47.234456] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:47.234484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:47.234545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:47.290268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:47.290927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:47.291007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:47.291038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:47.412028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:47.412174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:47.412211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:47.412240] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:47.415601] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=19.16%)
[2025-12-16T20:15:47.415889] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-16T20:15:47.416014] [INFO ] [sig       ] ALC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:47.553565] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ALC.txt
[2025-12-16T20:15:47.553741] [INFO ] [sig       ] [125/3585] Completed ALC in 0.3s | 2.91 sym/s | Total: 42.9s | ETA: 19.8m
[2025-12-16T20:15:47.553781] [INFO ] [sig       ] [126/3585] Forecasting ALCO...
[2025-12-16T20:15:47.553810] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-16T20:15:47.553841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-16T20:15:47.564438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-16T20:15:47.564812] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-16T20:15:47.565652] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-16T20:15:47.565706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:47.565740] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:47.565768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:47.565826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:47.623974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:47.624630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:47.624710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:47.624744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:47.747836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:47.747988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:47.748029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:47.748059] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:47.751447] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: DOWN (p=26.16%)
[2025-12-16T20:15:47.751731] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-16T20:15:47.751857] [INFO ] [sig       ] ALCO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:47.889277] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ALCO.txt
[2025-12-16T20:15:47.889408] [INFO ] [sig       ] [126/3585] Completed ALCO in 0.3s | 2.91 sym/s | Total: 43.2s | ETA: 19.8m
[2025-12-16T20:15:47.889446] [INFO ] [sig       ] [127/3585] Forecasting ALDX...
[2025-12-16T20:15:47.889476] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-16T20:15:47.889505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-16T20:15:47.900364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-16T20:15:47.900712] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-16T20:15:47.901470] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-16T20:15:47.901521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:47.901561] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:47.901619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:47.901689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:47.958543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:47.959289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:47.959370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:47.959403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:48.082398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:48.082544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:48.082603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:48.082641] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:48.085974] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: DOWN (p=10.56%)
[2025-12-16T20:15:48.086245] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-16T20:15:48.086371] [INFO ] [sig       ] ALDX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:48.222641] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ALDX.txt
[2025-12-16T20:15:48.222792] [INFO ] [sig       ] [127/3585] Completed ALDX in 0.3s | 2.91 sym/s | Total: 43.6s | ETA: 19.8m
[2025-12-16T20:15:48.222833] [INFO ] [sig       ] [128/3585] Forecasting ALEC...
[2025-12-16T20:15:48.222861] [INFO ] [sig       ] Generating forecast for: ALEC
[2025-12-16T20:15:48.222891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'.
[2025-12-16T20:15:48.237201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEC'.
[2025-12-16T20:15:48.237649] [INFO ] [FORECASTER] Starting predict_future for ALEC
[2025-12-16T20:15:48.238446] [DEBUG] [LOCAL     ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt
[2025-12-16T20:15:48.238500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:48.238535] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:48.238564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:48.238648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:48.296923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:48.297900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:48.297987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:48.298022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:48.425037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:48.425177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:48.425215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:48.425246] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:48.428513] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-16T20:15:48.428795] [INFO ] [FORECASTER] Completed predict_future for ALEC
[2025-12-16T20:15:48.428917] [INFO ] [sig       ] ALEC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:48.571179] [INFO ] [LOCAL     ] Saved forecast: ALEC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ALEC.txt
[2025-12-16T20:15:48.571303] [INFO ] [sig       ] [128/3585] Completed ALEC in 0.3s | 2.91 sym/s | Total: 43.9s | ETA: 19.8m
[2025-12-16T20:15:48.571342] [INFO ] [sig       ] [129/3585] Forecasting ALEX...
[2025-12-16T20:15:48.571371] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-16T20:15:48.571400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-16T20:15:48.583128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-16T20:15:48.583465] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-16T20:15:48.584247] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-16T20:15:48.584299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:48.584357] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:48.584385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:48.584447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:48.644482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:48.645168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:48.645252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:48.645285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:48.772610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:48.772787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:48.772829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:48.772858] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:48.776417] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: UP (p=88.22%)
[2025-12-16T20:15:48.776718] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-16T20:15:48.776850] [INFO ] [sig       ] ALEX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:48.914182] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ALEX.txt
[2025-12-16T20:15:48.914320] [INFO ] [sig       ] [129/3585] Completed ALEX in 0.3s | 2.91 sym/s | Total: 44.3s | ETA: 19.8m
[2025-12-16T20:15:48.914358] [INFO ] [sig       ] [130/3585] Forecasting ALG...
[2025-12-16T20:15:48.914388] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-16T20:15:48.914418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-16T20:15:48.925903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-16T20:15:48.926248] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-16T20:15:48.927014] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-16T20:15:48.927066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:48.927098] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:48.927125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:48.927181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:48.983390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:48.984195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:48.984297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:48.984333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:49.107038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:49.107197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:49.107239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:49.107268] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:49.110704] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=25.00%)
[2025-12-16T20:15:49.110994] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-16T20:15:49.111122] [INFO ] [sig       ] ALG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:49.302400] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ALG.txt
[2025-12-16T20:15:49.302551] [INFO ] [sig       ] [130/3585] Completed ALG in 0.4s | 2.91 sym/s | Total: 44.7s | ETA: 19.8m
[2025-12-16T20:15:49.302611] [INFO ] [sig       ] [131/3585] Forecasting ALGM...
[2025-12-16T20:15:49.302642] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-16T20:15:49.302672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-16T20:15:49.313928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-16T20:15:49.314263] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-16T20:15:49.315046] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-16T20:15:49.315099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:49.315132] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:49.315159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:49.315215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:49.370683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:49.371312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:49.371390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:49.371422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:49.497144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:49.497294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:49.497332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:49.497361] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:49.500796] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-16T20:15:49.501063] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-16T20:15:49.501188] [INFO ] [sig       ] ALGM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:49.639585] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ALGM.txt
[2025-12-16T20:15:49.639723] [INFO ] [sig       ] [131/3585] Completed ALGM in 0.3s | 2.91 sym/s | Total: 45.0s | ETA: 19.8m
[2025-12-16T20:15:49.639763] [INFO ] [sig       ] [132/3585] Forecasting ALGN...
[2025-12-16T20:15:49.639793] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-16T20:15:49.639822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-16T20:15:49.651125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-16T20:15:49.651463] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-16T20:15:49.652257] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-16T20:15:49.652309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:49.652340] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:49.652365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:49.652420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:49.708645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:49.709347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:49.709427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:49.709459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:49.827419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:49.827607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:49.827653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:49.827709] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:49.831064] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=55.26%)
[2025-12-16T20:15:49.831328] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-16T20:15:49.831450] [INFO ] [sig       ] ALGN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:49.968372] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ALGN.txt
[2025-12-16T20:15:49.968501] [INFO ] [sig       ] [132/3585] Completed ALGN in 0.3s | 2.91 sym/s | Total: 45.3s | ETA: 19.8m
[2025-12-16T20:15:49.968541] [INFO ] [sig       ] [133/3585] Forecasting ALGS...
[2025-12-16T20:15:49.968591] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-16T20:15:49.968625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-16T20:15:49.979806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-16T20:15:49.980113] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-16T20:15:49.980879] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-16T20:15:49.980932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:49.980964] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:49.980991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:49.981048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:50.036763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:50.037434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:50.037513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:50.037546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:50.156595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:50.156742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:50.156780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:50.156810] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:50.160178] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2025-12-16T20:15:50.160441] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-16T20:15:50.160559] [INFO ] [sig       ] ALGS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:50.294646] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ALGS.txt
[2025-12-16T20:15:50.294803] [INFO ] [sig       ] [133/3585] Completed ALGS in 0.3s | 2.91 sym/s | Total: 45.6s | ETA: 19.7m
[2025-12-16T20:15:50.294843] [INFO ] [sig       ] [134/3585] Forecasting ALHC...
[2025-12-16T20:15:50.294873] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-16T20:15:50.294902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-16T20:15:50.306235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-16T20:15:50.306612] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-16T20:15:50.307388] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-16T20:15:50.307440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:50.307471] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:50.307497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:50.307553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:50.362729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:50.363458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:50.363540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:50.363591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:50.481353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:50.481508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:50.481549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:50.481598] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:50.485050] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: DOWN (p=16.17%)
[2025-12-16T20:15:50.485336] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-16T20:15:50.485468] [INFO ] [sig       ] ALHC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:50.632676] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ALHC.txt
[2025-12-16T20:15:50.632811] [INFO ] [sig       ] [134/3585] Completed ALHC in 0.3s | 2.91 sym/s | Total: 46.0s | ETA: 19.7m
[2025-12-16T20:15:50.632851] [INFO ] [sig       ] [135/3585] Forecasting ALK...
[2025-12-16T20:15:50.632880] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-16T20:15:50.632911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-16T20:15:50.644322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-16T20:15:50.644694] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-16T20:15:50.645447] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-16T20:15:50.645499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:50.645531] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:50.645557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:50.645635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:50.701073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:50.701783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:50.701864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:50.701896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:50.826954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:50.827135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:50.827181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:50.827211] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:50.830843] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=53.23%)
[2025-12-16T20:15:50.831121] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-16T20:15:50.831242] [INFO ] [sig       ] ALK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:50.967505] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ALK.txt
[2025-12-16T20:15:50.967647] [INFO ] [sig       ] [135/3585] Completed ALK in 0.3s | 2.91 sym/s | Total: 46.3s | ETA: 19.7m
[2025-12-16T20:15:50.967687] [INFO ] [sig       ] [136/3585] Forecasting ALKS...
[2025-12-16T20:15:50.967717] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-16T20:15:50.967746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-16T20:15:50.978942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-16T20:15:50.979305] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-16T20:15:50.980083] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-16T20:15:50.980145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:50.980179] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:50.980206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:50.980262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:51.035205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:51.035837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:51.035915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:51.035947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:51.151549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:51.151727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:51.151765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:51.151794] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:51.155019] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-12-16T20:15:51.155282] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-16T20:15:51.155405] [INFO ] [sig       ] ALKS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:51.290605] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ALKS.txt
[2025-12-16T20:15:51.290754] [INFO ] [sig       ] [136/3585] Completed ALKS in 0.3s | 2.92 sym/s | Total: 46.6s | ETA: 19.7m
[2025-12-16T20:15:51.290794] [INFO ] [sig       ] [137/3585] Forecasting ALL...
[2025-12-16T20:15:51.290824] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-16T20:15:51.290853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-16T20:15:51.302315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-16T20:15:51.302662] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-16T20:15:51.303413] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-16T20:15:51.303465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:51.303496] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:51.303523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:51.303602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:51.359154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:51.359981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:51.360063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:51.360095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:51.475384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:51.475542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:51.475600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:51.475632] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:51.478950] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=15.44%)
[2025-12-16T20:15:51.479236] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-16T20:15:51.479359] [INFO ] [sig       ] ALL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:51.617233] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ALL.txt
[2025-12-16T20:15:51.617393] [INFO ] [sig       ] [137/3585] Completed ALL in 0.3s | 2.92 sym/s | Total: 47.0s | ETA: 19.7m
[2025-12-16T20:15:51.617432] [INFO ] [sig       ] [138/3585] Forecasting ALLE...
[2025-12-16T20:15:51.617462] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-16T20:15:51.617492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-16T20:15:51.629078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-12-16T20:15:51.629480] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-16T20:15:51.630298] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-16T20:15:51.630350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:51.630382] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:51.630408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:51.630463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:51.686352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:51.687232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:51.687313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:51.687346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:51.804517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:51.804695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:51.804742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:51.804777] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:51.808273] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: UP (p=94.40%)
[2025-12-16T20:15:51.808543] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-16T20:15:51.808697] [INFO ] [sig       ] ALLE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:51.946661] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ALLE.txt
[2025-12-16T20:15:51.946802] [INFO ] [sig       ] [138/3585] Completed ALLE in 0.3s | 2.92 sym/s | Total: 47.3s | ETA: 19.7m
[2025-12-16T20:15:51.946840] [INFO ] [sig       ] [139/3585] Forecasting ALLO...
[2025-12-16T20:15:51.946870] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-16T20:15:51.946900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-16T20:15:51.958686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-16T20:15:51.959021] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-16T20:15:51.959809] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-16T20:15:51.959860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:51.959892] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:51.959918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:51.959978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:52.016865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:52.017657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:52.017771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:52.017809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:52.137030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:52.137181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:52.137219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:52.137248] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:52.140533] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: UP (p=70.55%)
[2025-12-16T20:15:52.140818] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-16T20:15:52.140939] [INFO ] [sig       ] ALLO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:52.276868] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ALLO.txt
[2025-12-16T20:15:52.277194] [INFO ] [sig       ] [139/3585] Completed ALLO in 0.3s | 2.92 sym/s | Total: 47.6s | ETA: 19.7m
[2025-12-16T20:15:52.277238] [INFO ] [sig       ] [140/3585] Forecasting ALLY...
[2025-12-16T20:15:52.277268] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-16T20:15:52.277297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-16T20:15:52.288751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-16T20:15:52.289082] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-16T20:15:52.290077] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-16T20:15:52.290129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:52.290161] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:52.290187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:52.290243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:52.349769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:52.350602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:52.350691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:52.350725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:52.473020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:52.473186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:52.473226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:52.473255] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:52.476625] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=56.99%)
[2025-12-16T20:15:52.476942] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-16T20:15:52.477066] [INFO ] [sig       ] ALLY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:52.616525] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ALLY.txt
[2025-12-16T20:15:52.616702] [INFO ] [sig       ] [140/3585] Completed ALLY in 0.3s | 2.92 sym/s | Total: 48.0s | ETA: 19.7m
[2025-12-16T20:15:52.616741] [INFO ] [sig       ] [141/3585] Forecasting ALMS...
[2025-12-16T20:15:52.616772] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-16T20:15:52.616801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-16T20:15:52.628485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-16T20:15:52.628886] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-16T20:15:52.629732] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-16T20:15:52.629796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:52.629831] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:52.629858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:52.629913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:52.686905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:52.687776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:52.687867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:52.687899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:52.810475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:52.810649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:52.810697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:52.810732] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:52.814078] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: DOWN (p=22.04%)
[2025-12-16T20:15:52.814357] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-16T20:15:52.814502] [INFO ] [sig       ] ALMS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:52.957382] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ALMS.txt
[2025-12-16T20:15:52.957537] [INFO ] [sig       ] [141/3585] Completed ALMS in 0.3s | 2.92 sym/s | Total: 48.3s | ETA: 19.7m
[2025-12-16T20:15:52.957607] [INFO ] [sig       ] [142/3585] Forecasting ALNY...
[2025-12-16T20:15:52.957641] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-16T20:15:52.957671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-16T20:15:52.969190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-16T20:15:52.969616] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-16T20:15:52.970443] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-16T20:15:52.970499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:52.970533] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:52.970561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:52.970653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:53.029770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:53.030635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:53.030719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:53.030754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:53.151791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:53.151954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:53.151993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:53.152025] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:53.155493] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=81.33%)
[2025-12-16T20:15:53.155797] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-16T20:15:53.155938] [INFO ] [sig       ] ALNY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:53.298357] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ALNY.txt
[2025-12-16T20:15:53.298548] [INFO ] [sig       ] [142/3585] Completed ALNY in 0.3s | 2.92 sym/s | Total: 48.7s | ETA: 19.7m
[2025-12-16T20:15:53.298608] [INFO ] [sig       ] [143/3585] Forecasting ALRM...
[2025-12-16T20:15:53.298642] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-16T20:15:53.298673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-16T20:15:53.310151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-16T20:15:53.310527] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-16T20:15:53.311308] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-16T20:15:53.311360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:53.311392] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:53.311418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:53.311474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:53.369691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:53.370559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:53.370665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:53.370700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:53.499387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:53.499549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:53.499625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:53.499659] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:53.503128] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-12-16T20:15:53.503414] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-16T20:15:53.503545] [INFO ] [sig       ] ALRM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:53.645968] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ALRM.txt
[2025-12-16T20:15:53.646127] [INFO ] [sig       ] [143/3585] Completed ALRM in 0.3s | 2.92 sym/s | Total: 49.0s | ETA: 19.7m
[2025-12-16T20:15:53.646168] [INFO ] [sig       ] [144/3585] Forecasting ALRS...
[2025-12-16T20:15:53.646200] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-16T20:15:53.646230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-16T20:15:53.657971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-16T20:15:53.658364] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-16T20:15:53.659195] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-16T20:15:53.659248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:53.659281] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:53.659307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:53.659371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:53.717945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:53.718875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:53.718965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:53.719000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:53.845614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:53.845914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:53.845957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:53.845988] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:53.849697] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=17.50%)
[2025-12-16T20:15:53.850046] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-16T20:15:53.850195] [INFO ] [sig       ] ALRS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:53.993805] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ALRS.txt
[2025-12-16T20:15:53.993969] [INFO ] [sig       ] [144/3585] Completed ALRS in 0.3s | 2.92 sym/s | Total: 49.3s | ETA: 19.7m
[2025-12-16T20:15:53.994010] [INFO ] [sig       ] [145/3585] Forecasting ALSN...
[2025-12-16T20:15:53.994040] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-16T20:15:53.994070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-16T20:15:54.006225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-16T20:15:54.006645] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-16T20:15:54.007480] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-16T20:15:54.007535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:54.007590] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:54.007623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:54.007686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:54.066932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:54.067903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:54.068190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:54.068223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:54.188543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:54.188719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:54.188758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:54.188788] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:54.192295] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=62.66%)
[2025-12-16T20:15:54.192639] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-16T20:15:54.192776] [INFO ] [sig       ] ALSN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:54.346489] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ALSN.txt
[2025-12-16T20:15:54.346670] [INFO ] [sig       ] [145/3585] Completed ALSN in 0.4s | 2.92 sym/s | Total: 49.7s | ETA: 19.7m
[2025-12-16T20:15:54.346714] [INFO ] [sig       ] [146/3585] Forecasting ALTG...
[2025-12-16T20:15:54.346744] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-16T20:15:54.346774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-16T20:15:54.358421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-12-16T20:15:54.358827] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-16T20:15:54.359734] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-16T20:15:54.359804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:54.359874] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:54.359904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:54.359964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:54.422112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:54.423014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:54.423114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:54.423149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:54.549306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:54.549457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:54.549496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:54.549525] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:54.553191] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-12-16T20:15:54.553481] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-16T20:15:54.553635] [INFO ] [sig       ] ALTG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:54.697864] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ALTG.txt
[2025-12-16T20:15:54.698029] [INFO ] [sig       ] [146/3585] Completed ALTG in 0.4s | 2.92 sym/s | Total: 50.1s | ETA: 19.6m
[2025-12-16T20:15:54.698072] [INFO ] [sig       ] [147/3585] Forecasting ALTI...
[2025-12-16T20:15:54.698103] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-16T20:15:54.698135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-16T20:15:54.710242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-12-16T20:15:54.710697] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-16T20:15:54.711503] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-16T20:15:54.711557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:54.711641] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:54.711679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:54.711742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:54.771807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:54.772705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:54.772805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:54.772850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:54.894889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:54.895050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:54.895093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:54.895124] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:54.898916] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: UP (p=93.25%)
[2025-12-16T20:15:54.899273] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-16T20:15:54.899421] [INFO ] [sig       ] ALTI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:55.037800] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ALTI.txt
[2025-12-16T20:15:55.037952] [INFO ] [sig       ] [147/3585] Completed ALTI in 0.3s | 2.92 sym/s | Total: 50.4s | ETA: 19.6m
[2025-12-16T20:15:55.037992] [INFO ] [sig       ] [148/3585] Forecasting ALTS...
[2025-12-16T20:15:55.038022] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-16T20:15:55.038052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-16T20:15:55.049509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-16T20:15:55.049961] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-16T20:15:55.050817] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-16T20:15:55.050872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:55.050906] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:55.050934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:55.050997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:55.108742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:55.109668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:55.109769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:55.109811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:55.236351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:55.236515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:55.236556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:55.236610] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:55.240141] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=9.40%)
[2025-12-16T20:15:55.240443] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-16T20:15:55.240595] [INFO ] [sig       ] ALTS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:55.384370] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ALTS.txt
[2025-12-16T20:15:55.384544] [INFO ] [sig       ] [148/3585] Completed ALTS in 0.3s | 2.92 sym/s | Total: 50.7s | ETA: 19.6m
[2025-12-16T20:15:55.384610] [INFO ] [sig       ] [149/3585] Forecasting ALTY...
[2025-12-16T20:15:55.384643] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-16T20:15:55.384674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-16T20:15:55.396708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-16T20:15:55.397100] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-16T20:15:55.397911] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-16T20:15:55.397964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:55.397995] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:55.398021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:55.398076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:55.461163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:55.462120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:55.462218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:55.462255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:55.573930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:55.574098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:55.574145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:55.574221] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:55.578113] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=54.13%)
[2025-12-16T20:15:55.578413] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-16T20:15:55.578561] [INFO ] [sig       ] ALTY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:55.730638] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ALTY.txt
[2025-12-16T20:15:55.730814] [INFO ] [sig       ] [149/3585] Completed ALTY in 0.3s | 2.92 sym/s | Total: 51.1s | ETA: 19.6m
[2025-12-16T20:15:55.730860] [INFO ] [sig       ] [150/3585] Forecasting ALVO...
[2025-12-16T20:15:55.730892] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-16T20:15:55.730926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-16T20:15:55.743500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-16T20:15:55.743938] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-16T20:15:55.744854] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-16T20:15:55.744909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:55.744942] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:55.744979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:55.745042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:55.809282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:55.810231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:55.810330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:55.810371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:55.941536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:55.941718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:55.941777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:55.941815] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:55.945675] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: UP (p=56.86%)
[2025-12-16T20:15:55.945973] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-16T20:15:55.946116] [INFO ] [sig       ] ALVO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:56.085175] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ALVO.txt
[2025-12-16T20:15:56.085306] [INFO ] [sig       ] [150/3585] Completed ALVO in 0.4s | 2.92 sym/s | Total: 51.4s | ETA: 19.6m
[2025-12-16T20:15:56.085345] [INFO ] [sig       ] [151/3585] Forecasting ALX...
[2025-12-16T20:15:56.085380] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-16T20:15:56.085411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-16T20:15:56.095941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-16T20:15:56.096310] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-16T20:15:56.097112] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-16T20:15:56.097164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:56.097196] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:56.097222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:56.097278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:56.152428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:56.153152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:56.153235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:56.153267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:56.277545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:56.277716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:56.277758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:56.277789] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:56.281567] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=93.00%)
[2025-12-16T20:15:56.281977] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-16T20:15:56.282157] [INFO ] [sig       ] ALX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:56.423229] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ALX.txt
[2025-12-16T20:15:56.423369] [INFO ] [sig       ] [151/3585] Completed ALX in 0.3s | 2.92 sym/s | Total: 51.8s | ETA: 19.6m
[2025-12-16T20:15:56.423408] [INFO ] [sig       ] [152/3585] Forecasting ALXO...
[2025-12-16T20:15:56.423437] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-16T20:15:56.423466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-16T20:15:56.434378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-16T20:15:56.434758] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-16T20:15:56.435507] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-16T20:15:56.435559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:56.435612] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:56.435640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:56.435697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:56.490263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:56.490932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:56.491012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:56.491044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:56.609167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:56.609318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:56.609357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:56.609385] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:56.612673] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=16.27%)
[2025-12-16T20:15:56.612940] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-16T20:15:56.613064] [INFO ] [sig       ] ALXO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:56.747426] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ALXO.txt
[2025-12-16T20:15:56.747591] [INFO ] [sig       ] [152/3585] Completed ALXO in 0.3s | 2.92 sym/s | Total: 52.1s | ETA: 19.6m
[2025-12-16T20:15:56.747634] [INFO ] [sig       ] [153/3585] Forecasting ALZN...
[2025-12-16T20:15:56.747664] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-16T20:15:56.747693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-16T20:15:56.758498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-16T20:15:56.758881] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-16T20:15:56.759805] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-16T20:15:56.759868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:56.759911] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:56.759945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:56.760016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:56.817446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:56.818193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:56.818276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:56.818310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:56.938739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:56.938897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:56.938939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:56.938970] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:56.942445] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-12-16T20:15:56.942742] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-16T20:15:56.942873] [INFO ] [sig       ] ALZN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:57.081865] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ALZN.txt
[2025-12-16T20:15:57.082034] [INFO ] [sig       ] [153/3585] Completed ALZN in 0.3s | 2.92 sym/s | Total: 52.4s | ETA: 19.6m
[2025-12-16T20:15:57.082080] [INFO ] [sig       ] [154/3585] Forecasting AM...
[2025-12-16T20:15:57.082109] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-16T20:15:57.082138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-16T20:15:57.093872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-16T20:15:57.094215] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-16T20:15:57.095010] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-16T20:15:57.095062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:57.095096] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:57.095124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:57.095182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:57.153880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:57.154744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:57.154827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:57.154862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:57.275911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:57.276068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:57.276108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:57.276156] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:57.279655] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=71.31%)
[2025-12-16T20:15:57.279944] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-16T20:15:57.280071] [INFO ] [sig       ] AM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:57.419634] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AM.txt
[2025-12-16T20:15:57.419784] [INFO ] [sig       ] [154/3585] Completed AM in 0.3s | 2.92 sym/s | Total: 52.8s | ETA: 19.6m
[2025-12-16T20:15:57.419833] [INFO ] [sig       ] [155/3585] Forecasting AMAL...
[2025-12-16T20:15:57.419870] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-16T20:15:57.419906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-16T20:15:57.431160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-16T20:15:57.431477] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-16T20:15:57.432238] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-16T20:15:57.432290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:57.432321] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:57.432347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:57.432403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:57.488109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:57.488717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:57.488794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:57.488827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:57.606488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:57.606651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:57.606691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:57.606719] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:57.610122] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: DOWN (p=14.90%)
[2025-12-16T20:15:57.610389] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-16T20:15:57.610513] [INFO ] [sig       ] AMAL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:57.747769] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AMAL.txt
[2025-12-16T20:15:57.747893] [INFO ] [sig       ] [155/3585] Completed AMAL in 0.3s | 2.92 sym/s | Total: 53.1s | ETA: 19.6m
[2025-12-16T20:15:57.747931] [INFO ] [sig       ] [156/3585] Forecasting AMBA...
[2025-12-16T20:15:57.747961] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-16T20:15:57.747989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-16T20:15:57.759280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-16T20:15:57.759636] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-16T20:15:57.760384] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-16T20:15:57.760436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:57.760467] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:57.760494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:57.760551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:57.815997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:57.816745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:57.816859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:57.816904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:57.942677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:57.942858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:57.942898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:57.942927] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:57.946313] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: DOWN (p=41.97%)
[2025-12-16T20:15:57.946597] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-16T20:15:57.946722] [INFO ] [sig       ] AMBA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:58.081920] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AMBA.txt
[2025-12-16T20:15:58.082052] [INFO ] [sig       ] [156/3585] Completed AMBA in 0.3s | 2.92 sym/s | Total: 53.4s | ETA: 19.6m
[2025-12-16T20:15:58.082093] [INFO ] [sig       ] [157/3585] Forecasting AMBP...
[2025-12-16T20:15:58.082123] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-16T20:15:58.082152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-16T20:15:58.093543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-16T20:15:58.093917] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-16T20:15:58.094699] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-16T20:15:58.094750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:58.094782] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:58.094808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:58.094864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:58.150893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:58.151834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:58.151925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:58.151959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:58.272788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:58.272950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:58.272989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:58.273019] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:58.276425] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=58.43%)
[2025-12-16T20:15:58.276731] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-16T20:15:58.276873] [INFO ] [sig       ] AMBP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:15:58.427985] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AMBP.txt
[2025-12-16T20:15:58.428124] [INFO ] [sig       ] [157/3585] Completed AMBP in 0.3s | 2.92 sym/s | Total: 53.8s | ETA: 19.6m
[2025-12-16T20:15:58.428162] [INFO ] [sig       ] [158/3585] Forecasting AMC...
[2025-12-16T20:15:58.428192] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-16T20:15:58.428222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-16T20:15:58.439448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-16T20:15:58.439838] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-16T20:15:58.440643] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-16T20:15:58.440695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:58.440727] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:58.440786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:58.440860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:58.496287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:58.497034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:58.497122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:58.497155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:58.621040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:58.621237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:58.621278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:58.621308] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:58.624877] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=24.93%)
[2025-12-16T20:15:58.625158] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-16T20:15:58.625291] [INFO ] [sig       ] AMC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:58.762460] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AMC.txt
[2025-12-16T20:15:58.762606] [INFO ] [sig       ] [158/3585] Completed AMC in 0.3s | 2.92 sym/s | Total: 54.1s | ETA: 19.6m
[2025-12-16T20:15:58.762646] [INFO ] [sig       ] [159/3585] Forecasting AMCX...
[2025-12-16T20:15:58.762675] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-16T20:15:58.762705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-16T20:15:58.773997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-16T20:15:58.774331] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-16T20:15:58.775098] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-16T20:15:58.775150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:58.775182] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:58.775209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:58.775264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:58.831965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:58.832608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:58.832688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:58.832721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:58.949552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:58.949724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:58.949764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:58.949793] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:58.953133] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-12-16T20:15:58.953420] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-16T20:15:58.953545] [INFO ] [sig       ] AMCX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:59.088674] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AMCX.txt
[2025-12-16T20:15:59.088826] [INFO ] [sig       ] [159/3585] Completed AMCX in 0.3s | 2.92 sym/s | Total: 54.4s | ETA: 19.6m
[2025-12-16T20:15:59.088871] [INFO ] [sig       ] [160/3585] Forecasting AMD...
[2025-12-16T20:15:59.088903] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-16T20:15:59.088933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-16T20:15:59.100320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-16T20:15:59.100670] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-16T20:15:59.101439] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-16T20:15:59.101489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:59.101521] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:59.101548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:59.101621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:59.157048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:59.157664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:59.157743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:59.157775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:59.279935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:59.280085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:59.280124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:59.280152] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:59.283439] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: DOWN (p=41.95%)
[2025-12-16T20:15:59.283724] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-16T20:15:59.283845] [INFO ] [sig       ] AMD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:59.423092] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AMD.txt
[2025-12-16T20:15:59.423219] [INFO ] [sig       ] [160/3585] Completed AMD in 0.3s | 2.92 sym/s | Total: 54.8s | ETA: 19.5m
[2025-12-16T20:15:59.423258] [INFO ] [sig       ] [161/3585] Forecasting AMDL...
[2025-12-16T20:15:59.423288] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-16T20:15:59.423317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-16T20:15:59.434696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-16T20:15:59.435022] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-16T20:15:59.435802] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-16T20:15:59.435853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:59.435884] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:59.435911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:59.435967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:59.491301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:59.492169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:59.492253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:59.492286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:59.614589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:59.614746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:59.614787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:59.614821] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:59.618178] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-12-16T20:15:59.618443] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-16T20:15:59.618564] [INFO ] [sig       ] AMDL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:15:59.758718] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AMDL.txt
[2025-12-16T20:15:59.758855] [INFO ] [sig       ] [161/3585] Completed AMDL in 0.3s | 2.92 sym/s | Total: 55.1s | ETA: 19.5m
[2025-12-16T20:15:59.758894] [INFO ] [sig       ] [162/3585] Forecasting AME...
[2025-12-16T20:15:59.758925] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-16T20:15:59.758961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-16T20:15:59.770365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-16T20:15:59.770705] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-16T20:15:59.771494] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-16T20:15:59.771546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:15:59.771601] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:15:59.771631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:15:59.771688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:15:59.828369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:15:59.829017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:15:59.829097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:15:59.829155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:15:59.949675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:15:59.949828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:15:59.949867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:15:59.949901] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:15:59.953230] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2025-12-16T20:15:59.953513] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-16T20:15:59.953659] [INFO ] [sig       ] AME: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:00.092192] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AME.txt
[2025-12-16T20:16:00.092329] [INFO ] [sig       ] [162/3585] Completed AME in 0.3s | 2.92 sym/s | Total: 55.4s | ETA: 19.5m
[2025-12-16T20:16:00.092368] [INFO ] [sig       ] [163/3585] Forecasting AMG...
[2025-12-16T20:16:00.092398] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-16T20:16:00.092427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-16T20:16:00.107060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-16T20:16:00.107719] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-16T20:16:00.108748] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-16T20:16:00.108800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:00.108859] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:00.108888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:00.108945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:00.165594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:00.166397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:00.166481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:00.166514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:00.282374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:00.282499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:00.282537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:00.282565] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:00.285970] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: DOWN (p=15.91%)
[2025-12-16T20:16:00.286276] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-16T20:16:00.286411] [INFO ] [sig       ] AMG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:00.430720] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AMG.txt
[2025-12-16T20:16:00.430866] [INFO ] [sig       ] [163/3585] Completed AMG in 0.3s | 2.92 sym/s | Total: 55.8s | ETA: 19.5m
[2025-12-16T20:16:00.430908] [INFO ] [sig       ] [164/3585] Forecasting AMGN...
[2025-12-16T20:16:00.430937] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-16T20:16:00.430970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-16T20:16:00.445628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-16T20:16:00.446190] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-16T20:16:00.447031] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-16T20:16:00.447085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:00.447119] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:00.447148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:00.447205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:00.516040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:00.516879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:00.516965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:00.517000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:00.637511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:00.637643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:00.637685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:00.637716] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:00.641225] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: UP (p=90.88%)
[2025-12-16T20:16:00.641521] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-16T20:16:00.641671] [INFO ] [sig       ] AMGN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:00.786153] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AMGN.txt
[2025-12-16T20:16:00.786291] [INFO ] [sig       ] [164/3585] Completed AMGN in 0.4s | 2.92 sym/s | Total: 56.1s | ETA: 19.5m
[2025-12-16T20:16:00.786330] [INFO ] [sig       ] [165/3585] Forecasting AMH...
[2025-12-16T20:16:00.786360] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-16T20:16:00.786391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-16T20:16:00.797225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-16T20:16:00.797561] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-16T20:16:00.798363] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-16T20:16:00.798415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:00.798448] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:00.798474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:00.798530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:00.854644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:00.855449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:00.855531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:00.855564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:00.974323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:00.974512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:00.974552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:00.974599] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:00.978087] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: UP (p=94.06%)
[2025-12-16T20:16:00.978440] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-16T20:16:00.978600] [INFO ] [sig       ] AMH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:01.133963] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AMH.txt
[2025-12-16T20:16:01.134185] [INFO ] [sig       ] [165/3585] Completed AMH in 0.3s | 2.92 sym/s | Total: 56.5s | ETA: 19.5m
[2025-12-16T20:16:01.134247] [INFO ] [sig       ] [166/3585] Forecasting AMLX...
[2025-12-16T20:16:01.134295] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-16T20:16:01.134343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-16T20:16:01.151234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-16T20:16:01.151810] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-16T20:16:01.153233] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-16T20:16:01.153317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:01.153362] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:01.153399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:01.153479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:01.237010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:01.238309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:01.238421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:01.238466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:01.357510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:01.357692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:01.357734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:01.357797] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:01.361980] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: DOWN (p=12.51%)
[2025-12-16T20:16:01.362271] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-16T20:16:01.362400] [INFO ] [sig       ] AMLX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:01.513116] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AMLX.txt
[2025-12-16T20:16:01.513271] [INFO ] [sig       ] [166/3585] Completed AMLX in 0.4s | 2.92 sym/s | Total: 56.9s | ETA: 19.5m
[2025-12-16T20:16:01.513312] [INFO ] [sig       ] [167/3585] Forecasting AMN...
[2025-12-16T20:16:01.513342] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-16T20:16:01.513373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-16T20:16:01.525911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-16T20:16:01.526302] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-16T20:16:01.527128] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-16T20:16:01.527185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:01.527218] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:01.527246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:01.527303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:01.586950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:01.587825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:01.587912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:01.587945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:01.715450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:01.715686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:01.715730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:01.715758] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:01.719332] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: DOWN (p=14.78%)
[2025-12-16T20:16:01.719670] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-16T20:16:01.719809] [INFO ] [sig       ] AMN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:01.865115] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AMN.txt
[2025-12-16T20:16:01.865279] [INFO ] [sig       ] [167/3585] Completed AMN in 0.4s | 2.92 sym/s | Total: 57.2s | ETA: 19.5m
[2025-12-16T20:16:01.865321] [INFO ] [sig       ] [168/3585] Forecasting AMP...
[2025-12-16T20:16:01.865351] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-16T20:16:01.865383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-16T20:16:01.878163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-12-16T20:16:01.878529] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-16T20:16:01.879358] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-16T20:16:01.879419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:01.879460] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:01.879494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:01.879568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:01.940160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:01.940885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:01.940966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:01.940998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:02.066257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:02.066420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:02.066460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:02.066489] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:02.070028] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=71.00%)
[2025-12-16T20:16:02.070305] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-16T20:16:02.070428] [INFO ] [sig       ] AMP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:02.209994] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AMP.txt
[2025-12-16T20:16:02.210148] [INFO ] [sig       ] [168/3585] Completed AMP in 0.3s | 2.92 sym/s | Total: 57.6s | ETA: 19.5m
[2025-12-16T20:16:02.210187] [INFO ] [sig       ] [169/3585] Forecasting AMPG...
[2025-12-16T20:16:02.210216] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-16T20:16:02.210246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-16T20:16:02.221550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-16T20:16:02.221967] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-16T20:16:02.222736] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-16T20:16:02.222789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:02.222820] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:02.222846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:02.222902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:02.279430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:02.280304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:02.280386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:02.280419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:02.402805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:02.402993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:02.403034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:02.403062] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:02.406442] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: UP (p=58.19%)
[2025-12-16T20:16:02.406757] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-16T20:16:02.406886] [INFO ] [sig       ] AMPG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:02.543451] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AMPG.txt
[2025-12-16T20:16:02.543602] [INFO ] [sig       ] [169/3585] Completed AMPG in 0.3s | 2.92 sym/s | Total: 57.9s | ETA: 19.5m
[2025-12-16T20:16:02.543642] [INFO ] [sig       ] [170/3585] Forecasting AMPH...
[2025-12-16T20:16:02.543671] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-16T20:16:02.543700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-16T20:16:02.554874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-16T20:16:02.555198] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-16T20:16:02.555968] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-16T20:16:02.556020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:02.556051] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:02.556079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:02.556135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:02.613080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:02.613969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:02.614049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:02.614082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:02.738315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:02.738481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:02.738521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:02.738549] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:02.741932] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-12-16T20:16:02.742223] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-16T20:16:02.742351] [INFO ] [sig       ] AMPH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:02.883064] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AMPH.txt
[2025-12-16T20:16:02.883212] [INFO ] [sig       ] [170/3585] Completed AMPH in 0.3s | 2.92 sym/s | Total: 58.2s | ETA: 19.5m
[2025-12-16T20:16:02.883252] [INFO ] [sig       ] [171/3585] Forecasting AMPL...
[2025-12-16T20:16:02.883282] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-16T20:16:02.883311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-16T20:16:02.895821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-16T20:16:02.896140] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-16T20:16:02.897017] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-16T20:16:02.897071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:02.897114] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:02.897143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:02.897200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:02.953081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:02.953719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:02.953798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:02.953832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:03.066964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:03.067104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:03.067143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:03.067172] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:03.070568] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2025-12-16T20:16:03.070859] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-16T20:16:03.070985] [INFO ] [sig       ] AMPL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:03.204983] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AMPL.txt
[2025-12-16T20:16:03.205094] [INFO ] [sig       ] [171/3585] Completed AMPL in 0.3s | 2.92 sym/s | Total: 58.6s | ETA: 19.5m
[2025-12-16T20:16:03.205131] [INFO ] [sig       ] [172/3585] Forecasting AMPX...
[2025-12-16T20:16:03.205161] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-16T20:16:03.205190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-16T20:16:03.218469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-16T20:16:03.218797] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-16T20:16:03.219634] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-16T20:16:03.219701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:03.219751] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:03.219796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:03.219884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:03.275935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:03.276551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:03.276648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:03.276682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:03.393762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:03.393878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:03.393914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:03.393942] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:03.397090] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=45.32%)
[2025-12-16T20:16:03.397348] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-16T20:16:03.397469] [INFO ] [sig       ] AMPX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:03.534166] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AMPX.txt
[2025-12-16T20:16:03.534317] [INFO ] [sig       ] [172/3585] Completed AMPX in 0.3s | 2.92 sym/s | Total: 58.9s | ETA: 19.5m
[2025-12-16T20:16:03.534357] [INFO ] [sig       ] [173/3585] Forecasting AMRC...
[2025-12-16T20:16:03.534387] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-16T20:16:03.534417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-16T20:16:03.547078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-16T20:16:03.547463] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-16T20:16:03.548280] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-16T20:16:03.548333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:03.548367] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:03.548397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:03.548457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:03.609148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:03.610026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:03.610148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:03.610196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:03.743474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:03.743643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:03.743704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:03.743735] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:03.747329] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-12-16T20:16:03.747637] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-16T20:16:03.747772] [INFO ] [sig       ] AMRC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:03.895535] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AMRC.txt
[2025-12-16T20:16:03.895700] [INFO ] [sig       ] [173/3585] Completed AMRC in 0.4s | 2.92 sym/s | Total: 59.3s | ETA: 19.5m
[2025-12-16T20:16:03.895740] [INFO ] [sig       ] [174/3585] Forecasting AMRN...
[2025-12-16T20:16:03.895771] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-16T20:16:03.895800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-16T20:16:03.907682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-16T20:16:03.908067] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-16T20:16:03.908891] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-16T20:16:03.908945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:03.908977] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:03.909005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:03.909062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:03.970170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:03.970971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:03.971070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:03.971107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:04.099336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:04.099490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:04.099531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:04.099561] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:04.103112] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: UP (p=95.34%)
[2025-12-16T20:16:04.103387] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-16T20:16:04.103524] [INFO ] [sig       ] AMRN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:04.248831] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AMRN.txt
[2025-12-16T20:16:04.248968] [INFO ] [sig       ] [174/3585] Completed AMRN in 0.4s | 2.92 sym/s | Total: 59.6s | ETA: 19.5m
[2025-12-16T20:16:04.249015] [INFO ] [sig       ] [175/3585] Forecasting AMRX...
[2025-12-16T20:16:04.249046] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-16T20:16:04.249076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-16T20:16:04.261275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-16T20:16:04.261668] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-16T20:16:04.262499] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-16T20:16:04.262553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:04.262605] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:04.262635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:04.262693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:04.325190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:04.325980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:04.326064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:04.326098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:04.454134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:04.454291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:04.454332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:04.454361] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:04.457965] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: UP (p=85.02%)
[2025-12-16T20:16:04.458245] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-16T20:16:04.458378] [INFO ] [sig       ] AMRX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:04.606659] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AMRX.txt
[2025-12-16T20:16:04.606809] [INFO ] [sig       ] [175/3585] Completed AMRX in 0.4s | 2.92 sym/s | Total: 60.0s | ETA: 19.5m
[2025-12-16T20:16:04.606853] [INFO ] [sig       ] [176/3585] Forecasting AMSC...
[2025-12-16T20:16:04.606884] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-16T20:16:04.606914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-16T20:16:04.618650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-16T20:16:04.619055] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-16T20:16:04.619886] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-16T20:16:04.619939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:04.619971] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:04.619998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:04.620054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:04.676728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:04.677472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:04.677556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:04.677609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:04.798815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:04.798967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:04.799006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:04.799035] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:04.802417] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: DOWN (p=12.20%)
[2025-12-16T20:16:04.802708] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-16T20:16:04.802850] [INFO ] [sig       ] AMSC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:04.938299] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AMSC.txt
[2025-12-16T20:16:04.938462] [INFO ] [sig       ] [176/3585] Completed AMSC in 0.3s | 2.92 sym/s | Total: 1.0m | ETA: 19.5m
[2025-12-16T20:16:04.938502] [INFO ] [sig       ] [177/3585] Forecasting AMSF...
[2025-12-16T20:16:04.938532] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-16T20:16:04.938562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-16T20:16:04.950265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-16T20:16:04.950653] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-16T20:16:04.951416] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-16T20:16:04.951467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:04.951500] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:04.951527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:04.951616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:05.006358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:05.007073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:05.007154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:05.007187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:05.125472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:05.125644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:05.125685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:05.125714] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:05.129026] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=35.68%)
[2025-12-16T20:16:05.129306] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-16T20:16:05.129429] [INFO ] [sig       ] AMSF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:05.265055] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AMSF.txt
[2025-12-16T20:16:05.265194] [INFO ] [sig       ] [177/3585] Completed AMSF in 0.3s | 2.92 sym/s | Total: 1.0m | ETA: 19.5m
[2025-12-16T20:16:05.265232] [INFO ] [sig       ] [178/3585] Forecasting AMTB...
[2025-12-16T20:16:05.265262] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-16T20:16:05.265291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-16T20:16:05.277189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-16T20:16:05.277561] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-16T20:16:05.278376] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-16T20:16:05.278428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:05.278461] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:05.278489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:05.278545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:05.341873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:05.342684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:05.342784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:05.342823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:05.476782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:05.476961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:05.477042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:05.477097] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:05.480833] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: DOWN (p=44.00%)
[2025-12-16T20:16:05.481120] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-16T20:16:05.481255] [INFO ] [sig       ] AMTB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:05.621601] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AMTB.txt
[2025-12-16T20:16:05.621760] [INFO ] [sig       ] [178/3585] Completed AMTB in 0.4s | 2.92 sym/s | Total: 1.0m | ETA: 19.5m
[2025-12-16T20:16:05.621801] [INFO ] [sig       ] [179/3585] Forecasting AMTX...
[2025-12-16T20:16:05.621830] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-16T20:16:05.621859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-16T20:16:05.633887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-16T20:16:05.634308] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-16T20:16:05.635171] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-16T20:16:05.635227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:05.635261] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:05.635289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:05.635345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:05.698354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:05.700375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:05.700519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:05.700553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:05.828545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:05.828714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:05.828756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:05.828787] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:05.832336] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: UP (p=83.49%)
[2025-12-16T20:16:05.832664] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-16T20:16:05.832800] [INFO ] [sig       ] AMTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:05.972554] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AMTX.txt
[2025-12-16T20:16:05.972701] [INFO ] [sig       ] [179/3585] Completed AMTX in 0.4s | 2.92 sym/s | Total: 1.0m | ETA: 19.4m
[2025-12-16T20:16:05.972741] [INFO ] [sig       ] [180/3585] Forecasting AMWD...
[2025-12-16T20:16:05.972770] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-16T20:16:05.972799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-16T20:16:05.984499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-16T20:16:05.984858] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-16T20:16:05.985633] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-16T20:16:05.985684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:05.985742] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:05.985771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:05.985828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:06.041315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:06.042086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:06.042165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:06.042197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:06.158819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:06.158975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:06.159016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:06.159047] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:06.162339] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: UP (p=71.57%)
[2025-12-16T20:16:06.162619] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-16T20:16:06.162751] [INFO ] [sig       ] AMWD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:06.300300] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AMWD.txt
[2025-12-16T20:16:06.300465] [INFO ] [sig       ] [180/3585] Completed AMWD in 0.3s | 2.92 sym/s | Total: 1.0m | ETA: 19.4m
[2025-12-16T20:16:06.300532] [INFO ] [sig       ] [181/3585] Forecasting AMWL...
[2025-12-16T20:16:06.300595] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-12-16T20:16:06.300635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-12-16T20:16:06.312493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-12-16T20:16:06.312924] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-12-16T20:16:06.313914] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-12-16T20:16:06.313967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:06.313999] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:06.314026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:06.314081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:06.370180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:06.371083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:06.371169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:06.371203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:06.492389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:06.492552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:06.492614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:06.492648] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:06.497103] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-12-16T20:16:06.497598] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-12-16T20:16:06.497779] [INFO ] [sig       ] AMWL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:06.649282] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AMWL.txt
[2025-12-16T20:16:06.649450] [INFO ] [sig       ] [181/3585] Completed AMWL in 0.3s | 2.92 sym/s | Total: 1.0m | ETA: 19.4m
[2025-12-16T20:16:06.649493] [INFO ] [sig       ] [182/3585] Forecasting AMX...
[2025-12-16T20:16:06.649522] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-16T20:16:06.649553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-16T20:16:06.662171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-16T20:16:06.662562] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-16T20:16:06.663361] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-16T20:16:06.663415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:06.663461] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:06.663491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:06.663548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:06.720961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:06.721821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:06.721907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:06.721941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:06.844213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:06.844371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:06.844411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:06.844439] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:06.847803] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: UP (p=94.45%)
[2025-12-16T20:16:06.848076] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-16T20:16:06.848199] [INFO ] [sig       ] AMX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:06.983794] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AMX.txt
[2025-12-16T20:16:06.983920] [INFO ] [sig       ] [182/3585] Completed AMX in 0.3s | 2.92 sym/s | Total: 1.0m | ETA: 19.4m
[2025-12-16T20:16:06.983959] [INFO ] [sig       ] [183/3585] Forecasting AMZD...
[2025-12-16T20:16:06.983987] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-16T20:16:06.984017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-16T20:16:06.995380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-16T20:16:06.995764] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-16T20:16:06.996517] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-16T20:16:06.996587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:06.996623] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:06.996650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:06.996706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:07.052948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:07.053620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:07.053707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:07.053741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:07.170652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:07.170811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:07.170849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:07.170910] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:07.174291] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: DOWN (p=24.60%)
[2025-12-16T20:16:07.174559] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-16T20:16:07.174697] [INFO ] [sig       ] AMZD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:07.315716] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AMZD.txt
[2025-12-16T20:16:07.315841] [INFO ] [sig       ] [183/3585] Completed AMZD in 0.3s | 2.92 sym/s | Total: 1.0m | ETA: 19.4m
[2025-12-16T20:16:07.315879] [INFO ] [sig       ] [184/3585] Forecasting AMZN...
[2025-12-16T20:16:07.315908] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-16T20:16:07.315937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-16T20:16:07.327416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-16T20:16:07.327779] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-16T20:16:07.328552] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-16T20:16:07.328624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:07.328657] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:07.328683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:07.328739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:07.384632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:07.385256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:07.385335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:07.385369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:07.507622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:07.507788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:07.507827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:07.507856] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:07.511495] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: UP (p=89.54%)
[2025-12-16T20:16:07.511888] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-16T20:16:07.512033] [INFO ] [sig       ] AMZN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:07.651972] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AMZN.txt
[2025-12-16T20:16:07.652102] [INFO ] [sig       ] [184/3585] Completed AMZN in 0.3s | 2.92 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-16T20:16:07.652139] [INFO ] [sig       ] [185/3585] Forecasting AMZZ...
[2025-12-16T20:16:07.652168] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-16T20:16:07.652198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-16T20:16:07.663339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-16T20:16:07.663708] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-16T20:16:07.664467] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-16T20:16:07.664519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:07.664551] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:07.664597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:07.664658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:07.722484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:07.723164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:07.723245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:07.723278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:07.845695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:07.845850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:07.845890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:07.845919] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:07.849484] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=53.81%)
[2025-12-16T20:16:07.849776] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-16T20:16:07.849898] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:07.998138] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AMZZ.txt
[2025-12-16T20:16:07.998309] [INFO ] [sig       ] [185/3585] Completed AMZZ in 0.3s | 2.92 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-16T20:16:07.998352] [INFO ] [sig       ] [186/3585] Forecasting AN...
[2025-12-16T20:16:07.998387] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-16T20:16:07.998420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-16T20:16:08.015353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-16T20:16:08.015907] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-16T20:16:08.017359] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-16T20:16:08.017442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:08.017497] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:08.017545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:08.017662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:08.098046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:08.099161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:08.099280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:08.099324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:08.266813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:08.267008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:08.267073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:08.267125] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:08.272543] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=96.96%)
[2025-12-16T20:16:08.273098] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-16T20:16:08.273310] [INFO ] [sig       ] AN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:08.507318] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AN.txt
[2025-12-16T20:16:08.507546] [INFO ] [sig       ] [186/3585] Completed AN in 0.5s | 2.91 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-16T20:16:08.507631] [INFO ] [sig       ] [187/3585] Forecasting ANAB...
[2025-12-16T20:16:08.507681] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-16T20:16:08.507731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-16T20:16:08.538146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-16T20:16:08.538764] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-16T20:16:08.540039] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-16T20:16:08.540112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:08.540168] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:08.540217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:08.540309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:08.632982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:08.634195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:08.634311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:08.634366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:08.812228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:08.812425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:08.812493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:08.812545] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:08.817997] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: UP (p=68.62%)
[2025-12-16T20:16:08.818468] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-16T20:16:08.818688] [INFO ] [sig       ] ANAB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:09.016799] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ANAB.txt
[2025-12-16T20:16:09.017008] [INFO ] [sig       ] [187/3585] Completed ANAB in 0.5s | 2.90 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-16T20:16:09.017057] [INFO ] [sig       ] [188/3585] Forecasting ANDE...
[2025-12-16T20:16:09.017088] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-16T20:16:09.017119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-16T20:16:09.029988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-16T20:16:09.030418] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-16T20:16:09.031301] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-16T20:16:09.031393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:09.031442] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:09.031472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:09.031529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:09.089003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:09.090090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:09.090174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:09.090207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:09.217673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:09.217828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:09.217868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:09.217897] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:09.221325] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: UP (p=71.08%)
[2025-12-16T20:16:09.221617] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-16T20:16:09.221747] [INFO ] [sig       ] ANDE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:09.358688] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ANDE.txt
[2025-12-16T20:16:09.358824] [INFO ] [sig       ] [188/3585] Completed ANDE in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-16T20:16:09.358864] [INFO ] [sig       ] [189/3585] Forecasting ANF...
[2025-12-16T20:16:09.358895] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-16T20:16:09.358925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-16T20:16:09.370132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-16T20:16:09.370488] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-16T20:16:09.371299] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-16T20:16:09.371363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:09.371416] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:09.371453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:09.371522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:09.426285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:09.426924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:09.427006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:09.427039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:09.544315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:09.544471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:09.544510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:09.544553] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:09.547964] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=20.94%)
[2025-12-16T20:16:09.548243] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-16T20:16:09.548369] [INFO ] [sig       ] ANF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:09.683998] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ANF.txt
[2025-12-16T20:16:09.684122] [INFO ] [sig       ] [189/3585] Completed ANF in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-16T20:16:09.684162] [INFO ] [sig       ] [190/3585] Forecasting ANGI...
[2025-12-16T20:16:09.684191] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-16T20:16:09.684220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-16T20:16:09.696038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-16T20:16:09.696397] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-16T20:16:09.697242] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-16T20:16:09.697294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:09.697328] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:09.697355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:09.697413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:09.752855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:09.753601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:09.753728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:09.753776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:09.872540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:09.872705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:09.872744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:09.872773] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:09.876108] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: UP (p=83.01%)
[2025-12-16T20:16:09.876374] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-16T20:16:09.876496] [INFO ] [sig       ] ANGI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:10.023253] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ANGI.txt
[2025-12-16T20:16:10.023409] [INFO ] [sig       ] [190/3585] Completed ANGI in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-16T20:16:10.023452] [INFO ] [sig       ] [191/3585] Forecasting ANGL...
[2025-12-16T20:16:10.023481] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-16T20:16:10.023513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-16T20:16:10.034929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-16T20:16:10.035315] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-16T20:16:10.036153] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-16T20:16:10.036208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:10.036241] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:10.036270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:10.036326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:10.093406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:10.094305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:10.094394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:10.094442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:10.217527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:10.217700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:10.217743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:10.217772] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:10.221150] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-12-16T20:16:10.221436] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-16T20:16:10.221567] [INFO ] [sig       ] ANGL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:10.358155] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ANGL.txt
[2025-12-16T20:16:10.358311] [INFO ] [sig       ] [191/3585] Completed ANGL in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-16T20:16:10.358350] [INFO ] [sig       ] [192/3585] Forecasting ANGO...
[2025-12-16T20:16:10.358380] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-16T20:16:10.358411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-16T20:16:10.369897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-16T20:16:10.370270] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-16T20:16:10.371039] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-16T20:16:10.371091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:10.371123] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:10.371150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:10.371206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:10.426844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:10.427697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:10.427779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:10.427813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:10.548724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:10.548878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:10.548916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:10.548944] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:10.552329] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: DOWN (p=45.81%)
[2025-12-16T20:16:10.552625] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-16T20:16:10.552750] [INFO ] [sig       ] ANGO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:10.692974] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ANGO.txt
[2025-12-16T20:16:10.693133] [INFO ] [sig       ] [192/3585] Completed ANGO in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-16T20:16:10.693173] [INFO ] [sig       ] [193/3585] Forecasting ANIK...
[2025-12-16T20:16:10.693202] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-16T20:16:10.693232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-16T20:16:10.706023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-16T20:16:10.706448] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-16T20:16:10.707310] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-16T20:16:10.707365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:10.707401] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:10.707443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:10.707524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:10.765918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:10.766971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:10.767056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:10.767097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:10.892710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:10.892863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:10.892902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:10.892931] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:10.896505] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: UP (p=87.10%)
[2025-12-16T20:16:10.896840] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-16T20:16:10.896975] [INFO ] [sig       ] ANIK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:11.046005] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ANIK.txt
[2025-12-16T20:16:11.046198] [INFO ] [sig       ] [193/3585] Completed ANIK in 0.4s | 2.91 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-16T20:16:11.046243] [INFO ] [sig       ] [194/3585] Forecasting ANIP...
[2025-12-16T20:16:11.046274] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-16T20:16:11.046304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-16T20:16:11.058647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-16T20:16:11.059044] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-16T20:16:11.059947] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-16T20:16:11.060002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:11.060035] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:11.060062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:11.060118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:11.116871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:11.117758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:11.117852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:11.117886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:11.247425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:11.247606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:11.247656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:11.247687] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:11.251246] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2025-12-16T20:16:11.251551] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-16T20:16:11.251706] [INFO ] [sig       ] ANIP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:11.394365] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ANIP.txt
[2025-12-16T20:16:11.394510] [INFO ] [sig       ] [194/3585] Completed ANIP in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-16T20:16:11.394554] [INFO ] [sig       ] [195/3585] Forecasting ANIX...
[2025-12-16T20:16:11.394604] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-16T20:16:11.394637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-16T20:16:11.406662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-16T20:16:11.407048] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-16T20:16:11.407863] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-16T20:16:11.407930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:11.407970] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:11.407999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:11.408055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:11.464176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:11.465007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:11.465091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:11.465124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:11.583705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:11.583861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:11.583901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:11.583931] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:11.587317] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: UP (p=55.17%)
[2025-12-16T20:16:11.587609] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-16T20:16:11.587735] [INFO ] [sig       ] ANIX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:11.727761] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ANIX.txt
[2025-12-16T20:16:11.727907] [INFO ] [sig       ] [195/3585] Completed ANIX in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-16T20:16:11.727947] [INFO ] [sig       ] [196/3585] Forecasting ANNX...
[2025-12-16T20:16:11.727978] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-16T20:16:11.728007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-16T20:16:11.739880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-16T20:16:11.740279] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-16T20:16:11.741142] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-16T20:16:11.741197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:11.741231] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:11.741258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:11.741314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:11.798836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:11.799699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:11.799782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:11.799814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:11.927029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:11.927180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:11.927221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:11.927251] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:11.930892] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: UP (p=94.92%)
[2025-12-16T20:16:11.931189] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-16T20:16:11.931322] [INFO ] [sig       ] ANNX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:12.081148] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ANNX.txt
[2025-12-16T20:16:12.081309] [INFO ] [sig       ] [196/3585] Completed ANNX in 0.4s | 2.91 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-16T20:16:12.081352] [INFO ] [sig       ] [197/3585] Forecasting ANTX...
[2025-12-16T20:16:12.081382] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-16T20:16:12.081418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-16T20:16:12.092865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-16T20:16:12.093237] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-16T20:16:12.094123] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-16T20:16:12.094190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:12.094261] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:12.094292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:12.094348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:12.155540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:12.156411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:12.156496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:12.156530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:12.275298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:12.275449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:12.275488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:12.275517] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:12.278863] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2025-12-16T20:16:12.279144] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-16T20:16:12.279278] [INFO ] [sig       ] ANTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:12.413749] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ANTX.txt
[2025-12-16T20:16:12.413872] [INFO ] [sig       ] [197/3585] Completed ANTX in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-16T20:16:12.413911] [INFO ] [sig       ] [198/3585] Forecasting ANVS...
[2025-12-16T20:16:12.413940] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-16T20:16:12.413970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-16T20:16:12.424974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-16T20:16:12.425295] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-16T20:16:12.426060] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-16T20:16:12.426117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:12.426148] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:12.426175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:12.426231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:12.482123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:12.482746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:12.482824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:12.482857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:12.598219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:12.598367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:12.598406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:12.598434] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:12.601808] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=32.62%)
[2025-12-16T20:16:12.602074] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-16T20:16:12.602197] [INFO ] [sig       ] ANVS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:12.738715] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ANVS.txt
[2025-12-16T20:16:12.738877] [INFO ] [sig       ] [198/3585] Completed ANVS in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-16T20:16:12.738917] [INFO ] [sig       ] [199/3585] Forecasting AOD...
[2025-12-16T20:16:12.738947] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-16T20:16:12.738977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-16T20:16:12.750287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-16T20:16:12.750643] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-16T20:16:12.751416] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-16T20:16:12.751467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:12.751499] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:12.751525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:12.751601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:12.807879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:12.808536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:12.808633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:12.808667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:12.926902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:12.927036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:12.927073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:12.927101] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:12.930338] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2025-12-16T20:16:12.930619] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-16T20:16:12.930742] [INFO ] [sig       ] AOD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:13.065951] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AOD.txt
[2025-12-16T20:16:13.066072] [INFO ] [sig       ] [199/3585] Completed AOD in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-16T20:16:13.066110] [INFO ] [sig       ] [200/3585] Forecasting AOHY...
[2025-12-16T20:16:13.066140] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-16T20:16:13.066169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-16T20:16:13.077032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-16T20:16:13.077358] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-16T20:16:13.078126] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-16T20:16:13.078179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:13.078211] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:13.078237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:13.078292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:13.133358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:13.133975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:13.134051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:13.134083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:13.248182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:13.248334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:13.248372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:13.248430] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:13.251795] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: DOWN (p=15.97%)
[2025-12-16T20:16:13.252062] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-16T20:16:13.252183] [INFO ] [sig       ] AOHY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:13.387355] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AOHY.txt
[2025-12-16T20:16:13.387478] [INFO ] [sig       ] [200/3585] Completed AOHY in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.4m
[2025-12-16T20:16:13.387518] [INFO ] [sig       ] [201/3585] Forecasting AON...
[2025-12-16T20:16:13.387546] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-16T20:16:13.387592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-16T20:16:13.399102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-16T20:16:13.399462] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-16T20:16:13.400287] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-16T20:16:13.400351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:13.400390] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:13.400417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:13.400479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:13.459784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:13.460440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:13.460523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:13.460557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:13.587132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:13.587288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:13.587327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:13.587356] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:13.590671] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-12-16T20:16:13.590936] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-16T20:16:13.591057] [INFO ] [sig       ] AON: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:13.727069] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AON.txt
[2025-12-16T20:16:13.727207] [INFO ] [sig       ] [201/3585] Completed AON in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-16T20:16:13.727256] [INFO ] [sig       ] [202/3585] Forecasting AOS...
[2025-12-16T20:16:13.727291] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-16T20:16:13.727326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-16T20:16:13.738411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-16T20:16:13.738750] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-16T20:16:13.739526] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-16T20:16:13.739596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:13.739631] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:13.739657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:13.739712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:13.795680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:13.796380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:13.796459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:13.796491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:13.915408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:13.915591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:13.915633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:13.915662] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:13.918947] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=50.82%)
[2025-12-16T20:16:13.919239] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-16T20:16:13.919366] [INFO ] [sig       ] AOS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:14.054511] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AOS.txt
[2025-12-16T20:16:14.054652] [INFO ] [sig       ] [202/3585] Completed AOS in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-16T20:16:14.054693] [INFO ] [sig       ] [203/3585] Forecasting AOSL...
[2025-12-16T20:16:14.054722] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-16T20:16:14.054751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-16T20:16:14.066017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-16T20:16:14.066330] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-16T20:16:14.067088] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-16T20:16:14.067140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:14.067172] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:14.067198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:14.067253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:14.123320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:14.124301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:14.124391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:14.124423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:14.247363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:14.247521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:14.247561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:14.247611] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:14.251012] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: DOWN (p=26.68%)
[2025-12-16T20:16:14.251284] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-16T20:16:14.251412] [INFO ] [sig       ] AOSL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:14.391887] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AOSL.txt
[2025-12-16T20:16:14.392015] [INFO ] [sig       ] [203/3585] Completed AOSL in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-16T20:16:14.392054] [INFO ] [sig       ] [204/3585] Forecasting AP...
[2025-12-16T20:16:14.392084] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-16T20:16:14.392114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-16T20:16:14.403371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-16T20:16:14.403728] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-16T20:16:14.404503] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-16T20:16:14.404556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:14.404611] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:14.404639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:14.404695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:14.463453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:14.464121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:14.464216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:14.464252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:14.583071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:14.583230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:14.583270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:14.583299] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:14.586658] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=47.98%)
[2025-12-16T20:16:14.586931] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-16T20:16:14.587052] [INFO ] [sig       ] AP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:14.723646] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AP.txt
[2025-12-16T20:16:14.723774] [INFO ] [sig       ] [204/3585] Completed AP in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-16T20:16:14.723813] [INFO ] [sig       ] [205/3585] Forecasting APA...
[2025-12-16T20:16:14.723842] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-16T20:16:14.723872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-16T20:16:14.736366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-16T20:16:14.736834] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-16T20:16:14.737707] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-16T20:16:14.737763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:14.737796] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:14.737823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:14.737880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:14.797005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:14.797843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:14.797932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:14.797966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:14.925767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:14.925921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:14.925961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:14.925992] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:14.929608] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2025-12-16T20:16:14.929909] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-16T20:16:14.930069] [INFO ] [sig       ] APA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:15.078626] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/APA.txt
[2025-12-16T20:16:15.078797] [INFO ] [sig       ] [205/3585] Completed APA in 0.4s | 2.91 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-16T20:16:15.078844] [INFO ] [sig       ] [206/3585] Forecasting APAM...
[2025-12-16T20:16:15.078874] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-16T20:16:15.078906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-16T20:16:15.090824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-12-16T20:16:15.091212] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-16T20:16:15.092043] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-16T20:16:15.092097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:15.092141] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:15.092170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:15.092228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:15.155032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:15.156053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:15.156159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:15.156202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:15.283802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:15.283965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:15.284008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:15.284037] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:15.287828] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: DOWN (p=38.82%)
[2025-12-16T20:16:15.288116] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-16T20:16:15.288259] [INFO ] [sig       ] APAM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:15.434857] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/APAM.txt
[2025-12-16T20:16:15.435021] [INFO ] [sig       ] [206/3585] Completed APAM in 0.4s | 2.91 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-16T20:16:15.435071] [INFO ] [sig       ] [207/3585] Forecasting APD...
[2025-12-16T20:16:15.435114] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-16T20:16:15.435154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-16T20:16:15.447680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-16T20:16:15.448058] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-16T20:16:15.448935] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-16T20:16:15.448988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:15.449021] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:15.449048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:15.449104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:15.510845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:15.511738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:15.511856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:15.511890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:15.642772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:15.642927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:15.642968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:15.642997] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:15.646358] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=76.21%)
[2025-12-16T20:16:15.646684] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-16T20:16:15.646836] [INFO ] [sig       ] APD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:15.784958] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/APD.txt
[2025-12-16T20:16:15.785097] [INFO ] [sig       ] [207/3585] Completed APD in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-16T20:16:15.785137] [INFO ] [sig       ] [208/3585] Forecasting APEI...
[2025-12-16T20:16:15.785168] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-16T20:16:15.785200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-16T20:16:15.796315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-16T20:16:15.796689] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-16T20:16:15.797469] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-16T20:16:15.797520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:15.797553] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:15.797599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:15.797658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:15.854919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:15.855742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:15.855825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:15.855859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:15.983235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:15.983390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:15.983431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:15.983460] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:15.986922] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: UP (p=52.23%)
[2025-12-16T20:16:15.987208] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-16T20:16:15.987357] [INFO ] [sig       ] APEI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:16.131130] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/APEI.txt
[2025-12-16T20:16:16.131298] [INFO ] [sig       ] [208/3585] Completed APEI in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-16T20:16:16.131348] [INFO ] [sig       ] [209/3585] Forecasting APG...
[2025-12-16T20:16:16.131382] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-16T20:16:16.131414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-16T20:16:16.143562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-16T20:16:16.143952] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-16T20:16:16.144761] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-16T20:16:16.144815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:16.144850] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:16.144876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:16.144934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:16.205851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:16.206790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:16.206894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:16.206936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:16.335922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:16.336100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:16.336143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:16.336172] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:16.339696] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2025-12-16T20:16:16.339983] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-16T20:16:16.340115] [INFO ] [sig       ] APG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:16.487400] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/APG.txt
[2025-12-16T20:16:16.487551] [INFO ] [sig       ] [209/3585] Completed APG in 0.4s | 2.91 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-16T20:16:16.487618] [INFO ] [sig       ] [210/3585] Forecasting APGE...
[2025-12-16T20:16:16.487650] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-16T20:16:16.487679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-16T20:16:16.499337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-16T20:16:16.499741] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-16T20:16:16.500550] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-16T20:16:16.500622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:16.500658] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:16.500686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:16.500746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:16.561841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:16.562681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:16.562766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:16.562801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:16.682339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:16.682499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:16.682537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:16.682566] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:16.685920] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=84.11%)
[2025-12-16T20:16:16.686189] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-16T20:16:16.686320] [INFO ] [sig       ] APGE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:16.821597] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/APGE.txt
[2025-12-16T20:16:16.821768] [INFO ] [sig       ] [210/3585] Completed APGE in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-16T20:16:16.821810] [INFO ] [sig       ] [211/3585] Forecasting APH...
[2025-12-16T20:16:16.821840] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-16T20:16:16.821870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-16T20:16:16.833845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-16T20:16:16.834201] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-16T20:16:16.834993] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-16T20:16:16.835045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:16.835078] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:16.835104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:16.835159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:16.890119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:16.890873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:16.890955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:16.890987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:17.017962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:17.018117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:17.018156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:17.018185] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:17.021657] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: UP (p=92.75%)
[2025-12-16T20:16:17.021964] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-16T20:16:17.022095] [INFO ] [sig       ] APH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:17.166593] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/APH.txt
[2025-12-16T20:16:17.166761] [INFO ] [sig       ] [211/3585] Completed APH in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-16T20:16:17.166814] [INFO ] [sig       ] [212/3585] Forecasting API...
[2025-12-16T20:16:17.166849] [INFO ] [sig       ] Generating forecast for: API
[2025-12-16T20:16:17.166883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-16T20:16:17.178806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-16T20:16:17.179233] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-16T20:16:17.180052] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-16T20:16:17.180117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:17.180163] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:17.180195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:17.180251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:17.241260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:17.242210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:17.242320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:17.242359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:17.372019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:17.372171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:17.372211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:17.372240] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:17.375655] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: UP (p=97.96%)
[2025-12-16T20:16:17.375949] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-16T20:16:17.376075] [INFO ] [sig       ] API: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:17.520804] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/API.txt
[2025-12-16T20:16:17.520957] [INFO ] [sig       ] [212/3585] Completed API in 0.4s | 2.91 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-16T20:16:17.520997] [INFO ] [sig       ] [213/3585] Forecasting APLD...
[2025-12-16T20:16:17.521028] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-16T20:16:17.521058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-16T20:16:17.532824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-16T20:16:17.533209] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-16T20:16:17.534077] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-16T20:16:17.534131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:17.534164] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:17.534190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:17.534245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:17.593353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:17.594089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:17.594172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:17.594204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:17.717426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:17.717597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:17.717639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:17.717684] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:17.721618] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=99.30%)
[2025-12-16T20:16:17.721898] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-16T20:16:17.722024] [INFO ] [sig       ] APLD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:17.866008] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/APLD.txt
[2025-12-16T20:16:17.866141] [INFO ] [sig       ] [213/3585] Completed APLD in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-16T20:16:17.866180] [INFO ] [sig       ] [214/3585] Forecasting APLE...
[2025-12-16T20:16:17.866210] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-16T20:16:17.866239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-16T20:16:17.878531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-16T20:16:17.878936] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-16T20:16:17.879800] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-16T20:16:17.879867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:17.879939] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:17.879970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:17.880043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:17.941055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:17.941911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:17.941997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:17.942032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:18.063852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:18.064005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:18.064047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:18.064076] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:18.067650] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2025-12-16T20:16:18.067927] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-16T20:16:18.068056] [INFO ] [sig       ] APLE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:18.214318] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/APLE.txt
[2025-12-16T20:16:18.214461] [INFO ] [sig       ] [214/3585] Completed APLE in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-16T20:16:18.214503] [INFO ] [sig       ] [215/3585] Forecasting APLS...
[2025-12-16T20:16:18.214552] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-16T20:16:18.214627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-16T20:16:18.226871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-16T20:16:18.227241] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-16T20:16:18.228257] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-16T20:16:18.228309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:18.228342] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:18.228369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:18.228425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:18.290602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:18.291512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:18.291624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:18.291676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:18.421342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:18.421516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:18.421565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:18.421615] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:18.425203] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-12-16T20:16:18.425483] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-16T20:16:18.425661] [INFO ] [sig       ] APLS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:18.574127] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/APLS.txt
[2025-12-16T20:16:18.574275] [INFO ] [sig       ] [215/3585] Completed APLS in 0.4s | 2.91 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-16T20:16:18.574318] [INFO ] [sig       ] [216/3585] Forecasting APM...
[2025-12-16T20:16:18.574349] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-16T20:16:18.574380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-16T20:16:18.586669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-16T20:16:18.587055] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-16T20:16:18.587955] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-16T20:16:18.588009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:18.588044] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:18.588075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:18.588153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:18.649535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:18.650593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:18.650697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:18.650740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:18.780475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:18.780657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:18.780727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:18.780764] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:18.784262] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: UP (p=69.86%)
[2025-12-16T20:16:18.784558] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-16T20:16:18.784705] [INFO ] [sig       ] APM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:18.934762] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/APM.txt
[2025-12-16T20:16:18.934934] [INFO ] [sig       ] [216/3585] Completed APM in 0.4s | 2.91 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-16T20:16:18.934982] [INFO ] [sig       ] [217/3585] Forecasting APO...
[2025-12-16T20:16:18.935012] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-16T20:16:18.935044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-16T20:16:18.947194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-16T20:16:18.947605] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-16T20:16:18.948422] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-16T20:16:18.948476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:18.948509] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:18.948548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:18.948624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:19.007430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:19.008247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:19.008336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:19.008368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:19.135277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:19.135457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:19.135501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:19.135567] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:19.139102] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=13.14%)
[2025-12-16T20:16:19.139405] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-16T20:16:19.139534] [INFO ] [sig       ] APO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:19.280983] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/APO.txt
[2025-12-16T20:16:19.281119] [INFO ] [sig       ] [217/3585] Completed APO in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-16T20:16:19.281161] [INFO ] [sig       ] [218/3585] Forecasting APOG...
[2025-12-16T20:16:19.281191] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-16T20:16:19.281222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-16T20:16:19.292421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-12-16T20:16:19.292805] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-16T20:16:19.293605] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-16T20:16:19.293667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:19.293710] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:19.293738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:19.293796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:19.351502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:19.352186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:19.352286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:19.352327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:19.474112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:19.474265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:19.474305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:19.474344] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:19.477800] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: UP (p=65.02%)
[2025-12-16T20:16:19.478077] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-16T20:16:19.478204] [INFO ] [sig       ] APOG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:19.613336] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/APOG.txt
[2025-12-16T20:16:19.613462] [INFO ] [sig       ] [218/3585] Completed APOG in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.3m
[2025-12-16T20:16:19.613501] [INFO ] [sig       ] [219/3585] Forecasting APP...
[2025-12-16T20:16:19.613530] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-16T20:16:19.613560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-16T20:16:19.625256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-16T20:16:19.625561] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-16T20:16:19.626348] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-16T20:16:19.626400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:19.626432] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:19.626459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:19.626515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:19.682915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:19.683602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:19.683685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:19.683718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:19.802186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:19.802351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:19.802400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:19.802436] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:19.805872] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: DOWN (p=25.88%)
[2025-12-16T20:16:19.806172] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-16T20:16:19.806307] [INFO ] [sig       ] APP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:19.946188] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/APP.txt
[2025-12-16T20:16:19.946343] [INFO ] [sig       ] [219/3585] Completed APP in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-16T20:16:19.946384] [INFO ] [sig       ] [220/3585] Forecasting APPF...
[2025-12-16T20:16:19.946414] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-16T20:16:19.946445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-16T20:16:19.958716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-16T20:16:19.959194] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-16T20:16:19.960086] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-16T20:16:19.960153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:19.960205] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:19.960236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:19.960293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:20.018941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:20.019846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:20.019947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:20.019990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:20.138698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:20.138854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:20.138893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:20.138921] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:20.142373] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=68.49%)
[2025-12-16T20:16:20.142691] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-16T20:16:20.142824] [INFO ] [sig       ] APPF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:20.285407] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/APPF.txt
[2025-12-16T20:16:20.285591] [INFO ] [sig       ] [220/3585] Completed APPF in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-16T20:16:20.285636] [INFO ] [sig       ] [221/3585] Forecasting APPN...
[2025-12-16T20:16:20.285666] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-16T20:16:20.285703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-16T20:16:20.297154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-16T20:16:20.297533] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-16T20:16:20.298318] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-16T20:16:20.298375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:20.298408] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:20.298435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:20.298491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:20.354633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:20.355481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:20.355566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:20.355621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:20.477852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:20.478013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:20.478053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:20.478083] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:20.481651] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=67.24%)
[2025-12-16T20:16:20.481932] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-16T20:16:20.482068] [INFO ] [sig       ] APPN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:20.625879] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/APPN.txt
[2025-12-16T20:16:20.626034] [INFO ] [sig       ] [221/3585] Completed APPN in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-16T20:16:20.626076] [INFO ] [sig       ] [222/3585] Forecasting APPS...
[2025-12-16T20:16:20.626105] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-16T20:16:20.626135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-16T20:16:20.637719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-16T20:16:20.638069] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-16T20:16:20.638931] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-16T20:16:20.638986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:20.639020] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:20.639048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:20.639105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:20.697081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:20.697862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:20.697946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:20.697980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:20.819323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:20.819484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:20.819526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:20.819556] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:20.823127] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: UP (p=70.47%)
[2025-12-16T20:16:20.823419] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-16T20:16:20.823565] [INFO ] [sig       ] APPS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:20.960168] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/APPS.txt
[2025-12-16T20:16:20.960324] [INFO ] [sig       ] [222/3585] Completed APPS in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-16T20:16:20.960379] [INFO ] [sig       ] [223/3585] Forecasting APVO...
[2025-12-16T20:16:20.960410] [INFO ] [sig       ] Generating forecast for: APVO
[2025-12-16T20:16:20.960440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-12-16T20:16:20.972694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APVO'.
[2025-12-16T20:16:20.973123] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-12-16T20:16:20.973959] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-12-16T20:16:20.974012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:20.974045] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:20.974072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:20.974128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:21.030733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:21.031641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:21.031730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:21.031763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:21.143517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:21.143692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:21.143732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:21.143760] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:21.147074] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: DOWN (p=25.02%)
[2025-12-16T20:16:21.147340] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-12-16T20:16:21.147467] [INFO ] [sig       ] APVO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:21.289190] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/APVO.txt
[2025-12-16T20:16:21.289353] [INFO ] [sig       ] [223/3585] Completed APVO in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-16T20:16:21.289395] [INFO ] [sig       ] [224/3585] Forecasting APYX...
[2025-12-16T20:16:21.289424] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-16T20:16:21.289453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-16T20:16:21.303798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-16T20:16:21.304283] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-16T20:16:21.305500] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-16T20:16:21.305594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:21.305647] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:21.305692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:21.305777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:21.371926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:21.372795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:21.372914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:21.372961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:21.487251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:21.487417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:21.487461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:21.487491] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:21.491029] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: UP (p=78.36%)
[2025-12-16T20:16:21.491311] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-16T20:16:21.491440] [INFO ] [sig       ] APYX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:21.627434] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/APYX.txt
[2025-12-16T20:16:21.627585] [INFO ] [sig       ] [224/3585] Completed APYX in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-16T20:16:21.627627] [INFO ] [sig       ] [225/3585] Forecasting AQMS...
[2025-12-16T20:16:21.627657] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-16T20:16:21.627687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-16T20:16:21.639597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-16T20:16:21.640047] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-16T20:16:21.640902] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-16T20:16:21.640957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:21.640991] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:21.641018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:21.641076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:21.698124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:21.698979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:21.699068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:21.699102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:21.817351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:21.817534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:21.817597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:21.817826] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:21.822149] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: UP (p=72.17%)
[2025-12-16T20:16:21.822618] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-16T20:16:21.822761] [INFO ] [sig       ] AQMS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:21.966823] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AQMS.txt
[2025-12-16T20:16:21.966990] [INFO ] [sig       ] [225/3585] Completed AQMS in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-16T20:16:21.967041] [INFO ] [sig       ] [226/3585] Forecasting AQN...
[2025-12-16T20:16:21.967073] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-16T20:16:21.967104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-16T20:16:21.979405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-16T20:16:21.979825] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-16T20:16:21.980680] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-16T20:16:21.980733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:21.980765] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:21.980791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:21.980847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:22.040657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:22.041569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:22.041678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:22.041713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:22.164715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:22.164890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:22.164931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:22.164963] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:22.168386] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-12-16T20:16:22.168688] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-16T20:16:22.168820] [INFO ] [sig       ] AQN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:22.305437] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AQN.txt
[2025-12-16T20:16:22.305599] [INFO ] [sig       ] [226/3585] Completed AQN in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-16T20:16:22.305641] [INFO ] [sig       ] [227/3585] Forecasting AQNB...
[2025-12-16T20:16:22.305670] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-16T20:16:22.305700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-16T20:16:22.317086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-16T20:16:22.317480] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-16T20:16:22.318341] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-16T20:16:22.318395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:22.318428] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:22.318455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:22.318514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:22.376953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:22.377892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:22.377985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:22.378023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:22.494560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:22.494734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:22.494784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:22.494827] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:22.498562] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=26.35%)
[2025-12-16T20:16:22.498880] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-16T20:16:22.499013] [INFO ] [sig       ] AQNB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:22.644643] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AQNB.txt
[2025-12-16T20:16:22.644811] [INFO ] [sig       ] [227/3585] Completed AQNB in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-16T20:16:22.644853] [INFO ] [sig       ] [228/3585] Forecasting ARBB...
[2025-12-16T20:16:22.644882] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-16T20:16:22.644913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-16T20:16:22.655461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-16T20:16:22.655810] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-16T20:16:22.656566] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-16T20:16:22.656638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:22.656670] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:22.656697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:22.656753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:22.721542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:22.722307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:22.722399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:22.722438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:22.841934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:22.842092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:22.842134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:22.842163] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:22.845639] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: DOWN (p=9.60%)
[2025-12-16T20:16:22.845917] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-16T20:16:22.846044] [INFO ] [sig       ] ARBB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:22.982711] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ARBB.txt
[2025-12-16T20:16:22.982847] [INFO ] [sig       ] [228/3585] Completed ARBB in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-16T20:16:22.982886] [INFO ] [sig       ] [229/3585] Forecasting ARBE...
[2025-12-16T20:16:22.982916] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-16T20:16:22.982946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-16T20:16:22.994786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-16T20:16:22.995144] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-16T20:16:22.995963] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-16T20:16:22.996017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:22.996051] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:22.996081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:22.996139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:23.052869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:23.053537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:23.053638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:23.053673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:23.174895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:23.175053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:23.175092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:23.175121] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:23.178618] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: UP (p=64.90%)
[2025-12-16T20:16:23.178909] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-16T20:16:23.179040] [INFO ] [sig       ] ARBE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:23.320823] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ARBE.txt
[2025-12-16T20:16:23.320961] [INFO ] [sig       ] [229/3585] Completed ARBE in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-16T20:16:23.321001] [INFO ] [sig       ] [230/3585] Forecasting ARCB...
[2025-12-16T20:16:23.321032] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-16T20:16:23.321062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-16T20:16:23.333140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-16T20:16:23.333566] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-16T20:16:23.334371] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-16T20:16:23.334438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:23.334471] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:23.334497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:23.334551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:23.390752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:23.391680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:23.391771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:23.391803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:23.517130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:23.517300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:23.517345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:23.517406] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:23.521059] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: UP (p=76.06%)
[2025-12-16T20:16:23.521414] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-16T20:16:23.521626] [INFO ] [sig       ] ARCB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:23.662242] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ARCB.txt
[2025-12-16T20:16:23.662382] [INFO ] [sig       ] [230/3585] Completed ARCB in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-16T20:16:23.662431] [INFO ] [sig       ] [231/3585] Forecasting ARCC...
[2025-12-16T20:16:23.662470] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-16T20:16:23.662501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-16T20:16:23.673971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-16T20:16:23.674303] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-16T20:16:23.675072] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-16T20:16:23.675123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:23.675183] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:23.675213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:23.675269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:23.731255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:23.731910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:23.732003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:23.732042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:23.849163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:23.849321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:23.849359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:23.849387] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:23.852796] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=68.38%)
[2025-12-16T20:16:23.853061] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-16T20:16:23.853181] [INFO ] [sig       ] ARCC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:23.990970] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ARCC.txt
[2025-12-16T20:16:23.991113] [INFO ] [sig       ] [231/3585] Completed ARCC in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-16T20:16:23.991152] [INFO ] [sig       ] [232/3585] Forecasting ARCO...
[2025-12-16T20:16:23.991181] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-16T20:16:23.991210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-16T20:16:24.002832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-16T20:16:24.003161] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-16T20:16:24.003993] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-16T20:16:24.004045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:24.004079] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:24.004106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:24.004163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:24.060981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:24.061607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:24.061693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:24.061724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:24.176352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:24.176500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:24.176541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:24.176570] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:24.179919] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-12-16T20:16:24.180188] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-16T20:16:24.180314] [INFO ] [sig       ] ARCO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:24.324313] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ARCO.txt
[2025-12-16T20:16:24.324469] [INFO ] [sig       ] [232/3585] Completed ARCO in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-16T20:16:24.324510] [INFO ] [sig       ] [233/3585] Forecasting ARDC...
[2025-12-16T20:16:24.324541] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-16T20:16:24.324590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-16T20:16:24.337144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-16T20:16:24.337650] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-16T20:16:24.338656] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-16T20:16:24.338720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:24.338762] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:24.338797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:24.338874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:24.399075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:24.399982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:24.400066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:24.400100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:24.532235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:24.532387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:24.532428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:24.532458] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:24.535868] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=83.72%)
[2025-12-16T20:16:24.536138] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-16T20:16:24.536262] [INFO ] [sig       ] ARDC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:24.676310] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ARDC.txt
[2025-12-16T20:16:24.676434] [INFO ] [sig       ] [233/3585] Completed ARDC in 0.4s | 2.91 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-16T20:16:24.676488] [INFO ] [sig       ] [234/3585] Forecasting ARDX...
[2025-12-16T20:16:24.676521] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-16T20:16:24.676553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-16T20:16:24.688286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-16T20:16:24.688656] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-16T20:16:24.689477] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-16T20:16:24.689540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:24.689602] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:24.689636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:24.689704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:24.747464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:24.748077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:24.748159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:24.748191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:24.867743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:24.867901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:24.867942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:24.868002] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:24.871405] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-12-16T20:16:24.871705] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-16T20:16:24.871832] [INFO ] [sig       ] ARDX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:25.007880] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ARDX.txt
[2025-12-16T20:16:25.008022] [INFO ] [sig       ] [234/3585] Completed ARDX in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-16T20:16:25.008061] [INFO ] [sig       ] [235/3585] Forecasting ARE...
[2025-12-16T20:16:25.008091] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-16T20:16:25.008122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-16T20:16:25.019003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-16T20:16:25.019413] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-16T20:16:25.020192] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-16T20:16:25.020244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:25.020275] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:25.020301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:25.020362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:25.076497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:25.077194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:25.077274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:25.077307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:25.200838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:25.200991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:25.201032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:25.201061] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:25.204457] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=66.18%)
[2025-12-16T20:16:25.204770] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-16T20:16:25.204901] [INFO ] [sig       ] ARE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:25.348169] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ARE.txt
[2025-12-16T20:16:25.348308] [INFO ] [sig       ] [235/3585] Completed ARE in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-16T20:16:25.348348] [INFO ] [sig       ] [236/3585] Forecasting AREC...
[2025-12-16T20:16:25.348379] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-16T20:16:25.348413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-16T20:16:25.359443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-16T20:16:25.359796] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-16T20:16:25.360549] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-16T20:16:25.360623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:25.360656] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:25.360683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:25.360738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:25.416689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:25.417389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:25.417468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:25.417501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:25.550067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:25.550221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:25.550260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:25.550289] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:25.553627] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2025-12-16T20:16:25.553896] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-16T20:16:25.554021] [INFO ] [sig       ] AREC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:25.692346] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AREC.txt
[2025-12-16T20:16:25.692500] [INFO ] [sig       ] [236/3585] Completed AREC in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-16T20:16:25.692544] [INFO ] [sig       ] [237/3585] Forecasting ARES...
[2025-12-16T20:16:25.692594] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-16T20:16:25.692629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-16T20:16:25.705101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-16T20:16:25.705477] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-16T20:16:25.706330] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-16T20:16:25.706386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:25.706418] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:25.706446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:25.706502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:25.762097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:25.762805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:25.762885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:25.762917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:25.884406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:25.884538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:25.884619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:25.884653] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:25.888033] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: UP (p=57.27%)
[2025-12-16T20:16:25.888306] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-16T20:16:25.888433] [INFO ] [sig       ] ARES: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:26.024125] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ARES.txt
[2025-12-16T20:16:26.024275] [INFO ] [sig       ] [237/3585] Completed ARES in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-16T20:16:26.024315] [INFO ] [sig       ] [238/3585] Forecasting ARGX...
[2025-12-16T20:16:26.024345] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-16T20:16:26.024375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-16T20:16:26.035240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-16T20:16:26.035630] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-16T20:16:26.036417] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-16T20:16:26.036471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:26.036506] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:26.036535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:26.036613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:26.093154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:26.093896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:26.093978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:26.094012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:26.216987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:26.217143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:26.217182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:26.217210] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:26.220554] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: UP (p=78.39%)
[2025-12-16T20:16:26.220850] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-16T20:16:26.220978] [INFO ] [sig       ] ARGX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:26.357605] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ARGX.txt
[2025-12-16T20:16:26.357784] [INFO ] [sig       ] [238/3585] Completed ARGX in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-16T20:16:26.357836] [INFO ] [sig       ] [239/3585] Forecasting ARHS...
[2025-12-16T20:16:26.357876] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-16T20:16:26.357915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-16T20:16:26.370696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-16T20:16:26.371061] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-16T20:16:26.371864] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-16T20:16:26.371918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:26.371952] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:26.371980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:26.372039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:26.434061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:26.434997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:26.435087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:26.435121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:26.558643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:26.558801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:26.558842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:26.558872] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:26.562451] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=29.81%)
[2025-12-16T20:16:26.562835] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-16T20:16:26.562982] [INFO ] [sig       ] ARHS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:26.700110] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ARHS.txt
[2025-12-16T20:16:26.700253] [INFO ] [sig       ] [239/3585] Completed ARHS in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-16T20:16:26.700291] [INFO ] [sig       ] [240/3585] Forecasting ARI...
[2025-12-16T20:16:26.700321] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-16T20:16:26.700351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-16T20:16:26.711723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-16T20:16:26.712115] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-16T20:16:26.712921] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-16T20:16:26.712974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:26.713008] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:26.713036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:26.713092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:26.773124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:26.774014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:26.774104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:26.774139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:26.893755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:26.893909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:26.893949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:26.893979] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:26.897339] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=55.31%)
[2025-12-16T20:16:26.897640] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-16T20:16:26.897769] [INFO ] [sig       ] ARI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:27.034948] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ARI.txt
[2025-12-16T20:16:27.035099] [INFO ] [sig       ] [240/3585] Completed ARI in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-16T20:16:27.035139] [INFO ] [sig       ] [241/3585] Forecasting ARKO...
[2025-12-16T20:16:27.035170] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-16T20:16:27.035200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-16T20:16:27.046121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-16T20:16:27.046470] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-16T20:16:27.047263] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-16T20:16:27.047316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:27.047361] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:27.047392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:27.047450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:27.103882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:27.104688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:27.104803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:27.104838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:27.222641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:27.222795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:27.222836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:27.222866] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:27.226277] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: UP (p=58.54%)
[2025-12-16T20:16:27.226559] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-16T20:16:27.226711] [INFO ] [sig       ] ARKO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:27.373058] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ARKO.txt
[2025-12-16T20:16:27.373196] [INFO ] [sig       ] [241/3585] Completed ARKO in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-16T20:16:27.373238] [INFO ] [sig       ] [242/3585] Forecasting ARLO...
[2025-12-16T20:16:27.373270] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-16T20:16:27.373301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-16T20:16:27.385171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-16T20:16:27.385520] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-16T20:16:27.386314] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-16T20:16:27.386366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:27.386398] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:27.386424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:27.386480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:27.445191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:27.446023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:27.446106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:27.446140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:27.568235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:27.568411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:27.568453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:27.568484] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:27.572194] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=0.22%)
[2025-12-16T20:16:27.572605] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-16T20:16:27.572758] [INFO ] [sig       ] ARLO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:27.713715] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ARLO.txt
[2025-12-16T20:16:27.713851] [INFO ] [sig       ] [242/3585] Completed ARLO in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-16T20:16:27.713889] [INFO ] [sig       ] [243/3585] Forecasting ARLP...
[2025-12-16T20:16:27.713918] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-16T20:16:27.713948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-16T20:16:27.724978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-16T20:16:27.725318] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-16T20:16:27.726089] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-16T20:16:27.726140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:27.726172] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:27.726198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:27.726254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:27.782775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:27.783467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:27.783547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:27.783597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:27.900456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:27.900621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:27.900661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:27.900689] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:27.903954] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: DOWN (p=17.41%)
[2025-12-16T20:16:27.904220] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-16T20:16:27.904340] [INFO ] [sig       ] ARLP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:28.044356] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ARLP.txt
[2025-12-16T20:16:28.044485] [INFO ] [sig       ] [243/3585] Completed ARLP in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-16T20:16:28.044523] [INFO ] [sig       ] [244/3585] Forecasting ARM...
[2025-12-16T20:16:28.044553] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-16T20:16:28.044601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-16T20:16:28.056306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-16T20:16:28.056682] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-16T20:16:28.057429] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-16T20:16:28.057480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:28.057512] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:28.057539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:28.057617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:28.113725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:28.114384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:28.114465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:28.114499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:28.240050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:28.240261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:28.240308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:28.240341] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:28.243751] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=78.95%)
[2025-12-16T20:16:28.244022] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-16T20:16:28.244148] [INFO ] [sig       ] ARM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:28.384500] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ARM.txt
[2025-12-16T20:16:28.384668] [INFO ] [sig       ] [244/3585] Completed ARM in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-16T20:16:28.384710] [INFO ] [sig       ] [245/3585] Forecasting ARMK...
[2025-12-16T20:16:28.384748] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-16T20:16:28.384780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-16T20:16:28.396603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-16T20:16:28.396957] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-16T20:16:28.397750] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-16T20:16:28.397802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:28.397835] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:28.397864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:28.397924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:28.454843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:28.455443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:28.455520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:28.455551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:28.580783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:28.580925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:28.580965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:28.580995] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:28.584469] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2025-12-16T20:16:28.584787] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-16T20:16:28.585084] [INFO ] [sig       ] ARMK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:28.725180] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ARMK.txt
[2025-12-16T20:16:28.725302] [INFO ] [sig       ] [245/3585] Completed ARMK in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-16T20:16:28.725343] [INFO ] [sig       ] [246/3585] Forecasting AROC...
[2025-12-16T20:16:28.725373] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-16T20:16:28.725405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-16T20:16:28.736826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-16T20:16:28.737176] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-16T20:16:28.738003] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-16T20:16:28.738056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:28.738090] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:28.738119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:28.738176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:28.794607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:28.795222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:28.795301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:28.795333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:28.911369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:28.911520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:28.911558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:28.911638] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:28.914914] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=71.42%)
[2025-12-16T20:16:28.915176] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-16T20:16:28.915297] [INFO ] [sig       ] AROC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:29.049841] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AROC.txt
[2025-12-16T20:16:29.049963] [INFO ] [sig       ] [246/3585] Completed AROC in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-16T20:16:29.050002] [INFO ] [sig       ] [247/3585] Forecasting ARQ...
[2025-12-16T20:16:29.050031] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-16T20:16:29.050060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-16T20:16:29.063303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-16T20:16:29.063659] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-16T20:16:29.064407] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-16T20:16:29.064459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:29.064492] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:29.064519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:29.064597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:29.120180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:29.120800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:29.120877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:29.120909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:29.238481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:29.238847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:29.238888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:29.238919] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:29.242530] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=52.66%)
[2025-12-16T20:16:29.242816] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-16T20:16:29.242945] [INFO ] [sig       ] ARQ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:29.378773] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ARQ.txt
[2025-12-16T20:16:29.378921] [INFO ] [sig       ] [247/3585] Completed ARQ in 0.3s | 2.92 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-16T20:16:29.378960] [INFO ] [sig       ] [248/3585] Forecasting ARQQ...
[2025-12-16T20:16:29.378989] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-16T20:16:29.379019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-16T20:16:29.390752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-16T20:16:29.391116] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-16T20:16:29.391903] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-16T20:16:29.391954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:29.392012] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:29.392040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:29.392097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:29.448546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:29.449454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:29.449544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:29.449600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:29.578035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:29.578194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:29.578239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:29.578301] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:29.581791] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-16T20:16:29.582097] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-16T20:16:29.582232] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:29.733662] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ARQQ.txt
[2025-12-16T20:16:29.733835] [INFO ] [sig       ] [248/3585] Completed ARQQ in 0.4s | 2.91 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-16T20:16:29.733884] [INFO ] [sig       ] [249/3585] Forecasting ARRY...
[2025-12-16T20:16:29.733925] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-16T20:16:29.733959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-16T20:16:29.746192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-16T20:16:29.746659] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-16T20:16:29.747565] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-16T20:16:29.747672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:29.747712] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:29.747739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:29.747796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:29.807339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:29.808254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:29.808378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:29.808414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:29.931432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:29.931620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:29.931673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:29.931709] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:29.935225] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=31.32%)
[2025-12-16T20:16:29.935542] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-16T20:16:29.935701] [INFO ] [sig       ] ARRY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:30.080022] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ARRY.txt
[2025-12-16T20:16:30.080176] [INFO ] [sig       ] [249/3585] Completed ARRY in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-16T20:16:30.080218] [INFO ] [sig       ] [250/3585] Forecasting ARTL...
[2025-12-16T20:16:30.080248] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-16T20:16:30.080278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-16T20:16:30.090898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-16T20:16:30.091269] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-16T20:16:30.092076] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-16T20:16:30.092129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:30.092164] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:30.092193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:30.092251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:30.151183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:30.152052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:30.152137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:30.152188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:30.268031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:30.268185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:30.268224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:30.268253] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:30.271559] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: DOWN (p=35.26%)
[2025-12-16T20:16:30.271928] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-16T20:16:30.272060] [INFO ] [sig       ] ARTL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:30.412606] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ARTL.txt
[2025-12-16T20:16:30.412767] [INFO ] [sig       ] [250/3585] Completed ARTL in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-16T20:16:30.412806] [INFO ] [sig       ] [251/3585] Forecasting ARTNA...
[2025-12-16T20:16:30.412835] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-16T20:16:30.412867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-16T20:16:30.424224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-16T20:16:30.424668] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-16T20:16:30.425611] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-16T20:16:30.425683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:30.425721] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:30.425750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:30.425808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:30.484702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:30.485618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:30.485704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:30.485736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:30.598338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:30.598496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:30.598540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:30.598636] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:30.602178] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-16T20:16:30.602463] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-16T20:16:30.602607] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:30.741050] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ARTNA.txt
[2025-12-16T20:16:30.741187] [INFO ] [sig       ] [251/3585] Completed ARTNA in 0.3s | 2.92 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-16T20:16:30.741228] [INFO ] [sig       ] [252/3585] Forecasting ARVN...
[2025-12-16T20:16:30.741258] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-16T20:16:30.741291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-16T20:16:30.753522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-16T20:16:30.753965] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-16T20:16:30.754807] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-16T20:16:30.754861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:30.754895] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:30.754934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:30.754991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:30.813165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:30.814105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:30.814193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:30.814226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:30.943803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:30.943989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:30.944037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:30.944066] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:30.947945] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: DOWN (p=47.07%)
[2025-12-16T20:16:30.948372] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-16T20:16:30.948563] [INFO ] [sig       ] ARVN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:31.096820] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ARVN.txt
[2025-12-16T20:16:31.097002] [INFO ] [sig       ] [252/3585] Completed ARVN in 0.4s | 2.91 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-16T20:16:31.097056] [INFO ] [sig       ] [253/3585] Forecasting ASA...
[2025-12-16T20:16:31.097088] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-16T20:16:31.097120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-16T20:16:31.108602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-16T20:16:31.108990] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-16T20:16:31.109831] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-16T20:16:31.109885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:31.109917] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:31.109944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:31.110001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:31.167719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:31.168544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:31.168649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:31.168683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:31.284461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:31.284629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:31.284670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:31.284699] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:31.287985] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-12-16T20:16:31.288252] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-16T20:16:31.288375] [INFO ] [sig       ] ASA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:31.424849] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ASA.txt
[2025-12-16T20:16:31.424989] [INFO ] [sig       ] [253/3585] Completed ASA in 0.3s | 2.92 sym/s | Total: 1.4m | ETA: 19.0m
[2025-12-16T20:16:31.425027] [INFO ] [sig       ] [254/3585] Forecasting ASB...
[2025-12-16T20:16:31.425056] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-16T20:16:31.425086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-16T20:16:31.435951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-16T20:16:31.436319] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-16T20:16:31.437103] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-16T20:16:31.437155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:31.437187] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:31.437213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:31.437269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:31.493761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:31.494384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:31.494463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:31.494495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:31.614679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:31.614834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:31.614882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:31.614914] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:31.618314] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-16T20:16:31.618605] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-16T20:16:31.618742] [INFO ] [sig       ] ASB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:31.757129] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ASB.txt
[2025-12-16T20:16:31.757270] [INFO ] [sig       ] [254/3585] Completed ASB in 0.3s | 2.92 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-16T20:16:31.757309] [INFO ] [sig       ] [255/3585] Forecasting ASBA...
[2025-12-16T20:16:31.757338] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-16T20:16:31.757369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-16T20:16:31.768663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-16T20:16:31.769265] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-16T20:16:31.770147] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-16T20:16:31.770205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:31.770241] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:31.770269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:31.770328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:31.828221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:31.828948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:31.829028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:31.829059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:31.941052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:31.941201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:31.941242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:31.941272] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:31.944777] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=96.23%)
[2025-12-16T20:16:31.945053] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-16T20:16:31.945180] [INFO ] [sig       ] ASBA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:32.083199] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ASBA.txt
[2025-12-16T20:16:32.083342] [INFO ] [sig       ] [255/3585] Completed ASBA in 0.3s | 2.92 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-16T20:16:32.083381] [INFO ] [sig       ] [256/3585] Forecasting ASC...
[2025-12-16T20:16:32.083410] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-16T20:16:32.083446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-16T20:16:32.094534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-12-16T20:16:32.094886] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-16T20:16:32.095664] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-16T20:16:32.095727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:32.095763] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:32.095789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:32.095845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:32.150869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:32.151587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:32.151667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:32.151700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:32.266704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:32.266868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:32.266913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:32.266943] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:32.270282] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=97.86%)
[2025-12-16T20:16:32.270554] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-16T20:16:32.270695] [INFO ] [sig       ] ASC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:32.405914] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ASC.txt
[2025-12-16T20:16:32.406051] [INFO ] [sig       ] [256/3585] Completed ASC in 0.3s | 2.92 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-16T20:16:32.406091] [INFO ] [sig       ] [257/3585] Forecasting ASG...
[2025-12-16T20:16:32.406123] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-16T20:16:32.406154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-16T20:16:32.418549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-16T20:16:32.418949] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-16T20:16:32.419800] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-16T20:16:32.419856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:32.419900] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:32.419930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:32.419988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:32.477953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:32.478784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:32.479067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:32.479101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:32.600691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:32.600848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:32.600887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:32.600914] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:32.604208] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2025-12-16T20:16:32.604475] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-16T20:16:32.604624] [INFO ] [sig       ] ASG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:32.749403] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ASG.txt
[2025-12-16T20:16:32.749557] [INFO ] [sig       ] [257/3585] Completed ASG in 0.3s | 2.92 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-16T20:16:32.749616] [INFO ] [sig       ] [258/3585] Forecasting ASGI...
[2025-12-16T20:16:32.749647] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-16T20:16:32.749677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-16T20:16:32.761858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-16T20:16:32.762230] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-16T20:16:32.763016] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-16T20:16:32.763068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:32.763099] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:32.763127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:32.763183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:32.821846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:32.822701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:32.822821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:32.822856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:32.946448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:32.946624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:32.946665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:32.946695] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:32.950127] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=10.60%)
[2025-12-16T20:16:32.950400] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-16T20:16:32.950528] [INFO ] [sig       ] ASGI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:33.086105] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ASGI.txt
[2025-12-16T20:16:33.086262] [INFO ] [sig       ] [258/3585] Completed ASGI in 0.3s | 2.92 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-16T20:16:33.086302] [INFO ] [sig       ] [259/3585] Forecasting ASGN...
[2025-12-16T20:16:33.086333] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-16T20:16:33.086363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-16T20:16:33.098357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-16T20:16:33.098761] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-16T20:16:33.099623] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-16T20:16:33.099676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:33.099709] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:33.099736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:33.099793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:33.156930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:33.157772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:33.157863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:33.157897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:33.276622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:33.276779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:33.276820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:33.276850] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:33.280330] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=21.57%)
[2025-12-16T20:16:33.280687] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-16T20:16:33.280840] [INFO ] [sig       ] ASGN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:33.419736] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ASGN.txt
[2025-12-16T20:16:33.419882] [INFO ] [sig       ] [259/3585] Completed ASGN in 0.3s | 2.92 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-16T20:16:33.419921] [INFO ] [sig       ] [260/3585] Forecasting ASH...
[2025-12-16T20:16:33.419951] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-16T20:16:33.419981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-16T20:16:33.431129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-16T20:16:33.431486] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-16T20:16:33.432262] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-16T20:16:33.432313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:33.432345] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:33.432372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:33.432428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:33.489554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:33.490350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:33.490434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:33.490469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:33.614522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:33.614692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:33.614732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:33.614761] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:33.618074] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=26.39%)
[2025-12-16T20:16:33.618346] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-16T20:16:33.618468] [INFO ] [sig       ] ASH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:33.755052] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ASH.txt
[2025-12-16T20:16:33.755179] [INFO ] [sig       ] [260/3585] Completed ASH in 0.3s | 2.92 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-16T20:16:33.755217] [INFO ] [sig       ] [261/3585] Forecasting ASIX...
[2025-12-16T20:16:33.755247] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-16T20:16:33.755277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-16T20:16:33.766875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-16T20:16:33.767199] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-16T20:16:33.767969] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-16T20:16:33.768020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:33.768053] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:33.768080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:33.768135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:33.828996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:33.829796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:33.829883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:33.829918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:33.954625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:33.954800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:33.954842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:33.954872] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:33.958265] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=80.37%)
[2025-12-16T20:16:33.958531] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-16T20:16:33.958670] [INFO ] [sig       ] ASIX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:34.151171] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ASIX.txt
[2025-12-16T20:16:34.151351] [INFO ] [sig       ] [261/3585] Completed ASIX in 0.4s | 2.92 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-16T20:16:34.151392] [INFO ] [sig       ] [262/3585] Forecasting ASLE...
[2025-12-16T20:16:34.151423] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-16T20:16:34.151453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-16T20:16:34.162924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-16T20:16:34.163243] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-16T20:16:34.164046] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-16T20:16:34.164098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:34.164130] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:34.164157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:34.164213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:34.222679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:34.223536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:34.223665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:34.223724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:34.344543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:34.344723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:34.344772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:34.344809] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:34.348821] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: UP (p=82.23%)
[2025-12-16T20:16:34.349230] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-16T20:16:34.349373] [INFO ] [sig       ] ASLE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:34.496257] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ASLE.txt
[2025-12-16T20:16:34.496390] [INFO ] [sig       ] [262/3585] Completed ASLE in 0.3s | 2.92 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-16T20:16:34.496429] [INFO ] [sig       ] [263/3585] Forecasting ASMB...
[2025-12-16T20:16:34.496459] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-16T20:16:34.496489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-16T20:16:34.507953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-16T20:16:34.508273] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-16T20:16:34.509047] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-16T20:16:34.509099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:34.509158] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:34.509191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:34.509248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:34.566028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:34.566682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:34.566761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:34.566796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:34.689492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:34.689661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:34.689710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:34.689746] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:34.693176] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: UP (p=72.76%)
[2025-12-16T20:16:34.693446] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-16T20:16:34.693588] [INFO ] [sig       ] ASMB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:34.836825] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ASMB.txt
[2025-12-16T20:16:34.836951] [INFO ] [sig       ] [263/3585] Completed ASMB in 0.3s | 2.92 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-16T20:16:34.836989] [INFO ] [sig       ] [264/3585] Forecasting ASML...
[2025-12-16T20:16:34.837019] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-16T20:16:34.837048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-16T20:16:34.848707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-16T20:16:34.849036] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-16T20:16:34.849886] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-16T20:16:34.849938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:34.849970] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:34.849997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:34.850053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:34.907655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:34.908286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:34.908366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:34.908400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:35.033153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:35.033304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:35.033344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:35.033374] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:35.036664] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: DOWN (p=16.44%)
[2025-12-16T20:16:35.036932] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-16T20:16:35.037054] [INFO ] [sig       ] ASML: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:35.178279] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ASML.txt
[2025-12-16T20:16:35.178406] [INFO ] [sig       ] [264/3585] Completed ASML in 0.3s | 2.92 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-16T20:16:35.178446] [INFO ] [sig       ] [265/3585] Forecasting ASND...
[2025-12-16T20:16:35.178477] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-16T20:16:35.178508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-16T20:16:35.190240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-16T20:16:35.190630] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-16T20:16:35.191508] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-16T20:16:35.191615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:35.191680] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:35.191710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:35.191776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:35.249524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:35.250399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:35.250484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:35.250518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:35.376944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:35.377111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:35.377157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:35.377187] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:35.380850] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-12-16T20:16:35.381137] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-16T20:16:35.381274] [INFO ] [sig       ] ASND: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:35.524963] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ASND.txt
[2025-12-16T20:16:35.525089] [INFO ] [sig       ] [265/3585] Completed ASND in 0.3s | 2.92 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-16T20:16:35.525129] [INFO ] [sig       ] [266/3585] Forecasting ASNS...
[2025-12-16T20:16:35.525159] [INFO ] [sig       ] Generating forecast for: ASNS
[2025-12-16T20:16:35.525187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'.
[2025-12-16T20:16:35.536552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASNS'.
[2025-12-16T20:16:35.536924] [INFO ] [FORECASTER] Starting predict_future for ASNS
[2025-12-16T20:16:35.537702] [DEBUG] [LOCAL     ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt
[2025-12-16T20:16:35.537754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:35.537786] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:35.537813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:35.537869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:35.595793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:35.596469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:35.596553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:35.596603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:35.710558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:35.710733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:35.710775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:35.710805] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:35.714299] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: UP (p=90.36%)
[2025-12-16T20:16:35.714590] [INFO ] [FORECASTER] Completed predict_future for ASNS
[2025-12-16T20:16:35.714730] [INFO ] [sig       ] ASNS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:35.855406] [INFO ] [LOCAL     ] Saved forecast: ASNS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ASNS.txt
[2025-12-16T20:16:35.855543] [INFO ] [sig       ] [266/3585] Completed ASNS in 0.3s | 2.92 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-16T20:16:35.855601] [INFO ] [sig       ] [267/3585] Forecasting ASO...
[2025-12-16T20:16:35.855633] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-16T20:16:35.855664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-16T20:16:35.867271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-16T20:16:35.867641] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-16T20:16:35.868431] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-16T20:16:35.868483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:35.868518] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:35.868545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:35.868621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:35.925338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:35.925989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:35.926069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:35.926102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:36.045113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:36.045278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:36.045319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:36.045350] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:36.048788] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=6.43%)
[2025-12-16T20:16:36.049059] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-16T20:16:36.049211] [INFO ] [sig       ] ASO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:36.194784] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ASO.txt
[2025-12-16T20:16:36.194943] [INFO ] [sig       ] [267/3585] Completed ASO in 0.3s | 2.92 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-16T20:16:36.194985] [INFO ] [sig       ] [268/3585] Forecasting ASPI...
[2025-12-16T20:16:36.195017] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-16T20:16:36.195048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-16T20:16:36.308538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-16T20:16:36.308904] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-16T20:16:36.309742] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-16T20:16:36.309800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:36.309836] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:36.309895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:36.309963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:36.366511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:36.367333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:36.367426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:36.367460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:36.488857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:36.489041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:36.489089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:36.489176] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:36.492706] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-16T20:16:36.493000] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-16T20:16:36.493135] [INFO ] [sig       ] ASPI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:36.630638] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ASPI.txt
[2025-12-16T20:16:36.630774] [INFO ] [sig       ] [268/3585] Completed ASPI in 0.4s | 2.91 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-16T20:16:36.630823] [INFO ] [sig       ] [269/3585] Forecasting ASPN...
[2025-12-16T20:16:36.630853] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-16T20:16:36.630884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-16T20:16:36.642211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-16T20:16:36.642535] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-16T20:16:36.643311] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-16T20:16:36.643363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:36.643395] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:36.643421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:36.643477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:36.698506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:36.699170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:36.699250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:36.699283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:36.818778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:36.818933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:36.818971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:36.819000] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:36.822298] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=65.99%)
[2025-12-16T20:16:36.822560] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-16T20:16:36.822700] [INFO ] [sig       ] ASPN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:36.961669] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ASPN.txt
[2025-12-16T20:16:36.961796] [INFO ] [sig       ] [269/3585] Completed ASPN in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-16T20:16:36.961841] [INFO ] [sig       ] [270/3585] Forecasting ASPS...
[2025-12-16T20:16:36.961873] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-16T20:16:36.961903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-16T20:16:36.973284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-16T20:16:36.973632] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-16T20:16:36.974436] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-16T20:16:36.974487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:36.974519] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:36.974546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:36.974623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:37.030225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:37.030853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:37.030939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:37.030973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:37.145805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:37.145960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:37.146000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:37.146031] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:37.149360] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: UP (p=93.92%)
[2025-12-16T20:16:37.149664] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-16T20:16:37.149802] [INFO ] [sig       ] ASPS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:37.287047] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ASPS.txt
[2025-12-16T20:16:37.287198] [INFO ] [sig       ] [270/3585] Completed ASPS in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-16T20:16:37.287237] [INFO ] [sig       ] [271/3585] Forecasting ASTE...
[2025-12-16T20:16:37.287268] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-16T20:16:37.287300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-16T20:16:37.298782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-16T20:16:37.299162] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-16T20:16:37.299949] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-16T20:16:37.300000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:37.300032] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:37.300058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:37.300114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:37.355825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:37.356666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:37.356752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:37.356784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:37.476046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:37.476201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:37.476241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:37.476280] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:37.479706] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: UP (p=94.64%)
[2025-12-16T20:16:37.480006] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-16T20:16:37.480132] [INFO ] [sig       ] ASTE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:37.619319] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ASTE.txt
[2025-12-16T20:16:37.619475] [INFO ] [sig       ] [271/3585] Completed ASTE in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 18.9m
[2025-12-16T20:16:37.619516] [INFO ] [sig       ] [272/3585] Forecasting ASTH...
[2025-12-16T20:16:37.619548] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-16T20:16:37.619598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-16T20:16:37.630941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-16T20:16:37.631288] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-16T20:16:37.632089] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-16T20:16:37.632141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:37.632175] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:37.632203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:37.632260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:37.689319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:37.690007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:37.690085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:37.690117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:37.808743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:37.808892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:37.808947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:37.808976] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:37.812318] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: UP (p=76.57%)
[2025-12-16T20:16:37.812598] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-16T20:16:37.812725] [INFO ] [sig       ] ASTH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:37.950108] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ASTH.txt
[2025-12-16T20:16:37.950235] [INFO ] [sig       ] [272/3585] Completed ASTH in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-16T20:16:37.950275] [INFO ] [sig       ] [273/3585] Forecasting ASTI...
[2025-12-16T20:16:37.950305] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-16T20:16:37.950335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-16T20:16:37.961766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-16T20:16:37.962099] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-16T20:16:37.962894] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-16T20:16:37.962947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:37.962980] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:37.963008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:37.963064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:38.018800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:38.019435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:38.019517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:38.019550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:38.136455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:38.136614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:38.136653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:38.136683] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:38.140174] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: DOWN (p=30.08%)
[2025-12-16T20:16:38.140443] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-16T20:16:38.140565] [INFO ] [sig       ] ASTI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:38.278760] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ASTI.txt
[2025-12-16T20:16:38.278916] [INFO ] [sig       ] [273/3585] Completed ASTI in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-16T20:16:38.278955] [INFO ] [sig       ] [274/3585] Forecasting ASTL...
[2025-12-16T20:16:38.278984] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-16T20:16:38.279014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-16T20:16:38.290892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-12-16T20:16:38.291281] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-16T20:16:38.292105] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-16T20:16:38.292159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:38.292192] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:38.292218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:38.292274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:38.349408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:38.350296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:38.350377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:38.350410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:38.470165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:38.470322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:38.470370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:38.470400] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:38.473904] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: DOWN (p=27.10%)
[2025-12-16T20:16:38.474194] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-16T20:16:38.474322] [INFO ] [sig       ] ASTL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:38.618088] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ASTL.txt
[2025-12-16T20:16:38.618262] [INFO ] [sig       ] [274/3585] Completed ASTL in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-16T20:16:38.618309] [INFO ] [sig       ] [275/3585] Forecasting ASTS...
[2025-12-16T20:16:38.618342] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-16T20:16:38.618373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-16T20:16:38.630240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-16T20:16:38.630653] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-16T20:16:38.631497] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-16T20:16:38.631550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:38.631603] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:38.631634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:38.631692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:38.692739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:38.693775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:38.693894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:38.693928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:38.819167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:38.819335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:38.819375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:38.819406] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:38.822899] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-16T20:16:38.823206] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-16T20:16:38.823342] [INFO ] [sig       ] ASTS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:38.967070] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ASTS.txt
[2025-12-16T20:16:38.967230] [INFO ] [sig       ] [275/3585] Completed ASTS in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-16T20:16:38.967270] [INFO ] [sig       ] [276/3585] Forecasting ASX...
[2025-12-16T20:16:38.967300] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-16T20:16:38.967329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-16T20:16:38.983488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-16T20:16:38.983900] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-16T20:16:38.984689] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-16T20:16:38.984746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:38.984799] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:38.984833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:38.984901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:39.042678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:39.043564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:39.043667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:39.043700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:39.181776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:39.181949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:39.181992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:39.182023] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:39.186003] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=13.73%)
[2025-12-16T20:16:39.186312] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-16T20:16:39.186470] [INFO ] [sig       ] ASX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:39.328797] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ASX.txt
[2025-12-16T20:16:39.328928] [INFO ] [sig       ] [276/3585] Completed ASX in 0.4s | 2.91 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-16T20:16:39.328973] [INFO ] [sig       ] [277/3585] Forecasting ASYS...
[2025-12-16T20:16:39.329004] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-16T20:16:39.329034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-16T20:16:39.340004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-16T20:16:39.340396] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-16T20:16:39.341188] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-16T20:16:39.341240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:39.341272] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:39.341320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:39.341377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:39.398868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:39.399790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:39.399876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:39.399911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:39.523415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:39.523589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:39.523633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:39.523663] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:39.527130] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: DOWN (p=35.11%)
[2025-12-16T20:16:39.527431] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-16T20:16:39.527570] [INFO ] [sig       ] ASYS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:39.668587] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ASYS.txt
[2025-12-16T20:16:39.668728] [INFO ] [sig       ] [277/3585] Completed ASYS in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-16T20:16:39.668767] [INFO ] [sig       ] [278/3585] Forecasting ATAI...
[2025-12-16T20:16:39.668799] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-16T20:16:39.668831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-16T20:16:39.680443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-16T20:16:39.680832] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-16T20:16:39.681640] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-16T20:16:39.681693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:39.681728] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:39.681756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:39.681813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:39.739795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:39.740449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:39.740531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:39.740564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:39.860861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:39.861038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:39.861079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:39.861107] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:39.864550] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=0.21%)
[2025-12-16T20:16:39.864860] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-16T20:16:39.864996] [INFO ] [sig       ] ATAI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:40.005074] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ATAI.txt
[2025-12-16T20:16:40.005248] [INFO ] [sig       ] [278/3585] Completed ATAI in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-16T20:16:40.005289] [INFO ] [sig       ] [279/3585] Forecasting ATEC...
[2025-12-16T20:16:40.005320] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-16T20:16:40.005350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-16T20:16:40.016616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-16T20:16:40.016968] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-16T20:16:40.017735] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-16T20:16:40.017787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:40.017819] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:40.017846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:40.017902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:40.074713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:40.075408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:40.075512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:40.075549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:40.195387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:40.195541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:40.195597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:40.195629] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:40.198927] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: UP (p=80.19%)
[2025-12-16T20:16:40.199217] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-16T20:16:40.199338] [INFO ] [sig       ] ATEC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:40.335489] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ATEC.txt
[2025-12-16T20:16:40.335640] [INFO ] [sig       ] [279/3585] Completed ATEC in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-16T20:16:40.335683] [INFO ] [sig       ] [280/3585] Forecasting ATEN...
[2025-12-16T20:16:40.335720] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-16T20:16:40.335752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-16T20:16:40.347395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-12-16T20:16:40.347761] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-16T20:16:40.348533] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-16T20:16:40.348609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:40.348645] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:40.348673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:40.348734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:40.405690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:40.406371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:40.406450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:40.406483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:40.531367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:40.531528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:40.531584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:40.531617] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:40.535125] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=81.12%)
[2025-12-16T20:16:40.535395] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-16T20:16:40.535521] [INFO ] [sig       ] ATEN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:40.673349] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ATEN.txt
[2025-12-16T20:16:40.673488] [INFO ] [sig       ] [280/3585] Completed ATEN in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-16T20:16:40.673527] [INFO ] [sig       ] [281/3585] Forecasting ATEX...
[2025-12-16T20:16:40.673558] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-16T20:16:40.673605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-16T20:16:40.684978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-16T20:16:40.685324] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-16T20:16:40.686141] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-16T20:16:40.686194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:40.686227] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:40.686256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:40.686313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:40.745010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:40.745707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:40.745802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:40.745838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:40.862942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:40.863093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:40.863134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:40.863164] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:40.866493] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: DOWN (p=34.57%)
[2025-12-16T20:16:40.866777] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-16T20:16:40.866899] [INFO ] [sig       ] ATEX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:41.003524] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ATEX.txt
[2025-12-16T20:16:41.003669] [INFO ] [sig       ] [281/3585] Completed ATEX in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-16T20:16:41.003708] [INFO ] [sig       ] [282/3585] Forecasting ATGE...
[2025-12-16T20:16:41.003741] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-16T20:16:41.003770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-16T20:16:41.014975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-16T20:16:41.015317] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-16T20:16:41.016095] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-16T20:16:41.016147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:41.016204] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:41.016232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:41.016289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:41.071915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:41.072617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:41.072696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:41.072728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:41.186308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:41.186464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:41.186502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:41.186530] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:41.189862] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-16T20:16:41.190123] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-16T20:16:41.190242] [INFO ] [sig       ] ATGE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:41.329859] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ATGE.txt
[2025-12-16T20:16:41.329995] [INFO ] [sig       ] [282/3585] Completed ATGE in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-16T20:16:41.330035] [INFO ] [sig       ] [283/3585] Forecasting ATHA...
[2025-12-16T20:16:41.330065] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-16T20:16:41.330094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-16T20:16:41.340823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-16T20:16:41.341173] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-16T20:16:41.341951] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-16T20:16:41.342003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:41.342035] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:41.342062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:41.342118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:41.397636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:41.398299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:41.398378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:41.398410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:41.520688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:41.520842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:41.520886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:41.520930] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:41.524221] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: UP (p=58.30%)
[2025-12-16T20:16:41.524491] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-16T20:16:41.524633] [INFO ] [sig       ] ATHA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:41.662726] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ATHA.txt
[2025-12-16T20:16:41.662892] [INFO ] [sig       ] [283/3585] Completed ATHA in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-16T20:16:41.662932] [INFO ] [sig       ] [284/3585] Forecasting ATHM...
[2025-12-16T20:16:41.662961] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-16T20:16:41.662991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-16T20:16:41.674149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-16T20:16:41.674483] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-16T20:16:41.675303] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-16T20:16:41.675355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:41.675388] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:41.675415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:41.675470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:41.731451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:41.732122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:41.732199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:41.732232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:41.849198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:41.849351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:41.849390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:41.849418] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:41.852767] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-12-16T20:16:41.853046] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-16T20:16:41.853164] [INFO ] [sig       ] ATHM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:41.993801] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ATHM.txt
[2025-12-16T20:16:41.993948] [INFO ] [sig       ] [284/3585] Completed ATHM in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-16T20:16:41.993987] [INFO ] [sig       ] [285/3585] Forecasting ATI...
[2025-12-16T20:16:41.994018] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-16T20:16:41.994050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-16T20:16:42.005017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-16T20:16:42.005400] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-16T20:16:42.006216] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-16T20:16:42.006272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:42.006304] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:42.006330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:42.006385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:42.062970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:42.063820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:42.063940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:42.063976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:42.185819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:42.185974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:42.186011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:42.186071] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:42.189464] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=88.85%)
[2025-12-16T20:16:42.189759] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-16T20:16:42.189885] [INFO ] [sig       ] ATI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:42.325834] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ATI.txt
[2025-12-16T20:16:42.325988] [INFO ] [sig       ] [285/3585] Completed ATI in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-16T20:16:42.326028] [INFO ] [sig       ] [286/3585] Forecasting ATLC...
[2025-12-16T20:16:42.326059] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-16T20:16:42.326089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-16T20:16:42.337216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-16T20:16:42.337609] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-16T20:16:42.338357] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-16T20:16:42.338409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:42.338440] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:42.338467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:42.338523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:42.394181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:42.395028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:42.395110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:42.395143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:42.513388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:42.513549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:42.513617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:42.513648] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:42.516969] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=24.42%)
[2025-12-16T20:16:42.517233] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-16T20:16:42.517355] [INFO ] [sig       ] ATLC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:42.659715] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ATLC.txt
[2025-12-16T20:16:42.659888] [INFO ] [sig       ] [286/3585] Completed ATLC in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 18.8m
[2025-12-16T20:16:42.659930] [INFO ] [sig       ] [287/3585] Forecasting ATLCZ...
[2025-12-16T20:16:42.659960] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-16T20:16:42.659989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-16T20:16:42.671648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-16T20:16:42.672042] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-16T20:16:42.672868] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-16T20:16:42.672923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:42.672954] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:42.672992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:42.673049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:42.731120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:42.731987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:42.732072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:42.732106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:42.849620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:42.849776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:42.849817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:42.849850] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:42.853246] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: DOWN (p=49.02%)
[2025-12-16T20:16:42.853513] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-16T20:16:42.853656] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:42.993849] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ATLCZ.txt
[2025-12-16T20:16:42.994001] [INFO ] [sig       ] [287/3585] Completed ATLCZ in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 18.8m
[2025-12-16T20:16:42.994040] [INFO ] [sig       ] [288/3585] Forecasting ATLO...
[2025-12-16T20:16:42.994071] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-16T20:16:42.994101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-16T20:16:43.004905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-16T20:16:43.005252] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-16T20:16:43.006021] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-16T20:16:43.006084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:43.006124] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:43.006152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:43.006208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:43.062321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:43.063189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:43.063276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:43.063310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:43.168815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:43.168967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:43.169007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:43.169036] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:43.172854] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=71.53%)
[2025-12-16T20:16:43.173318] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-16T20:16:43.173505] [INFO ] [sig       ] ATLO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:43.318197] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ATLO.txt
[2025-12-16T20:16:43.318384] [INFO ] [sig       ] [288/3585] Completed ATLO in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 18.8m
[2025-12-16T20:16:43.318431] [INFO ] [sig       ] [289/3585] Forecasting ATNI...
[2025-12-16T20:16:43.318465] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-16T20:16:43.318497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-16T20:16:43.330234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-16T20:16:43.330601] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-16T20:16:43.331483] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-16T20:16:43.331545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:43.331598] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:43.331629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:43.331686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:43.389303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:43.390213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:43.390310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:43.390347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:43.514394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:43.514541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:43.514601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:43.514633] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:43.518064] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: UP (p=96.23%)
[2025-12-16T20:16:43.518346] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-16T20:16:43.518468] [INFO ] [sig       ] ATNI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:43.658147] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ATNI.txt
[2025-12-16T20:16:43.658287] [INFO ] [sig       ] [289/3585] Completed ATNI in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-16T20:16:43.658327] [INFO ] [sig       ] [290/3585] Forecasting ATO...
[2025-12-16T20:16:43.658357] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-16T20:16:43.658387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-16T20:16:43.670130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-16T20:16:43.670506] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-16T20:16:43.671326] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-16T20:16:43.671378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:43.671410] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:43.671437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:43.671493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:43.728718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:43.729440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:43.729523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:43.729554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:43.855656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:43.855805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:43.855848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:43.855878] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:43.859327] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-12-16T20:16:43.859614] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-16T20:16:43.859737] [INFO ] [sig       ] ATO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:44.001037] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ATO.txt
[2025-12-16T20:16:44.001191] [INFO ] [sig       ] [290/3585] Completed ATO in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-16T20:16:44.001232] [INFO ] [sig       ] [291/3585] Forecasting ATOM...
[2025-12-16T20:16:44.001262] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-16T20:16:44.001297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-16T20:16:44.013003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-16T20:16:44.013401] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-16T20:16:44.014207] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-16T20:16:44.014259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:44.014290] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:44.014316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:44.014371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:44.070366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:44.071125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:44.071206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:44.071240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:44.194911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:44.195071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:44.195113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:44.195143] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:44.198818] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=95.20%)
[2025-12-16T20:16:44.199087] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-16T20:16:44.199220] [INFO ] [sig       ] ATOM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:44.337821] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ATOM.txt
[2025-12-16T20:16:44.337954] [INFO ] [sig       ] [291/3585] Completed ATOM in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-16T20:16:44.337993] [INFO ] [sig       ] [292/3585] Forecasting ATRA...
[2025-12-16T20:16:44.338022] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-12-16T20:16:44.338052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-12-16T20:16:44.349275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-12-16T20:16:44.349657] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-12-16T20:16:44.350440] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-12-16T20:16:44.350491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:44.350523] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:44.350550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:44.350625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:44.407760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:44.408550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:44.408681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:44.408717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:44.530101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:44.530258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:44.530297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:44.530324] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:44.533752] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: UP (p=85.01%)
[2025-12-16T20:16:44.534027] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-12-16T20:16:44.534149] [INFO ] [sig       ] ATRA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:44.675690] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ATRA.txt
[2025-12-16T20:16:44.675939] [INFO ] [sig       ] [292/3585] Completed ATRA in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-16T20:16:44.675999] [INFO ] [sig       ] [293/3585] Forecasting ATRC...
[2025-12-16T20:16:44.676032] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-16T20:16:44.676064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-16T20:16:44.687461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-16T20:16:44.687821] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-16T20:16:44.688653] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-16T20:16:44.688706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:44.688740] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:44.688768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:44.688826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:44.746296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:44.747272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:44.747361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:44.747394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:44.884703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:44.884893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:44.884956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:44.885003] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:44.890543] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: UP (p=59.21%)
[2025-12-16T20:16:44.891053] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-16T20:16:44.891242] [INFO ] [sig       ] ATRC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:45.057843] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ATRC.txt
[2025-12-16T20:16:45.057997] [INFO ] [sig       ] [293/3585] Completed ATRC in 0.4s | 2.92 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-16T20:16:45.058040] [INFO ] [sig       ] [294/3585] Forecasting ATRO...
[2025-12-16T20:16:45.058069] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-16T20:16:45.058098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-16T20:16:45.069672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-16T20:16:45.070018] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-16T20:16:45.070816] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-16T20:16:45.070871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:45.070912] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:45.070947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:45.071018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:45.127951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:45.128553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:45.128649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:45.128683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:45.252723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:45.252880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:45.252919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:45.252966] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:45.256402] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: DOWN (p=23.27%)
[2025-12-16T20:16:45.256706] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-16T20:16:45.256832] [INFO ] [sig       ] ATRO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:45.398314] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ATRO.txt
[2025-12-16T20:16:45.398451] [INFO ] [sig       ] [294/3585] Completed ATRO in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-16T20:16:45.398496] [INFO ] [sig       ] [295/3585] Forecasting ATXS...
[2025-12-16T20:16:45.398526] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-16T20:16:45.398555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-16T20:16:45.410410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-16T20:16:45.410764] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-16T20:16:45.411529] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-16T20:16:45.411606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:45.411643] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:45.411672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:45.411728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:45.469498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:45.470155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:45.470234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:45.470267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:45.589684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:45.589824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:45.589862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:45.589898] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:45.593182] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: UP (p=95.79%)
[2025-12-16T20:16:45.593446] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-16T20:16:45.593567] [INFO ] [sig       ] ATXS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:45.730084] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ATXS.txt
[2025-12-16T20:16:45.730215] [INFO ] [sig       ] [295/3585] Completed ATXS in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-16T20:16:45.730253] [INFO ] [sig       ] [296/3585] Forecasting AUB...
[2025-12-16T20:16:45.730283] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-16T20:16:45.730313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-16T20:16:45.741308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-16T20:16:45.741648] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-16T20:16:45.742389] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-16T20:16:45.742440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:45.742472] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:45.742499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:45.742554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:45.798734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:45.799361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:45.799438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:45.799471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:45.917478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:45.917618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:45.917658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:45.917686] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:45.920925] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=30.76%)
[2025-12-16T20:16:45.921221] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-16T20:16:45.921351] [INFO ] [sig       ] AUB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:46.060807] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AUB.txt
[2025-12-16T20:16:46.060935] [INFO ] [sig       ] [296/3585] Completed AUB in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-16T20:16:46.060976] [INFO ] [sig       ] [297/3585] Forecasting AUDC...
[2025-12-16T20:16:46.061005] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-16T20:16:46.061034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-16T20:16:46.072534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-16T20:16:46.072949] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-16T20:16:46.073792] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-16T20:16:46.073848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:46.073882] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:46.073910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:46.073975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:46.128988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:46.129830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:46.129912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:46.129945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:46.245436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:46.245593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:46.245634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:46.245662] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:46.248904] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: UP (p=62.36%)
[2025-12-16T20:16:46.249210] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-16T20:16:46.249334] [INFO ] [sig       ] AUDC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:46.386024] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AUDC.txt
[2025-12-16T20:16:46.386177] [INFO ] [sig       ] [297/3585] Completed AUDC in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-16T20:16:46.386215] [INFO ] [sig       ] [298/3585] Forecasting AUID...
[2025-12-16T20:16:46.386245] [INFO ] [sig       ] Generating forecast for: AUID
[2025-12-16T20:16:46.386276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUID' from 'https://tdm.silogroup.org/data/derivative_storage/AUID.csv'.
[2025-12-16T20:16:46.397241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUID'.
[2025-12-16T20:16:46.397609] [INFO ] [FORECASTER] Starting predict_future for AUID
[2025-12-16T20:16:46.398366] [DEBUG] [LOCAL     ] No optimal features file found for AUID: ./output/feature-sets/AUID.txt
[2025-12-16T20:16:46.398418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:46.398451] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:46.398477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:46.398559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:46.453607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:46.454262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:46.454341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:46.454374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:46.578878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:46.579037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:46.579076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:46.579106] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:46.582457] [DEBUG] [FORECASTER] AUID: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2025-12-16T20:16:46.582747] [INFO ] [FORECASTER] Completed predict_future for AUID
[2025-12-16T20:16:46.582869] [INFO ] [sig       ] AUID: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:46.717413] [INFO ] [LOCAL     ] Saved forecast: AUID	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AUID.txt
[2025-12-16T20:16:46.717558] [INFO ] [sig       ] [298/3585] Completed AUID in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-16T20:16:46.717618] [INFO ] [sig       ] [299/3585] Forecasting AUPH...
[2025-12-16T20:16:46.717649] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-16T20:16:46.717678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-16T20:16:46.733794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-16T20:16:46.734227] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-16T20:16:46.735044] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-16T20:16:46.735290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:46.735349] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:46.735377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:46.735434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:46.793036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:46.793779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:46.793879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:46.793914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:46.911308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:46.911463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:46.911503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:46.911532] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:46.914868] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=38.50%)
[2025-12-16T20:16:46.915143] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-16T20:16:46.915267] [INFO ] [sig       ] AUPH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:47.049549] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AUPH.txt
[2025-12-16T20:16:47.049703] [INFO ] [sig       ] [299/3585] Completed AUPH in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-16T20:16:47.049742] [INFO ] [sig       ] [300/3585] Forecasting AURA...
[2025-12-16T20:16:47.049771] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-16T20:16:47.049801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-16T20:16:47.061016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-16T20:16:47.061382] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-16T20:16:47.062156] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-16T20:16:47.062219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:47.062252] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:47.062280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:47.062336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:47.118056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:47.118806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:47.118886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:47.118918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:47.237815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:47.237972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:47.238012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:47.238040] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:47.241590] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=66.96%)
[2025-12-16T20:16:47.241868] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-16T20:16:47.241991] [INFO ] [sig       ] AURA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:47.378383] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AURA.txt
[2025-12-16T20:16:47.378525] [INFO ] [sig       ] [300/3585] Completed AURA in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.7m
[2025-12-16T20:16:47.378565] [INFO ] [sig       ] [301/3585] Forecasting AUTL...
[2025-12-16T20:16:47.378613] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-16T20:16:47.378643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-16T20:16:47.390634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-16T20:16:47.391014] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-16T20:16:47.391801] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-16T20:16:47.391853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:47.391885] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:47.391915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:47.391985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:47.451070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:47.451937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:47.452018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:47.452050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:47.580162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:47.580338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:47.580379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:47.580409] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:47.583863] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-12-16T20:16:47.584174] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-16T20:16:47.584300] [INFO ] [sig       ] AUTL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:47.722411] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AUTL.txt
[2025-12-16T20:16:47.722553] [INFO ] [sig       ] [301/3585] Completed AUTL in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.7m
[2025-12-16T20:16:47.722611] [INFO ] [sig       ] [302/3585] Forecasting AVA...
[2025-12-16T20:16:47.722642] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-16T20:16:47.722673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-16T20:16:47.734361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-16T20:16:47.734742] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-16T20:16:47.735546] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-16T20:16:47.735617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:47.735651] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:47.735677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:47.735743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:47.792511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:47.793222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:47.793304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:47.793338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:47.905164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:47.905313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:47.905361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:47.905422] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:47.908817] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=21.27%)
[2025-12-16T20:16:47.909145] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-16T20:16:47.909278] [INFO ] [sig       ] AVA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:48.047172] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AVA.txt
[2025-12-16T20:16:48.047291] [INFO ] [sig       ] [302/3585] Completed AVA in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.7m
[2025-12-16T20:16:48.047330] [INFO ] [sig       ] [303/3585] Forecasting AVAH...
[2025-12-16T20:16:48.047360] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-16T20:16:48.047389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-16T20:16:48.059149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-16T20:16:48.059484] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-16T20:16:48.060261] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-16T20:16:48.060313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:48.060345] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:48.060371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:48.060426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:48.117173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:48.117780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:48.117860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:48.117893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:48.237227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:48.237407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:48.237458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:48.237487] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:48.240886] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: UP (p=71.99%)
[2025-12-16T20:16:48.241154] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-16T20:16:48.241274] [INFO ] [sig       ] AVAH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:48.378678] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AVAH.txt
[2025-12-16T20:16:48.378797] [INFO ] [sig       ] [303/3585] Completed AVAH in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.7m
[2025-12-16T20:16:48.378835] [INFO ] [sig       ] [304/3585] Forecasting AVAL...
[2025-12-16T20:16:48.378864] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-16T20:16:48.378894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-16T20:16:48.389898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-16T20:16:48.390218] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-16T20:16:48.391007] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-16T20:16:48.391061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:48.391093] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:48.391119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:48.391175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:48.447624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:48.448241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:48.448318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:48.448350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:48.566388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:48.566540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:48.566596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:48.566628] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:48.569930] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=81.04%)
[2025-12-16T20:16:48.570226] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-16T20:16:48.570346] [INFO ] [sig       ] AVAL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:48.710144] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AVAL.txt
[2025-12-16T20:16:48.710295] [INFO ] [sig       ] [304/3585] Completed AVAL in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.7m
[2025-12-16T20:16:48.710335] [INFO ] [sig       ] [305/3585] Forecasting AVB...
[2025-12-16T20:16:48.710364] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-16T20:16:48.710395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-16T20:16:48.721923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-16T20:16:48.722292] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-16T20:16:48.723105] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-16T20:16:48.723166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:48.723197] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:48.723223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:48.723279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:48.779045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:48.779815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:48.779894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:48.779927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:48.902156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:48.902337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:48.902382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:48.902412] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:48.905845] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: DOWN (p=38.95%)
[2025-12-16T20:16:48.906138] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-16T20:16:48.906263] [INFO ] [sig       ] AVB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:49.042105] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AVB.txt
[2025-12-16T20:16:49.042234] [INFO ] [sig       ] [305/3585] Completed AVB in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.7m
[2025-12-16T20:16:49.042272] [INFO ] [sig       ] [306/3585] Forecasting AVBP...
[2025-12-16T20:16:49.042301] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-16T20:16:49.042330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-16T20:16:49.053548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-16T20:16:49.053889] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-16T20:16:49.054676] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-16T20:16:49.054728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:49.054760] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:49.054787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:49.054842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:49.111084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:49.111715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:49.111791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:49.111822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:49.229992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:49.230155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:49.230195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:49.230224] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:49.233491] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=19.36%)
[2025-12-16T20:16:49.233771] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-16T20:16:49.233894] [INFO ] [sig       ] AVBP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:49.369063] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AVBP.txt
[2025-12-16T20:16:49.369202] [INFO ] [sig       ] [306/3585] Completed AVBP in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.7m
[2025-12-16T20:16:49.369241] [INFO ] [sig       ] [307/3585] Forecasting AVD...
[2025-12-16T20:16:49.369270] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-16T20:16:49.369298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-16T20:16:49.380144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-16T20:16:49.380464] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-16T20:16:49.381228] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-16T20:16:49.381280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:49.381312] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:49.381338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:49.381394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:49.437415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:49.438031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:49.438110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:49.438142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:49.557929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:49.558114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:49.558170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:49.558202] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:49.561763] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=76.78%)
[2025-12-16T20:16:49.562064] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-16T20:16:49.562197] [INFO ] [sig       ] AVD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:49.699214] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AVD.txt
[2025-12-16T20:16:49.699388] [INFO ] [sig       ] [307/3585] Completed AVD in 0.3s | 2.92 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-16T20:16:49.699430] [INFO ] [sig       ] [308/3585] Forecasting AVDL...
[2025-12-16T20:16:49.699458] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-16T20:16:49.699487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-16T20:16:49.712752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-16T20:16:49.713132] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-16T20:16:49.713904] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-16T20:16:49.713957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:49.713988] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:49.714015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:49.714076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:49.770204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:49.771103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:49.771191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:49.771223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:49.896489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:49.896658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:49.896696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:49.896724] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:49.900083] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: DOWN (p=9.36%)
[2025-12-16T20:16:49.900344] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-16T20:16:49.900467] [INFO ] [sig       ] AVDL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:50.037472] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AVDL.txt
[2025-12-16T20:16:50.037604] [INFO ] [sig       ] [308/3585] Completed AVDL in 0.3s | 2.92 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-16T20:16:50.037644] [INFO ] [sig       ] [309/3585] Forecasting AVGO...
[2025-12-16T20:16:50.037673] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-16T20:16:50.037702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-16T20:16:50.049524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-16T20:16:50.049888] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-16T20:16:50.050656] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-16T20:16:50.050708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:50.050739] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:50.050769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:50.050825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:50.108275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:50.108880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:50.108980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:50.109013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:50.233645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:50.233804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:50.233843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:50.233872] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:50.237488] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: DOWN (p=26.58%)
[2025-12-16T20:16:50.237778] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-16T20:16:50.237902] [INFO ] [sig       ] AVGO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:50.373931] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AVGO.txt
[2025-12-16T20:16:50.374056] [INFO ] [sig       ] [309/3585] Completed AVGO in 0.3s | 2.92 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-16T20:16:50.374094] [INFO ] [sig       ] [310/3585] Forecasting AVGX...
[2025-12-16T20:16:50.374123] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-16T20:16:50.374152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-16T20:16:50.385643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-16T20:16:50.385971] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-16T20:16:50.386733] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-16T20:16:50.386786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:50.386822] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:50.386848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:50.386904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:50.443340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:50.443960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:50.444037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:50.444069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:50.561758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:50.561897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:50.561934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:50.561962] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:50.565226] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: UP (p=84.01%)
[2025-12-16T20:16:50.565487] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-16T20:16:50.565628] [INFO ] [sig       ] AVGX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:50.701604] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AVGX.txt
[2025-12-16T20:16:50.701714] [INFO ] [sig       ] [310/3585] Completed AVGX in 0.3s | 2.92 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-16T20:16:50.701752] [INFO ] [sig       ] [311/3585] Forecasting AVK...
[2025-12-16T20:16:50.701781] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-16T20:16:50.701811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-16T20:16:50.713127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-16T20:16:50.713444] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-16T20:16:50.714212] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-16T20:16:50.714263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:50.714305] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:50.714333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:50.714389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:50.770358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:50.770980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:50.771071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:50.771110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:50.886825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:50.886981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:50.887021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:50.887050] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:50.890438] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=91.16%)
[2025-12-16T20:16:50.890722] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-16T20:16:50.890844] [INFO ] [sig       ] AVK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:51.025986] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AVK.txt
[2025-12-16T20:16:51.026097] [INFO ] [sig       ] [311/3585] Completed AVK in 0.3s | 2.92 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-16T20:16:51.026135] [INFO ] [sig       ] [312/3585] Forecasting AVNS...
[2025-12-16T20:16:51.026164] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-16T20:16:51.026193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-16T20:16:51.037248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-16T20:16:51.037562] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-16T20:16:51.038313] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-16T20:16:51.038364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:51.038395] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:51.038421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:51.038476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:51.093821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:51.094434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:51.094514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:51.094548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:51.212438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:51.212607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:51.212646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:51.212675] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:51.215940] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: DOWN (p=43.15%)
[2025-12-16T20:16:51.216201] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-16T20:16:51.216323] [INFO ] [sig       ] AVNS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:51.351014] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AVNS.txt
[2025-12-16T20:16:51.351158] [INFO ] [sig       ] [312/3585] Completed AVNS in 0.3s | 2.92 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-16T20:16:51.351197] [INFO ] [sig       ] [313/3585] Forecasting AVO...
[2025-12-16T20:16:51.351227] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-16T20:16:51.351256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-16T20:16:51.362441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-16T20:16:51.362792] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-16T20:16:51.363529] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-16T20:16:51.363600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:51.363635] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:51.363662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:51.363718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:51.418930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:51.419597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:51.419673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:51.419705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:51.536027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:51.536166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:51.536203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:51.536231] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:51.539495] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: DOWN (p=14.48%)
[2025-12-16T20:16:51.539779] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-16T20:16:51.539903] [INFO ] [sig       ] AVO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:51.677252] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AVO.txt
[2025-12-16T20:16:51.677369] [INFO ] [sig       ] [313/3585] Completed AVO in 0.3s | 2.92 sym/s | Total: 1.8m | ETA: 18.6m
[2025-12-16T20:16:51.677408] [INFO ] [sig       ] [314/3585] Forecasting AVTX...
[2025-12-16T20:16:51.677436] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-16T20:16:51.677466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-16T20:16:51.688373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-16T20:16:51.688723] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-16T20:16:51.689496] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-16T20:16:51.689547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:51.689598] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:51.689627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:51.689683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:51.745694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:51.746303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:51.746380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:51.746412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:51.864546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:51.864692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:51.864730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:51.864758] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:51.868062] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=30.07%)
[2025-12-16T20:16:51.868350] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-16T20:16:51.868468] [INFO ] [sig       ] AVTX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:52.007239] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AVTX.txt
[2025-12-16T20:16:52.007391] [INFO ] [sig       ] [314/3585] Completed AVTX in 0.3s | 2.92 sym/s | Total: 1.8m | ETA: 18.6m
[2025-12-16T20:16:52.007438] [INFO ] [sig       ] [315/3585] Forecasting AVXL...
[2025-12-16T20:16:52.007468] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-16T20:16:52.007498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-16T20:16:52.018860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-16T20:16:52.019211] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-16T20:16:52.019985] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-16T20:16:52.020037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:52.020075] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:52.020107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:52.020177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:52.076402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:52.077005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:52.077082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:52.077114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:52.192043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:52.192188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:52.192227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:52.192254] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:52.195534] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: UP (p=94.26%)
[2025-12-16T20:16:52.195819] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-16T20:16:52.195942] [INFO ] [sig       ] AVXL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:52.331625] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AVXL.txt
[2025-12-16T20:16:52.331736] [INFO ] [sig       ] [315/3585] Completed AVXL in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.6m
[2025-12-16T20:16:52.331774] [INFO ] [sig       ] [316/3585] Forecasting AVY...
[2025-12-16T20:16:52.331803] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-16T20:16:52.331832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-16T20:16:52.343914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-16T20:16:52.344247] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-16T20:16:52.345021] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-16T20:16:52.345071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:52.345128] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:52.345157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:52.345213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:52.401592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:52.402194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:52.402274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:52.402306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:52.517752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:52.517866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:52.517901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:52.517929] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:52.521126] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=7.75%)
[2025-12-16T20:16:52.521411] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-16T20:16:52.521544] [INFO ] [sig       ] AVY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:52.659515] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AVY.txt
[2025-12-16T20:16:52.659656] [INFO ] [sig       ] [316/3585] Completed AVY in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.6m
[2025-12-16T20:16:52.659697] [INFO ] [sig       ] [317/3585] Forecasting AWF...
[2025-12-16T20:16:52.659727] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-16T20:16:52.659757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-16T20:16:52.671835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-16T20:16:52.672200] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-16T20:16:52.673016] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-16T20:16:52.673067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:52.673098] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:52.673125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:52.673180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:52.729373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:52.730035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:52.730116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:52.730148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:52.851720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:52.851869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:52.851909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:52.851937] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:52.855320] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-12-16T20:16:52.855606] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-16T20:16:52.855731] [INFO ] [sig       ] AWF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:52.991755] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AWF.txt
[2025-12-16T20:16:52.991895] [INFO ] [sig       ] [317/3585] Completed AWF in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.6m
[2025-12-16T20:16:52.991935] [INFO ] [sig       ] [318/3585] Forecasting AWI...
[2025-12-16T20:16:52.991965] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-16T20:16:52.991995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-16T20:16:53.003620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-16T20:16:53.003987] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-16T20:16:53.004790] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-16T20:16:53.004843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:53.004887] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:53.004941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:53.005018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:53.061640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:53.062456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:53.062542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:53.062594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:53.181945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:53.182103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:53.182142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:53.182187] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:53.185870] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=64.39%)
[2025-12-16T20:16:53.186209] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-16T20:16:53.186351] [INFO ] [sig       ] AWI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:53.322985] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AWI.txt
[2025-12-16T20:16:53.323116] [INFO ] [sig       ] [318/3585] Completed AWI in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.6m
[2025-12-16T20:16:53.323154] [INFO ] [sig       ] [319/3585] Forecasting AWK...
[2025-12-16T20:16:53.323184] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-16T20:16:53.323215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-16T20:16:53.335298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-16T20:16:53.335655] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-16T20:16:53.336401] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-16T20:16:53.336452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:53.336483] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:53.336510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:53.336566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:53.392568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:53.393326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:53.393408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:53.393442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:53.512525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:53.512690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:53.512729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:53.512756] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:53.516204] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=15.37%)
[2025-12-16T20:16:53.516478] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-16T20:16:53.516626] [INFO ] [sig       ] AWK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:53.655180] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AWK.txt
[2025-12-16T20:16:53.655347] [INFO ] [sig       ] [319/3585] Completed AWK in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.6m
[2025-12-16T20:16:53.655386] [INFO ] [sig       ] [320/3585] Forecasting AWP...
[2025-12-16T20:16:53.655418] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-16T20:16:53.655446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-16T20:16:53.666744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-12-16T20:16:53.667122] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-16T20:16:53.667912] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-16T20:16:53.667964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:53.667996] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:53.668022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:53.668078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:53.723887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:53.724749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:53.724835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:53.724884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:53.842694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:53.842849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:53.842889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:53.842919] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:53.846555] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: UP (p=91.36%)
[2025-12-16T20:16:53.846878] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-16T20:16:53.847009] [INFO ] [sig       ] AWP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:53.986329] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AWP.txt
[2025-12-16T20:16:53.986473] [INFO ] [sig       ] [320/3585] Completed AWP in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.6m
[2025-12-16T20:16:53.986514] [INFO ] [sig       ] [321/3585] Forecasting AWRE...
[2025-12-16T20:16:53.986543] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-16T20:16:53.986589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-16T20:16:53.997467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-16T20:16:53.997828] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-16T20:16:53.998611] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-16T20:16:53.998664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:53.998695] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:53.998720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:53.998775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:54.054751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:54.055481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:54.055565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:54.055617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:54.167555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:54.167733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:54.167772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:54.167800] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:54.171125] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: DOWN (p=45.00%)
[2025-12-16T20:16:54.171385] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-16T20:16:54.171507] [INFO ] [sig       ] AWRE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:54.312878] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AWRE.txt
[2025-12-16T20:16:54.313020] [INFO ] [sig       ] [321/3585] Completed AWRE in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.6m
[2025-12-16T20:16:54.313058] [INFO ] [sig       ] [322/3585] Forecasting AXGN...
[2025-12-16T20:16:54.313089] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-16T20:16:54.313118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-16T20:16:54.325123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-16T20:16:54.325450] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-16T20:16:54.326218] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-16T20:16:54.326270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:54.326301] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:54.326338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:54.326395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:54.383108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:54.383730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:54.383811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:54.383844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:54.508007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:54.508151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:54.508192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:54.508220] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:54.511546] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: UP (p=91.65%)
[2025-12-16T20:16:54.511824] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-16T20:16:54.511946] [INFO ] [sig       ] AXGN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:54.648692] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AXGN.txt
[2025-12-16T20:16:54.648835] [INFO ] [sig       ] [322/3585] Completed AXGN in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.6m
[2025-12-16T20:16:54.648877] [INFO ] [sig       ] [323/3585] Forecasting AXL...
[2025-12-16T20:16:54.648906] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-16T20:16:54.648936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-16T20:16:54.660115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-16T20:16:54.660471] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-16T20:16:54.661253] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-16T20:16:54.661309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:54.661341] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:54.661368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:54.661424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:54.717260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:54.717915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:54.717994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:54.718026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:54.842484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:54.842648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:54.842688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:54.842717] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:54.845976] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=24.19%)
[2025-12-16T20:16:54.846243] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-16T20:16:54.846361] [INFO ] [sig       ] AXL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:54.983831] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AXL.txt
[2025-12-16T20:16:54.983977] [INFO ] [sig       ] [323/3585] Completed AXL in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.6m
[2025-12-16T20:16:54.984019] [INFO ] [sig       ] [324/3585] Forecasting AXON...
[2025-12-16T20:16:54.984050] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-16T20:16:54.984080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-16T20:16:54.995675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-16T20:16:54.996004] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-16T20:16:54.996820] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-16T20:16:54.996874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:54.996907] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:54.996933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:54.996991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:55.054671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:55.055370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:55.055454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:55.055488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:55.173647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:55.173799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:55.173840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:55.173869] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:55.177278] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: DOWN (p=27.25%)
[2025-12-16T20:16:55.177553] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-16T20:16:55.177704] [INFO ] [sig       ] AXON: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:55.315519] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AXON.txt
[2025-12-16T20:16:55.315737] [INFO ] [sig       ] [324/3585] Completed AXON in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.6m
[2025-12-16T20:16:55.315787] [INFO ] [sig       ] [325/3585] Forecasting AXP...
[2025-12-16T20:16:55.315818] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-16T20:16:55.315848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-16T20:16:55.327094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-16T20:16:55.327452] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-16T20:16:55.328207] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-16T20:16:55.328259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:55.328290] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:55.328317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:55.328377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:55.383850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:55.384471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:55.384548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:55.384597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:55.509378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:55.509526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:55.509565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:55.509611] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:55.512927] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: UP (p=55.15%)
[2025-12-16T20:16:55.513188] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-16T20:16:55.513310] [INFO ] [sig       ] AXP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:55.651105] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AXP.txt
[2025-12-16T20:16:55.651250] [INFO ] [sig       ] [325/3585] Completed AXP in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-16T20:16:55.651290] [INFO ] [sig       ] [326/3585] Forecasting AXS...
[2025-12-16T20:16:55.651320] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-16T20:16:55.651350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-16T20:16:55.662377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-16T20:16:55.662760] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-16T20:16:55.663513] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-16T20:16:55.663565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:55.663645] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:55.663674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:55.663730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:55.720516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:55.721257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:55.721367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:55.721403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:55.842069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:55.842221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:55.842261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:55.842290] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:55.845594] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=41.98%)
[2025-12-16T20:16:55.845860] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-16T20:16:55.845982] [INFO ] [sig       ] AXS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:55.981832] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AXS.txt
[2025-12-16T20:16:55.981962] [INFO ] [sig       ] [326/3585] Completed AXS in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-16T20:16:55.982001] [INFO ] [sig       ] [327/3585] Forecasting AXSM...
[2025-12-16T20:16:55.982030] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-16T20:16:55.982060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-16T20:16:55.995268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-16T20:16:55.995623] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-16T20:16:55.996383] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-16T20:16:55.996435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:55.996468] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:55.996495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:55.996551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:56.051737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:56.052387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:56.052469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:56.052503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:56.170477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:56.170645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:56.170687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:56.170717] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:56.174084] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: UP (p=77.34%)
[2025-12-16T20:16:56.174391] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-16T20:16:56.174522] [INFO ] [sig       ] AXSM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:56.314671] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AXSM.txt
[2025-12-16T20:16:56.314836] [INFO ] [sig       ] [327/3585] Completed AXSM in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-16T20:16:56.314879] [INFO ] [sig       ] [328/3585] Forecasting AXTA...
[2025-12-16T20:16:56.314911] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-16T20:16:56.314941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-16T20:16:56.328559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-16T20:16:56.329058] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-16T20:16:56.330122] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-16T20:16:56.330193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:56.330243] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:56.330279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:56.330339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:56.387022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:56.387915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:56.388007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:56.388041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:56.510928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:56.511077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:56.511116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:56.511144] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:56.514404] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=47.03%)
[2025-12-16T20:16:56.514686] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-16T20:16:56.514808] [INFO ] [sig       ] AXTA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:56.649888] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AXTA.txt
[2025-12-16T20:16:56.650022] [INFO ] [sig       ] [328/3585] Completed AXTA in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-16T20:16:56.650062] [INFO ] [sig       ] [329/3585] Forecasting AXTI...
[2025-12-16T20:16:56.650092] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-16T20:16:56.650121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-16T20:16:56.661204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-16T20:16:56.661531] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-16T20:16:56.662291] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-16T20:16:56.662342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:56.662375] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:56.662402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:56.662458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:56.717802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:56.718607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:56.718688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:56.718720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:56.842549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:56.842714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:56.842753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:56.842783] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:56.846065] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: DOWN (p=47.70%)
[2025-12-16T20:16:56.846331] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-16T20:16:56.846455] [INFO ] [sig       ] AXTI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:56.983021] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AXTI.txt
[2025-12-16T20:16:56.983208] [INFO ] [sig       ] [329/3585] Completed AXTI in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-16T20:16:56.983255] [INFO ] [sig       ] [330/3585] Forecasting AYI...
[2025-12-16T20:16:56.983286] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-16T20:16:56.983318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-16T20:16:57.002855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-16T20:16:57.003215] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-16T20:16:57.004012] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-16T20:16:57.004065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:57.004097] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:57.004124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:57.004181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:57.060410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:57.061231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:57.061325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:57.061359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:57.184654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:57.184806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:57.184848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:57.184878] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:57.188306] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: UP (p=88.05%)
[2025-12-16T20:16:57.188598] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-16T20:16:57.188731] [INFO ] [sig       ] AYI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:57.329827] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AYI.txt
[2025-12-16T20:16:57.329976] [INFO ] [sig       ] [330/3585] Completed AYI in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-16T20:16:57.330016] [INFO ] [sig       ] [331/3585] Forecasting AZ...
[2025-12-16T20:16:57.330046] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-16T20:16:57.330075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-16T20:16:57.341207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-16T20:16:57.341599] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-16T20:16:57.342349] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-16T20:16:57.342400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:57.342432] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:57.342459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:57.342519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:57.401220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:57.402220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:57.402317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:57.402352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:57.524632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:57.524798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:57.524842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:57.524871] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:57.528413] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: DOWN (p=15.69%)
[2025-12-16T20:16:57.528709] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-16T20:16:57.528835] [INFO ] [sig       ] AZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:57.670603] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AZ.txt
[2025-12-16T20:16:57.670770] [INFO ] [sig       ] [331/3585] Completed AZ in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-16T20:16:57.670819] [INFO ] [sig       ] [332/3585] Forecasting AZN...
[2025-12-16T20:16:57.670859] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-16T20:16:57.670898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-16T20:16:57.682415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-16T20:16:57.682794] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-16T20:16:57.683565] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-16T20:16:57.683639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:57.683673] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:57.683701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:57.683759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:57.742711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:57.743537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:57.743644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:57.743680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:57.873264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:57.873418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:57.873456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:57.873485] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:57.876852] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: DOWN (p=46.27%)
[2025-12-16T20:16:57.877123] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-16T20:16:57.877244] [INFO ] [sig       ] AZN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:58.013471] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AZN.txt
[2025-12-16T20:16:58.013635] [INFO ] [sig       ] [332/3585] Completed AZN in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-16T20:16:58.013676] [INFO ] [sig       ] [333/3585] Forecasting AZO...
[2025-12-16T20:16:58.013707] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-16T20:16:58.013736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-16T20:16:58.025274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-16T20:16:58.025634] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-16T20:16:58.026402] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-16T20:16:58.026455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:58.026517] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:58.026547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:58.026622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:58.082701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:58.083548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:58.083653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:58.083688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:58.201978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:58.202137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:58.202176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:58.202203] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:58.205536] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=97.74%)
[2025-12-16T20:16:58.205832] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-16T20:16:58.205958] [INFO ] [sig       ] AZO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:58.344633] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AZO.txt
[2025-12-16T20:16:58.344786] [INFO ] [sig       ] [333/3585] Completed AZO in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-16T20:16:58.344826] [INFO ] [sig       ] [334/3585] Forecasting AZTA...
[2025-12-16T20:16:58.344855] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-16T20:16:58.344885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-16T20:16:58.356108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-16T20:16:58.356474] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-16T20:16:58.357251] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-16T20:16:58.357303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:58.357334] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:58.357359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:58.357415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:58.413533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:58.414359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:58.414440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:58.414472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:58.536711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:58.536868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:58.536907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:58.536935] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:58.540260] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: UP (p=96.78%)
[2025-12-16T20:16:58.540524] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-16T20:16:58.540666] [INFO ] [sig       ] AZTA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:58.678146] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/AZTA.txt
[2025-12-16T20:16:58.678276] [INFO ] [sig       ] [334/3585] Completed AZTA in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-16T20:16:58.678314] [INFO ] [sig       ] [335/3585] Forecasting AZZ...
[2025-12-16T20:16:58.678344] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-16T20:16:58.678374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-16T20:16:58.689471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-16T20:16:58.689827] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-16T20:16:58.690627] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-16T20:16:58.690678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:58.690720] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:58.690748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:58.690803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:58.746234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:58.746866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:58.746944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:58.746976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:58.863329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:58.863459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:58.863496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:58.863524] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:58.866731] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-16T20:16:58.866999] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-16T20:16:58.867120] [INFO ] [sig       ] AZZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:59.002611] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/AZZ.txt
[2025-12-16T20:16:59.002737] [INFO ] [sig       ] [335/3585] Completed AZZ in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-16T20:16:59.002779] [INFO ] [sig       ] [336/3585] Forecasting BA...
[2025-12-16T20:16:59.002808] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-16T20:16:59.002839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-16T20:16:59.014156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-16T20:16:59.014490] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-16T20:16:59.015253] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-16T20:16:59.015309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:59.015342] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:59.015368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:59.015423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:59.071014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:59.071626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:59.071703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:59.071735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:59.194290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:59.194439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:59.194478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:59.194506] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:59.197884] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-12-16T20:16:59.198164] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-16T20:16:59.198289] [INFO ] [sig       ] BA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:59.333551] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BA.txt
[2025-12-16T20:16:59.333692] [INFO ] [sig       ] [336/3585] Completed BA in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-16T20:16:59.333731] [INFO ] [sig       ] [337/3585] Forecasting BABA...
[2025-12-16T20:16:59.333760] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-16T20:16:59.333790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-16T20:16:59.344914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-16T20:16:59.345259] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-16T20:16:59.346018] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-16T20:16:59.346070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:59.346102] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:59.346129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:59.346192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:59.401495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:59.402167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:59.402245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:59.402282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:59.519607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:59.519753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:59.519791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:59.519820] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:59.523432] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: UP (p=63.43%)
[2025-12-16T20:16:59.523719] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-16T20:16:59.523842] [INFO ] [sig       ] BABA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:16:59.660862] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BABA.txt
[2025-12-16T20:16:59.660982] [INFO ] [sig       ] [337/3585] Completed BABA in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-16T20:16:59.661021] [INFO ] [sig       ] [338/3585] Forecasting BABX...
[2025-12-16T20:16:59.661049] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-16T20:16:59.661078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-16T20:16:59.672240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-16T20:16:59.672567] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-16T20:16:59.673332] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-16T20:16:59.673384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:16:59.673416] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:16:59.673443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:16:59.673500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:16:59.729741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:16:59.730409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:16:59.730488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:16:59.730520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:16:59.848099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:16:59.848248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:16:59.848286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:16:59.848314] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:16:59.851833] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-16T20:16:59.852167] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-16T20:16:59.852307] [INFO ] [sig       ] BABX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:16:59.988410] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BABX.txt
[2025-12-16T20:16:59.988540] [INFO ] [sig       ] [338/3585] Completed BABX in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-16T20:16:59.988596] [INFO ] [sig       ] [339/3585] Forecasting BAC...
[2025-12-16T20:16:59.988634] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-16T20:16:59.988665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-16T20:16:59.999828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-16T20:17:00.000170] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-16T20:17:00.000939] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-16T20:17:00.000991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:00.001023] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:00.001050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:00.001105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:00.056837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:00.057705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:00.057798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:00.057832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:00.182914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:00.183071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:00.183110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:00.183140] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:00.186569] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=20.41%)
[2025-12-16T20:17:00.186867] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-16T20:17:00.186997] [INFO ] [sig       ] BAC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:00.328183] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BAC.txt
[2025-12-16T20:17:00.328320] [INFO ] [sig       ] [339/3585] Completed BAC in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-16T20:17:00.328360] [INFO ] [sig       ] [340/3585] Forecasting BAH...
[2025-12-16T20:17:00.328389] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-16T20:17:00.328419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-16T20:17:00.340138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-16T20:17:00.340500] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-16T20:17:00.341303] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-16T20:17:00.341361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:00.341396] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:00.341425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:00.341484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:00.399216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:00.399918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:00.400012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:00.400046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:00.523615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:00.523766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:00.523804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:00.523832] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:00.527149] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: UP (p=93.57%)
[2025-12-16T20:17:00.527447] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-16T20:17:00.527590] [INFO ] [sig       ] BAH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:00.670684] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BAH.txt
[2025-12-16T20:17:00.670810] [INFO ] [sig       ] [340/3585] Completed BAH in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-16T20:17:00.670849] [INFO ] [sig       ] [341/3585] Forecasting BAK...
[2025-12-16T20:17:00.670878] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-16T20:17:00.670912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-16T20:17:00.682013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-16T20:17:00.682345] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-16T20:17:00.683116] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-16T20:17:00.683168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:00.683201] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:00.683227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:00.683284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:00.741557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:00.742299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:00.742382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:00.742417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:00.866471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:00.866651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:00.866691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:00.866720] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:00.870171] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=39.86%)
[2025-12-16T20:17:00.870492] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-16T20:17:00.870647] [INFO ] [sig       ] BAK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:01.005557] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BAK.txt
[2025-12-16T20:17:01.005705] [INFO ] [sig       ] [341/3585] Completed BAK in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-16T20:17:01.005745] [INFO ] [sig       ] [342/3585] Forecasting BALL...
[2025-12-16T20:17:01.005773] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-16T20:17:01.005803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-16T20:17:01.017120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-16T20:17:01.017451] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-16T20:17:01.018215] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-16T20:17:01.018267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:01.018299] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:01.018325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:01.018380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:01.073904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:01.074507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:01.074608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:01.074643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:01.192891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:01.193077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:01.193158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:01.193204] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:01.196721] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=88.28%)
[2025-12-16T20:17:01.196998] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-16T20:17:01.197127] [INFO ] [sig       ] BALL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:01.341393] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BALL.txt
[2025-12-16T20:17:01.341525] [INFO ] [sig       ] [342/3585] Completed BALL in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-16T20:17:01.341565] [INFO ] [sig       ] [343/3585] Forecasting BAM...
[2025-12-16T20:17:01.341614] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-16T20:17:01.341644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-16T20:17:01.352728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-16T20:17:01.353052] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-16T20:17:01.353817] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-16T20:17:01.353869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:01.353901] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:01.353928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:01.353984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:01.410892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:01.411527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:01.411651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:01.411686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:01.530989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:01.531145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:01.531185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:01.531215] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:01.534633] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=90.16%)
[2025-12-16T20:17:01.534908] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-16T20:17:01.535036] [INFO ] [sig       ] BAM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:01.679424] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BAM.txt
[2025-12-16T20:17:01.679641] [INFO ] [sig       ] [343/3585] Completed BAM in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-16T20:17:01.679708] [INFO ] [sig       ] [344/3585] Forecasting BANC...
[2025-12-16T20:17:01.679741] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-16T20:17:01.679771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-16T20:17:01.691749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-16T20:17:01.692155] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-16T20:17:01.692949] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-16T20:17:01.693002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:01.693035] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:01.693062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:01.693118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:01.776245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:01.777713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:01.777831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:01.777895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:01.910811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:01.910974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:01.911016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:01.911047] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:01.914766] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: UP (p=73.12%)
[2025-12-16T20:17:01.915157] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-16T20:17:01.915307] [INFO ] [sig       ] BANC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:02.055250] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BANC.txt
[2025-12-16T20:17:02.055391] [INFO ] [sig       ] [344/3585] Completed BANC in 0.4s | 2.93 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-16T20:17:02.055432] [INFO ] [sig       ] [345/3585] Forecasting BAND...
[2025-12-16T20:17:02.055464] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-16T20:17:02.055494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-16T20:17:02.067257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-16T20:17:02.067682] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-16T20:17:02.068519] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-16T20:17:02.068599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:02.068646] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:02.068674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:02.068735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:02.125424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:02.126281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:02.126364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:02.126397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:02.248053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:02.248203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:02.248244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:02.248272] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:02.251704] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: DOWN (p=38.20%)
[2025-12-16T20:17:02.251982] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-16T20:17:02.252111] [INFO ] [sig       ] BAND: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:02.386996] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BAND.txt
[2025-12-16T20:17:02.387126] [INFO ] [sig       ] [345/3585] Completed BAND in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-16T20:17:02.387166] [INFO ] [sig       ] [346/3585] Forecasting BANF...
[2025-12-16T20:17:02.387195] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-16T20:17:02.387224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-16T20:17:02.398529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-16T20:17:02.398911] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-16T20:17:02.399721] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-16T20:17:02.399774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:02.399807] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:02.399834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:02.399901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:02.455523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:02.456181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:02.456260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:02.456292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:02.574220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:02.574368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:02.574406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:02.574436] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:02.577717] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: DOWN (p=42.59%)
[2025-12-16T20:17:02.577986] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-16T20:17:02.578106] [INFO ] [sig       ] BANF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:02.714653] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BANF.txt
[2025-12-16T20:17:02.714812] [INFO ] [sig       ] [346/3585] Completed BANF in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-16T20:17:02.714853] [INFO ] [sig       ] [347/3585] Forecasting BANX...
[2025-12-16T20:17:02.714882] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-16T20:17:02.714912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-16T20:17:02.725680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-16T20:17:02.726024] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-16T20:17:02.726811] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-16T20:17:02.726865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:02.726899] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:02.726926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:02.726984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:02.783106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:02.783746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:02.783823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:02.783863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:02.896669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:02.896818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:02.896856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:02.896884] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:02.900274] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: DOWN (p=24.52%)
[2025-12-16T20:17:02.900554] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-16T20:17:02.900695] [INFO ] [sig       ] BANX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:03.037326] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BANX.txt
[2025-12-16T20:17:03.037471] [INFO ] [sig       ] [347/3585] Completed BANX in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-16T20:17:03.037511] [INFO ] [sig       ] [348/3585] Forecasting BAP...
[2025-12-16T20:17:03.037540] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-16T20:17:03.037586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-16T20:17:03.048499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-16T20:17:03.048857] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-16T20:17:03.049674] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-16T20:17:03.049726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:03.049758] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:03.049785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:03.049841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:03.105909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:03.106588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:03.106668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:03.106701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:03.222754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:03.222907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:03.222945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:03.222973] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:03.226266] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=90.46%)
[2025-12-16T20:17:03.226534] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-16T20:17:03.226673] [INFO ] [sig       ] BAP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:03.363382] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BAP.txt
[2025-12-16T20:17:03.363520] [INFO ] [sig       ] [348/3585] Completed BAP in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-16T20:17:03.363560] [INFO ] [sig       ] [349/3585] Forecasting BATRA...
[2025-12-16T20:17:03.363609] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-16T20:17:03.363639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-16T20:17:03.374465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-16T20:17:03.374817] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-16T20:17:03.375564] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-16T20:17:03.375635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:03.375667] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:03.375694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:03.375750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:03.433087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:03.433794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:03.433872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:03.433905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:03.555305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:03.555457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:03.555499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:03.555528] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:03.558831] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: DOWN (p=44.76%)
[2025-12-16T20:17:03.559098] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-16T20:17:03.559242] [INFO ] [sig       ] BATRA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:03.697247] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BATRA.txt
[2025-12-16T20:17:03.697374] [INFO ] [sig       ] [349/3585] Completed BATRA in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-16T20:17:03.697413] [INFO ] [sig       ] [350/3585] Forecasting BATRK...
[2025-12-16T20:17:03.697444] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-16T20:17:03.697479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-16T20:17:03.708333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-16T20:17:03.708694] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-16T20:17:03.709473] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-16T20:17:03.709525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:03.709599] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:03.709630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:03.709686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:03.769569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:03.770326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:03.770420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:03.770459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:03.898478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:03.898674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:03.898737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:03.898784] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:03.902272] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: UP (p=79.42%)
[2025-12-16T20:17:03.902548] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-16T20:17:03.902690] [INFO ] [sig       ] BATRK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:04.042622] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BATRK.txt
[2025-12-16T20:17:04.042764] [INFO ] [sig       ] [350/3585] Completed BATRK in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-16T20:17:04.042806] [INFO ] [sig       ] [351/3585] Forecasting BAX...
[2025-12-16T20:17:04.042837] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-16T20:17:04.042867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-16T20:17:04.053805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-16T20:17:04.054164] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-16T20:17:04.055000] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-16T20:17:04.055053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:04.055087] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:04.055114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:04.055172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:04.112322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:04.113046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:04.113127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:04.113167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:04.231874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:04.232019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:04.232059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:04.232087] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:04.235464] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=72.66%)
[2025-12-16T20:17:04.235773] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-16T20:17:04.235905] [INFO ] [sig       ] BAX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:04.375712] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BAX.txt
[2025-12-16T20:17:04.375847] [INFO ] [sig       ] [351/3585] Completed BAX in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-16T20:17:04.375887] [INFO ] [sig       ] [352/3585] Forecasting BB...
[2025-12-16T20:17:04.375917] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-16T20:17:04.375946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-16T20:17:04.387185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-16T20:17:04.387563] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-16T20:17:04.388381] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-16T20:17:04.388436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:04.388469] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:04.388497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:04.388556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:04.447554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:04.448275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:04.448357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:04.448391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:04.568960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:04.569129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:04.569169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:04.569199] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:04.572626] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: DOWN (p=16.01%)
[2025-12-16T20:17:04.572917] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-16T20:17:04.573048] [INFO ] [sig       ] BB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:04.712624] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BB.txt
[2025-12-16T20:17:04.712762] [INFO ] [sig       ] [352/3585] Completed BB in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-16T20:17:04.712801] [INFO ] [sig       ] [353/3585] Forecasting BBAI...
[2025-12-16T20:17:04.712830] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-16T20:17:04.712860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-16T20:17:04.724344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-12-16T20:17:04.724717] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-16T20:17:04.725539] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-16T20:17:04.725611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:04.725650] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:04.725679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:04.725736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:04.783925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:04.784565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:04.784664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:04.784699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:04.905341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:04.905496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:04.905534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:04.905562] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:04.910143] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-12-16T20:17:04.910425] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-16T20:17:04.910560] [INFO ] [sig       ] BBAI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:05.046490] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BBAI.txt
[2025-12-16T20:17:05.046650] [INFO ] [sig       ] [353/3585] Completed BBAI in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-16T20:17:05.046692] [INFO ] [sig       ] [354/3585] Forecasting BBCP...
[2025-12-16T20:17:05.046723] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-16T20:17:05.046753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-16T20:17:05.057619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-16T20:17:05.057957] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-16T20:17:05.058732] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-16T20:17:05.058784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:05.058816] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:05.058842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:05.058899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:05.113778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:05.114396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:05.114478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:05.114510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:05.234456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:05.234619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:05.234663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:05.234692] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:05.237980] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: DOWN (p=22.04%)
[2025-12-16T20:17:05.238241] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-16T20:17:05.238362] [INFO ] [sig       ] BBCP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:05.373481] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BBCP.txt
[2025-12-16T20:17:05.373632] [INFO ] [sig       ] [354/3585] Completed BBCP in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-16T20:17:05.373674] [INFO ] [sig       ] [355/3585] Forecasting BBD...
[2025-12-16T20:17:05.373704] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-16T20:17:05.373734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-16T20:17:05.384591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-16T20:17:05.384908] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-16T20:17:05.385678] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-16T20:17:05.385730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:05.385762] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:05.385789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:05.385845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:05.441417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:05.442167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:05.442247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:05.442279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:05.562624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:05.562791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:05.562829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:05.562858] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:05.566140] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=25.63%)
[2025-12-16T20:17:05.566402] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-16T20:17:05.566529] [INFO ] [sig       ] BBD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:05.706837] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BBD.txt
[2025-12-16T20:17:05.706965] [INFO ] [sig       ] [355/3585] Completed BBD in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-16T20:17:05.707004] [INFO ] [sig       ] [356/3585] Forecasting BBDO...
[2025-12-16T20:17:05.707034] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-16T20:17:05.707064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-16T20:17:05.718306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-16T20:17:05.718703] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-16T20:17:05.719524] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-16T20:17:05.719598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:05.719633] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:05.719660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:05.719717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:05.777914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:05.778610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:05.778692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:05.778727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:05.900845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:05.900990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:05.901028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:05.901056] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:05.904515] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=5.32%)
[2025-12-16T20:17:05.904814] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-16T20:17:05.904940] [INFO ] [sig       ] BBDO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:06.048386] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BBDO.txt
[2025-12-16T20:17:06.048522] [INFO ] [sig       ] [356/3585] Completed BBDO in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-16T20:17:06.048563] [INFO ] [sig       ] [357/3585] Forecasting BBH...
[2025-12-16T20:17:06.048611] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-16T20:17:06.048641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-16T20:17:06.059635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-16T20:17:06.059965] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-16T20:17:06.060754] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-16T20:17:06.060807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:06.060840] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:06.060866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:06.060922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:06.116781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:06.117423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:06.117507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:06.117541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:06.221094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:06.221252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:06.221290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:06.221318] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:06.224689] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: DOWN (p=30.54%)
[2025-12-16T20:17:06.224956] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-16T20:17:06.225079] [INFO ] [sig       ] BBH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:06.360558] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BBH.txt
[2025-12-16T20:17:06.360707] [INFO ] [sig       ] [357/3585] Completed BBH in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-16T20:17:06.360747] [INFO ] [sig       ] [358/3585] Forecasting BBIO...
[2025-12-16T20:17:06.360777] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-16T20:17:06.360806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-16T20:17:06.372162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-16T20:17:06.372514] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-16T20:17:06.373284] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-16T20:17:06.373337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:06.373369] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:06.373395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:06.373450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:06.430108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:06.430867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:06.430949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:06.430983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:06.555899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:06.556050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:06.556088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:06.556116] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:06.559431] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=71.53%)
[2025-12-16T20:17:06.559713] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-16T20:17:06.559834] [INFO ] [sig       ] BBIO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:06.694931] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BBIO.txt
[2025-12-16T20:17:06.695059] [INFO ] [sig       ] [358/3585] Completed BBIO in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-16T20:17:06.695098] [INFO ] [sig       ] [359/3585] Forecasting BBLG...
[2025-12-16T20:17:06.695128] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-16T20:17:06.695158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-16T20:17:06.705674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-16T20:17:06.705997] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-16T20:17:06.706768] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-16T20:17:06.706831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:06.706864] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:06.706889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:06.706944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:06.762558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:06.763345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:06.763431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:06.763466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:06.878434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:06.878603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:06.878643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:06.878672] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:06.882009] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: UP (p=51.82%)
[2025-12-16T20:17:06.882272] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-16T20:17:06.882392] [INFO ] [sig       ] BBLG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:07.020490] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BBLG.txt
[2025-12-16T20:17:07.020646] [INFO ] [sig       ] [359/3585] Completed BBLG in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-16T20:17:07.020689] [INFO ] [sig       ] [360/3585] Forecasting BBN...
[2025-12-16T20:17:07.020719] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-16T20:17:07.020750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-16T20:17:07.032251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-12-16T20:17:07.032622] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-16T20:17:07.033395] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-16T20:17:07.033448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:07.033481] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:07.033509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:07.033566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:07.090818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:07.091676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:07.091795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:07.091830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:07.207637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:07.207793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:07.207834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:07.207864] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:07.211251] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=74.40%)
[2025-12-16T20:17:07.211543] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-16T20:17:07.211694] [INFO ] [sig       ] BBN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:07.350238] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BBN.txt
[2025-12-16T20:17:07.350395] [INFO ] [sig       ] [360/3585] Completed BBN in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-16T20:17:07.350446] [INFO ] [sig       ] [361/3585] Forecasting BBSI...
[2025-12-16T20:17:07.350484] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-16T20:17:07.350521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-16T20:17:07.361619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-16T20:17:07.361978] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-16T20:17:07.362755] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-16T20:17:07.362807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:07.362840] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:07.362867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:07.362924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:07.418587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:07.419279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:07.419361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:07.419395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:07.538929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:07.539085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:07.539153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:07.539183] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:07.542522] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: DOWN (p=14.85%)
[2025-12-16T20:17:07.542807] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-16T20:17:07.542938] [INFO ] [sig       ] BBSI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:07.679499] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BBSI.txt
[2025-12-16T20:17:07.679647] [INFO ] [sig       ] [361/3585] Completed BBSI in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-16T20:17:07.679688] [INFO ] [sig       ] [362/3585] Forecasting BBUC...
[2025-12-16T20:17:07.679718] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-16T20:17:07.679747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-16T20:17:07.690764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-12-16T20:17:07.691090] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-16T20:17:07.691878] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-16T20:17:07.691930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:07.691962] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:07.691988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:07.692044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:07.749347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:07.750108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:07.750192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:07.750227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:07.883178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:07.883338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:07.883381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:07.883412] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:07.887220] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=47.75%)
[2025-12-16T20:17:07.887526] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-16T20:17:07.887716] [INFO ] [sig       ] BBUC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:08.042781] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BBUC.txt
[2025-12-16T20:17:08.042952] [INFO ] [sig       ] [362/3585] Completed BBUC in 0.4s | 2.93 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-16T20:17:08.043007] [INFO ] [sig       ] [363/3585] Forecasting BBVA...
[2025-12-16T20:17:08.043041] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-16T20:17:08.043082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-16T20:17:08.055272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-12-16T20:17:08.055678] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-16T20:17:08.056535] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-16T20:17:08.056609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:08.056656] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:08.056688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:08.056747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:08.122404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:08.123118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:08.123203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:08.123241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:08.256342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:08.256502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:08.256551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:08.256607] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:08.260505] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=96.41%)
[2025-12-16T20:17:08.260833] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-16T20:17:08.260972] [INFO ] [sig       ] BBVA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:08.422776] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BBVA.txt
[2025-12-16T20:17:08.422948] [INFO ] [sig       ] [363/3585] Completed BBVA in 0.4s | 2.93 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-16T20:17:08.423000] [INFO ] [sig       ] [364/3585] Forecasting BBWI...
[2025-12-16T20:17:08.423033] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-16T20:17:08.423063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-16T20:17:08.435239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-16T20:17:08.435660] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-16T20:17:08.436511] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-16T20:17:08.436567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:08.436638] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:08.436668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:08.436732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:08.502915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:08.503690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:08.503778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:08.503821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:08.636809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:08.636973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:08.637017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:08.637051] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:08.640870] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-16T20:17:08.641165] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-16T20:17:08.641328] [INFO ] [sig       ] BBWI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:08.798992] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BBWI.txt
[2025-12-16T20:17:08.799183] [INFO ] [sig       ] [364/3585] Completed BBWI in 0.4s | 2.93 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-16T20:17:08.799239] [INFO ] [sig       ] [365/3585] Forecasting BBY...
[2025-12-16T20:17:08.799277] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-16T20:17:08.799308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-16T20:17:08.811909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-16T20:17:08.812333] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-16T20:17:08.813226] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-16T20:17:08.813285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:08.813319] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:08.813350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:08.813418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:08.873684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:08.874595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:08.874684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:08.874718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:08.995851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:08.996010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:08.996051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:08.996080] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:08.999593] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: DOWN (p=19.88%)
[2025-12-16T20:17:08.999877] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-16T20:17:09.000012] [INFO ] [sig       ] BBY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:09.138764] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BBY.txt
[2025-12-16T20:17:09.138924] [INFO ] [sig       ] [365/3585] Completed BBY in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-16T20:17:09.138964] [INFO ] [sig       ] [366/3585] Forecasting BC...
[2025-12-16T20:17:09.138994] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-16T20:17:09.139024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-16T20:17:09.150525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-16T20:17:09.150925] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-16T20:17:09.151708] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-16T20:17:09.151760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:09.151793] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:09.151820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:09.151876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:09.208057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:09.208905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:09.208992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:09.209024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:09.331363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:09.331521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:09.331592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:09.331626] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:09.334917] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=26.81%)
[2025-12-16T20:17:09.335190] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-16T20:17:09.335315] [INFO ] [sig       ] BC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:09.475886] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BC.txt
[2025-12-16T20:17:09.476044] [INFO ] [sig       ] [366/3585] Completed BC in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-16T20:17:09.476084] [INFO ] [sig       ] [367/3585] Forecasting BCAL...
[2025-12-16T20:17:09.476114] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-16T20:17:09.476143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-16T20:17:09.488027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-16T20:17:09.488416] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-16T20:17:09.489294] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-16T20:17:09.489347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:09.489408] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:09.489437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:09.489495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:09.546733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:09.547601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:09.547689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:09.547723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:09.665191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:09.665353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:09.665394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:09.665423] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:09.668977] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: DOWN (p=7.68%)
[2025-12-16T20:17:09.669366] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-16T20:17:09.669515] [INFO ] [sig       ] BCAL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:09.816414] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BCAL.txt
[2025-12-16T20:17:09.816602] [INFO ] [sig       ] [367/3585] Completed BCAL in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-16T20:17:09.816648] [INFO ] [sig       ] [368/3585] Forecasting BCAX...
[2025-12-16T20:17:09.816680] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-16T20:17:09.816711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-16T20:17:09.828951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-16T20:17:09.829342] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-16T20:17:09.830176] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-16T20:17:09.830232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:09.830265] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:09.830292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:09.830351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:09.887341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:09.888005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:09.888097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:09.888131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:10.022284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:10.022457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:10.022498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:10.022525] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:10.026462] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-12-16T20:17:10.027090] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-16T20:17:10.027246] [INFO ] [sig       ] BCAX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:10.183271] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BCAX.txt
[2025-12-16T20:17:10.183423] [INFO ] [sig       ] [368/3585] Completed BCAX in 0.4s | 2.93 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-16T20:17:10.183464] [INFO ] [sig       ] [369/3585] Forecasting BCBP...
[2025-12-16T20:17:10.183494] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-16T20:17:10.183524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-16T20:17:10.194359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-16T20:17:10.194713] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-16T20:17:10.195465] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-16T20:17:10.195516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:10.195549] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:10.195601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:10.195660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:10.261301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:10.262333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:10.262433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:10.262475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:10.392180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:10.392329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:10.392367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:10.392396] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:10.395696] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=12.16%)
[2025-12-16T20:17:10.395961] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-16T20:17:10.396082] [INFO ] [sig       ] BCBP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:10.532669] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BCBP.txt
[2025-12-16T20:17:10.532813] [INFO ] [sig       ] [369/3585] Completed BCBP in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-16T20:17:10.532852] [INFO ] [sig       ] [370/3585] Forecasting BCC...
[2025-12-16T20:17:10.532881] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-16T20:17:10.532912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-16T20:17:10.543720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-16T20:17:10.544059] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-16T20:17:10.544870] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-16T20:17:10.544922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:10.544965] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:10.544993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:10.545049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:10.600588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:10.601225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:10.601304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:10.601337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:10.717172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:10.717327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:10.717366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:10.717433] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:10.720907] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=15.05%)
[2025-12-16T20:17:10.721201] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-16T20:17:10.721333] [INFO ] [sig       ] BCC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:10.860108] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BCC.txt
[2025-12-16T20:17:10.860237] [INFO ] [sig       ] [370/3585] Completed BCC in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-16T20:17:10.860277] [INFO ] [sig       ] [371/3585] Forecasting BCDA...
[2025-12-16T20:17:10.860306] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-16T20:17:10.860336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-16T20:17:10.871380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-16T20:17:10.871784] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-16T20:17:10.872539] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-16T20:17:10.872611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:10.872645] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:10.872672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:10.872728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:10.929097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:10.929762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:10.929845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:10.929877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:11.043890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:11.044040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:11.044077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:11.044105] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:11.047392] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=74.25%)
[2025-12-16T20:17:11.047677] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-16T20:17:11.047802] [INFO ] [sig       ] BCDA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:11.185592] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BCDA.txt
[2025-12-16T20:17:11.185736] [INFO ] [sig       ] [371/3585] Completed BCDA in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-16T20:17:11.185774] [INFO ] [sig       ] [372/3585] Forecasting BCE...
[2025-12-16T20:17:11.185804] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-16T20:17:11.185834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-16T20:17:11.196505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-16T20:17:11.196891] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-16T20:17:11.197704] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-16T20:17:11.197756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:11.197787] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:11.197813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:11.197868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:11.256439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:11.257344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:11.257440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:11.257475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:11.377494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:11.377660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:11.377700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:11.377729] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:11.381054] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=14.10%)
[2025-12-16T20:17:11.381331] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-16T20:17:11.381456] [INFO ] [sig       ] BCE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:11.518627] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BCE.txt
[2025-12-16T20:17:11.518768] [INFO ] [sig       ] [372/3585] Completed BCE in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-16T20:17:11.518807] [INFO ] [sig       ] [373/3585] Forecasting BCH...
[2025-12-16T20:17:11.518836] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-16T20:17:11.518867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-16T20:17:11.530153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-16T20:17:11.530480] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-16T20:17:11.531241] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-16T20:17:11.531293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:11.531325] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:11.531352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:11.531408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:11.590348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:11.591019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:11.591100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:11.591133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:11.708413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:11.708563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:11.708621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:11.708652] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:11.712075] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2025-12-16T20:17:11.712360] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-16T20:17:11.712498] [INFO ] [sig       ] BCH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:11.849000] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BCH.txt
[2025-12-16T20:17:11.849140] [INFO ] [sig       ] [373/3585] Completed BCH in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-16T20:17:11.849179] [INFO ] [sig       ] [374/3585] Forecasting BCML...
[2025-12-16T20:17:11.849209] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-16T20:17:11.849245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-16T20:17:11.859665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-16T20:17:11.859997] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-16T20:17:11.860914] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-16T20:17:11.860966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:11.860999] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:11.861025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:11.861081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:11.915853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:11.916498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:11.916592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:11.916627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:12.021410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:12.021558] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:17:12.021614] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:12.021644] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:12.024921] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: UP (p=80.28%)
[2025-12-16T20:17:12.025193] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-16T20:17:12.025317] [INFO ] [sig       ] BCML: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:12.159914] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BCML.txt
[2025-12-16T20:17:12.160046] [INFO ] [sig       ] [374/3585] Completed BCML in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-16T20:17:12.160085] [INFO ] [sig       ] [375/3585] Forecasting BCO...
[2025-12-16T20:17:12.160115] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-16T20:17:12.160145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-16T20:17:12.171327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-16T20:17:12.171704] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-16T20:17:12.172454] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-16T20:17:12.172506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:12.172537] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:12.172564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:12.172646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:12.227836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:12.228472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:12.228553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:12.228605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:12.348467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:12.348626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:12.348666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:12.348695] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:12.351982] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=5.03%)
[2025-12-16T20:17:12.352252] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-16T20:17:12.352375] [INFO ] [sig       ] BCO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:12.488270] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BCO.txt
[2025-12-16T20:17:12.488406] [INFO ] [sig       ] [375/3585] Completed BCO in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-16T20:17:12.488444] [INFO ] [sig       ] [376/3585] Forecasting BCPC...
[2025-12-16T20:17:12.488474] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-16T20:17:12.488504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-16T20:17:12.499931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-16T20:17:12.500304] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-16T20:17:12.501183] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-16T20:17:12.501237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:12.501269] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:12.501296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:12.501352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:12.558321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:12.559034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:12.559147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:12.559183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:12.681706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:12.681867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:12.681916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:12.681953] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:12.686544] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=29.98%)
[2025-12-16T20:17:12.686984] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-16T20:17:12.687165] [INFO ] [sig       ] BCPC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:12.834060] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BCPC.txt
[2025-12-16T20:17:12.834187] [INFO ] [sig       ] [376/3585] Completed BCPC in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-16T20:17:12.834227] [INFO ] [sig       ] [377/3585] Forecasting BCRX...
[2025-12-16T20:17:12.834256] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-16T20:17:12.834284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-16T20:17:12.845955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-16T20:17:12.846297] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-16T20:17:12.847083] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-16T20:17:12.847135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:12.847167] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:12.847195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:12.847250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:12.905782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:12.906464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:12.906596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:12.906656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:13.028587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:13.028743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:13.028784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:13.028830] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:13.032219] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: DOWN (p=6.71%)
[2025-12-16T20:17:13.032490] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-16T20:17:13.032633] [INFO ] [sig       ] BCRX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:13.169878] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BCRX.txt
[2025-12-16T20:17:13.170015] [INFO ] [sig       ] [377/3585] Completed BCRX in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-16T20:17:13.170058] [INFO ] [sig       ] [378/3585] Forecasting BCS...
[2025-12-16T20:17:13.170090] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-16T20:17:13.170122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-16T20:17:13.181927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-16T20:17:13.182285] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-16T20:17:13.183185] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-16T20:17:13.183239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:13.183273] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:13.183301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:13.183359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:13.241515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:13.242417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:13.242504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:13.242543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:13.362292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:13.362434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:13.362472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:13.362500] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:13.365792] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-12-16T20:17:13.366059] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-16T20:17:13.366179] [INFO ] [sig       ] BCS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:13.508155] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BCS.txt
[2025-12-16T20:17:13.508289] [INFO ] [sig       ] [378/3585] Completed BCS in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-16T20:17:13.508328] [INFO ] [sig       ] [379/3585] Forecasting BCSF...
[2025-12-16T20:17:13.508357] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-16T20:17:13.508388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-16T20:17:13.519625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-16T20:17:13.519978] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-16T20:17:13.520772] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-16T20:17:13.520825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:13.520859] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:13.520887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:13.520944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:13.586757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:13.587680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:13.587773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:13.587805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:13.708363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:13.708515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:13.708554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:13.708601] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:13.711967] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=24.74%)
[2025-12-16T20:17:13.712232] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-16T20:17:13.712358] [INFO ] [sig       ] BCSF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:13.851215] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BCSF.txt
[2025-12-16T20:17:13.851370] [INFO ] [sig       ] [379/3585] Completed BCSF in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-16T20:17:13.851409] [INFO ] [sig       ] [380/3585] Forecasting BCTX...
[2025-12-16T20:17:13.851441] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-16T20:17:13.851471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-16T20:17:13.862905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-16T20:17:13.863289] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-16T20:17:13.864087] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-16T20:17:13.864138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:13.864171] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:13.864197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:13.864253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:13.919976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:13.920628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:13.920722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:13.920755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:14.042159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:14.042311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:14.042349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:14.042378] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:14.045744] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-12-16T20:17:14.046034] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-16T20:17:14.046184] [INFO ] [sig       ] BCTX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:14.190809] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BCTX.txt
[2025-12-16T20:17:14.191035] [INFO ] [sig       ] [380/3585] Completed BCTX in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-16T20:17:14.191088] [INFO ] [sig       ] [381/3585] Forecasting BCX...
[2025-12-16T20:17:14.191131] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-16T20:17:14.191169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-16T20:17:14.203497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-16T20:17:14.203890] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-16T20:17:14.204819] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-16T20:17:14.204879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:14.204913] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:14.204943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:14.205034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:14.268005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:14.268875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:14.268959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:14.268991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:14.391559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:14.391719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:14.391758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:14.391788] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:14.395057] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-12-16T20:17:14.395327] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-16T20:17:14.395448] [INFO ] [sig       ] BCX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:14.532239] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BCX.txt
[2025-12-16T20:17:14.532386] [INFO ] [sig       ] [381/3585] Completed BCX in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-16T20:17:14.532426] [INFO ] [sig       ] [382/3585] Forecasting BCYC...
[2025-12-16T20:17:14.532455] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-16T20:17:14.532486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-16T20:17:14.543508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-16T20:17:14.543862] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-16T20:17:14.544632] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-16T20:17:14.544684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:14.544716] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:14.544743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:14.544798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:14.600894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:14.601735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:14.601819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:14.601851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:14.721619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:14.721775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:14.721813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:14.721840] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:14.725157] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=54.75%)
[2025-12-16T20:17:14.725419] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-16T20:17:14.725540] [INFO ] [sig       ] BCYC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:14.862132] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BCYC.txt
[2025-12-16T20:17:14.862280] [INFO ] [sig       ] [382/3585] Completed BCYC in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-16T20:17:14.862319] [INFO ] [sig       ] [383/3585] Forecasting BDC...
[2025-12-16T20:17:14.862349] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-16T20:17:14.862378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-16T20:17:14.873455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-16T20:17:14.873826] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-16T20:17:14.874562] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-16T20:17:14.874644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:14.874678] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:14.874709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:14.874766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:14.930196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:14.931034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:14.931117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:14.931149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:15.051080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:15.051235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:15.051276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:15.051306] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:15.054717] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: UP (p=59.74%)
[2025-12-16T20:17:15.055003] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-16T20:17:15.055130] [INFO ] [sig       ] BDC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:15.192631] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BDC.txt
[2025-12-16T20:17:15.192801] [INFO ] [sig       ] [383/3585] Completed BDC in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-16T20:17:15.192846] [INFO ] [sig       ] [384/3585] Forecasting BDJ...
[2025-12-16T20:17:15.192877] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-16T20:17:15.192907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-16T20:17:15.204145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-16T20:17:15.204463] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-16T20:17:15.205229] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-16T20:17:15.205281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:15.205340] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:15.205369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:15.205426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:15.262852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:15.263735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:15.263827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:15.263859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:15.388935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:15.389086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:15.389148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:15.389181] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:15.392597] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=96.96%)
[2025-12-16T20:17:15.392873] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-16T20:17:15.392998] [INFO ] [sig       ] BDJ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:15.531050] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BDJ.txt
[2025-12-16T20:17:15.531173] [INFO ] [sig       ] [384/3585] Completed BDJ in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-16T20:17:15.531211] [INFO ] [sig       ] [385/3585] Forecasting BDN...
[2025-12-16T20:17:15.531241] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-16T20:17:15.531271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-16T20:17:15.542612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-16T20:17:15.542933] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-16T20:17:15.543718] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-16T20:17:15.543779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:15.543811] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:15.543838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:15.543893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:15.600308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:15.600976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:15.601055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:15.601089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:15.722634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:15.722780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:15.722819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:15.722847] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:15.726137] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: DOWN (p=28.09%)
[2025-12-16T20:17:15.726402] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-16T20:17:15.726523] [INFO ] [sig       ] BDN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:15.863801] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BDN.txt
[2025-12-16T20:17:15.863955] [INFO ] [sig       ] [385/3585] Completed BDN in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-16T20:17:15.863999] [INFO ] [sig       ] [386/3585] Forecasting BDRX...
[2025-12-16T20:17:15.864029] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-16T20:17:15.864060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-16T20:17:15.875849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-16T20:17:15.876274] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-16T20:17:15.877100] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-16T20:17:15.877154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:15.877186] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:15.877212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:15.877267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:15.937214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:15.938104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:15.938188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:15.938223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:16.057245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:16.057398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:16.057438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:16.057466] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:16.060773] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-16T20:17:16.061041] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-16T20:17:16.061167] [INFO ] [sig       ] BDRX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:16.200819] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BDRX.txt
[2025-12-16T20:17:16.200971] [INFO ] [sig       ] [386/3585] Completed BDRX in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-16T20:17:16.201017] [INFO ] [sig       ] [387/3585] Forecasting BDSX...
[2025-12-16T20:17:16.201047] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-16T20:17:16.201077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-16T20:17:16.212133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-16T20:17:16.212499] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-16T20:17:16.213258] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-16T20:17:16.213309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:16.213341] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:16.213368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:16.213424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:16.271169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:16.272104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:16.272190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:16.272224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:16.383808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:16.383956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:16.383994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:16.384054] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:16.387336] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=95.91%)
[2025-12-16T20:17:16.387619] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-16T20:17:16.387740] [INFO ] [sig       ] BDSX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:16.523669] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BDSX.txt
[2025-12-16T20:17:16.523794] [INFO ] [sig       ] [387/3585] Completed BDSX in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-16T20:17:16.523832] [INFO ] [sig       ] [388/3585] Forecasting BDTX...
[2025-12-16T20:17:16.523862] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-16T20:17:16.523892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-16T20:17:16.534748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-16T20:17:16.535068] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-16T20:17:16.535834] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-16T20:17:16.535894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:16.535926] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:16.535953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:16.536008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:16.591938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:16.592559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:16.592655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:16.592688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:16.711455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:16.711625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:16.711668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:16.711699] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:16.715125] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: UP (p=90.80%)
[2025-12-16T20:17:16.715415] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-16T20:17:16.715543] [INFO ] [sig       ] BDTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:16.859417] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BDTX.txt
[2025-12-16T20:17:16.859601] [INFO ] [sig       ] [388/3585] Completed BDTX in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-16T20:17:16.859647] [INFO ] [sig       ] [389/3585] Forecasting BDX...
[2025-12-16T20:17:16.859682] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-16T20:17:16.859713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-16T20:17:16.871716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-16T20:17:16.872090] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-16T20:17:16.872856] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-16T20:17:16.872907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:16.872939] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:16.872965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:16.873022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:16.928774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:16.929637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:16.929719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:16.929751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:17.056380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:17.056560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:17.056625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:17.056661] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:17.060692] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=70.20%)
[2025-12-16T20:17:17.061136] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-16T20:17:17.061302] [INFO ] [sig       ] BDX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:17.261903] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BDX.txt
[2025-12-16T20:17:17.262117] [INFO ] [sig       ] [389/3585] Completed BDX in 0.4s | 2.93 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-16T20:17:17.262179] [INFO ] [sig       ] [390/3585] Forecasting BE...
[2025-12-16T20:17:17.262222] [INFO ] [sig       ] Generating forecast for: BE
[2025-12-16T20:17:17.262265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-12-16T20:17:17.290399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-12-16T20:17:17.290971] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-12-16T20:17:17.292156] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-12-16T20:17:17.292234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:17.292275] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:17.292310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:17.292391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:17.383289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:17.386216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:17.386413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:17.386467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:17.558827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:17.559022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:17.559111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:17.559189] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:17.565003] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=13.64%)
[2025-12-16T20:17:17.565603] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-12-16T20:17:17.565832] [INFO ] [sig       ] BE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:17.773998] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BE.txt
[2025-12-16T20:17:17.774222] [INFO ] [sig       ] [390/3585] Completed BE in 0.5s | 2.93 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-16T20:17:17.774285] [INFO ] [sig       ] [391/3585] Forecasting BEAM...
[2025-12-16T20:17:17.774335] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-16T20:17:17.774383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-16T20:17:17.788544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-16T20:17:17.789100] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-16T20:17:17.790305] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-16T20:17:17.790372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:17.790407] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:17.790436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:17.790498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:17.866440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:17.867682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:17.867817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:17.867869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:17.996501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:17.996697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:17.996755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:17.996799] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:18.001210] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-12-16T20:17:18.001628] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-16T20:17:18.001807] [INFO ] [sig       ] BEAM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:18.153754] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BEAM.txt
[2025-12-16T20:17:18.153923] [INFO ] [sig       ] [391/3585] Completed BEAM in 0.4s | 2.93 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-16T20:17:18.153968] [INFO ] [sig       ] [392/3585] Forecasting BEEM...
[2025-12-16T20:17:18.153999] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-16T20:17:18.154030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-16T20:17:18.165835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-16T20:17:18.166255] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-16T20:17:18.167086] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-16T20:17:18.167142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:18.167175] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:18.167203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:18.167261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:18.227772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:18.228711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:18.228810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:18.228845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:18.356360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:18.356513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:18.356553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:18.356602] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:18.359964] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: DOWN (p=8.83%)
[2025-12-16T20:17:18.360247] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-16T20:17:18.360376] [INFO ] [sig       ] BEEM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:18.548192] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BEEM.txt
[2025-12-16T20:17:18.548338] [INFO ] [sig       ] [392/3585] Completed BEEM in 0.4s | 2.93 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-16T20:17:18.548379] [INFO ] [sig       ] [393/3585] Forecasting BEEP...
[2025-12-16T20:17:18.548408] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-16T20:17:18.548436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-16T20:17:18.559424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-16T20:17:18.559825] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-16T20:17:18.560632] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-16T20:17:18.560686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:18.560720] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:18.560749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:18.560807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:18.617747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:18.618407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:18.618491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:18.618525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:18.737471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:18.737638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:18.737679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:18.737709] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:18.741046] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: DOWN (p=22.63%)
[2025-12-16T20:17:18.741311] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-16T20:17:18.741435] [INFO ] [sig       ] BEEP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:18.880080] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BEEP.txt
[2025-12-16T20:17:18.880231] [INFO ] [sig       ] [393/3585] Completed BEEP in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-16T20:17:18.880273] [INFO ] [sig       ] [394/3585] Forecasting BEKE...
[2025-12-16T20:17:18.880305] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-16T20:17:18.880336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-16T20:17:18.891981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-16T20:17:18.892353] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-16T20:17:18.893152] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-16T20:17:18.893207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:18.893252] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:18.893282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:18.893353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:18.951643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:18.952479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:18.952622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:18.952682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:19.071438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:19.071610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:19.071677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:19.071715] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:19.075018] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=86.99%)
[2025-12-16T20:17:19.075294] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-16T20:17:19.075416] [INFO ] [sig       ] BEKE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:19.214955] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BEKE.txt
[2025-12-16T20:17:19.215110] [INFO ] [sig       ] [394/3585] Completed BEKE in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-16T20:17:19.215151] [INFO ] [sig       ] [395/3585] Forecasting BELFA...
[2025-12-16T20:17:19.215182] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-16T20:17:19.215211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-16T20:17:19.226311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-16T20:17:19.226720] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-16T20:17:19.227668] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-16T20:17:19.227723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:19.227757] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:19.227785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:19.227843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:19.284828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:19.285671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:19.285757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:19.285792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:19.398234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:19.398388] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:17:19.398428] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:19.398459] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:19.401955] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: DOWN (p=49.73%)
[2025-12-16T20:17:19.402230] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-16T20:17:19.402356] [INFO ] [sig       ] BELFA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:19.541042] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BELFA.txt
[2025-12-16T20:17:19.541183] [INFO ] [sig       ] [395/3585] Completed BELFA in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-16T20:17:19.541224] [INFO ] [sig       ] [396/3585] Forecasting BELFB...
[2025-12-16T20:17:19.541256] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-16T20:17:19.541287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-16T20:17:19.552663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-16T20:17:19.553006] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-16T20:17:19.553864] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-16T20:17:19.553918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:19.553953] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:19.553981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:19.554039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:19.611884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:19.612567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:19.612667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:19.612702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:19.736035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:19.736183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:19.736222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:19.736250] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:19.739542] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-12-16T20:17:19.739834] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-16T20:17:19.739954] [INFO ] [sig       ] BELFB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:19.877891] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BELFB.txt
[2025-12-16T20:17:19.878041] [INFO ] [sig       ] [396/3585] Completed BELFB in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-16T20:17:19.878080] [INFO ] [sig       ] [397/3585] Forecasting BEN...
[2025-12-16T20:17:19.878111] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-16T20:17:19.878141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-16T20:17:19.890009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-16T20:17:19.890421] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-16T20:17:19.891249] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-16T20:17:19.891304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:19.891338] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:19.891368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:19.891426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:19.948565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:19.949465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:19.949562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:19.949616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:20.069718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:20.069872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:20.069912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:20.069943] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:20.073554] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=1.95%)
[2025-12-16T20:17:20.073846] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-16T20:17:20.073972] [INFO ] [sig       ] BEN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:20.210632] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BEN.txt
[2025-12-16T20:17:20.210773] [INFO ] [sig       ] [397/3585] Completed BEN in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-16T20:17:20.210813] [INFO ] [sig       ] [398/3585] Forecasting BEP...
[2025-12-16T20:17:20.210847] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-16T20:17:20.210879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-16T20:17:20.222050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-16T20:17:20.222440] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-16T20:17:20.223384] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-16T20:17:20.223439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:20.223474] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:20.223502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:20.223558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:20.282603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:20.283428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:20.283514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:20.283548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:20.401736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:20.401895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:20.401936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:20.401965] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:20.405349] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=62.34%)
[2025-12-16T20:17:20.405648] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-16T20:17:20.405782] [INFO ] [sig       ] BEP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:20.543442] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BEP.txt
[2025-12-16T20:17:20.543609] [INFO ] [sig       ] [398/3585] Completed BEP in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-16T20:17:20.543652] [INFO ] [sig       ] [399/3585] Forecasting BEPH...
[2025-12-16T20:17:20.543683] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-16T20:17:20.543713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-16T20:17:20.555148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-16T20:17:20.555509] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-16T20:17:20.556323] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-16T20:17:20.556377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:20.556411] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:20.556438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:20.556495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:20.615358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:20.616270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:20.616358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:20.616393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:20.736348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:20.736500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:20.736540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:20.736587] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:20.740460] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: UP (p=54.08%)
[2025-12-16T20:17:20.740825] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-16T20:17:20.740983] [INFO ] [sig       ] BEPH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:20.881567] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BEPH.txt
[2025-12-16T20:17:20.881731] [INFO ] [sig       ] [399/3585] Completed BEPH in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-16T20:17:20.881769] [INFO ] [sig       ] [400/3585] Forecasting BEPI...
[2025-12-16T20:17:20.881798] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-16T20:17:20.881828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-16T20:17:20.892261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-16T20:17:20.892595] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-16T20:17:20.893372] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-16T20:17:20.893424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:20.893456] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:20.893483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:20.893538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:20.948738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:20.949653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:20.949733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:20.949765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:21.047969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:21.048125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:21.048164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:21.048192] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:21.051595] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-12-16T20:17:21.051867] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-16T20:17:21.051993] [INFO ] [sig       ] BEPI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:21.186081] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BEPI.txt
[2025-12-16T20:17:21.186219] [INFO ] [sig       ] [400/3585] Completed BEPI in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-16T20:17:21.186258] [INFO ] [sig       ] [401/3585] Forecasting BFAM...
[2025-12-16T20:17:21.186287] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-16T20:17:21.186316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-16T20:17:21.197899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-16T20:17:21.198243] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-16T20:17:21.199100] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-16T20:17:21.199203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:21.199239] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:21.199267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:21.199325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:21.259316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:21.260114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:21.260196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:21.260229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:21.377817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:21.377967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:21.378006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:21.378050] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:21.381386] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2025-12-16T20:17:21.381691] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-16T20:17:21.381824] [INFO ] [sig       ] BFAM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:21.516217] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BFAM.txt
[2025-12-16T20:17:21.516367] [INFO ] [sig       ] [401/3585] Completed BFAM in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-16T20:17:21.516407] [INFO ] [sig       ] [402/3585] Forecasting BFC...
[2025-12-16T20:17:21.516436] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-16T20:17:21.516465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-16T20:17:21.527704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-16T20:17:21.528044] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-16T20:17:21.528885] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-16T20:17:21.528937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:21.528971] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:21.529000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:21.529057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:21.584320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:21.585125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:21.585520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:21.585553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:21.694090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:21.694242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:21.694280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:21.694309] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:21.697595] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: UP (p=87.16%)
[2025-12-16T20:17:21.697865] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-16T20:17:21.697986] [INFO ] [sig       ] BFC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:21.847865] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BFC.txt
[2025-12-16T20:17:21.848067] [INFO ] [sig       ] [402/3585] Completed BFC in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-16T20:17:21.848133] [INFO ] [sig       ] [403/3585] Forecasting BFH...
[2025-12-16T20:17:21.848171] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-16T20:17:21.848202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-16T20:17:21.860319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-16T20:17:21.860755] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-16T20:17:21.861646] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-16T20:17:21.861704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:21.861738] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:21.861765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:21.861821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:21.924562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:21.925548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:21.925673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:21.925740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:22.048397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:22.048551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:22.048610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:22.048641] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:22.052202] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: UP (p=97.73%)
[2025-12-16T20:17:22.052487] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-16T20:17:22.052641] [INFO ] [sig       ] BFH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:22.189189] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BFH.txt
[2025-12-16T20:17:22.189348] [INFO ] [sig       ] [403/3585] Completed BFH in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-16T20:17:22.189389] [INFO ] [sig       ] [404/3585] Forecasting BFIN...
[2025-12-16T20:17:22.189420] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-16T20:17:22.189451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-16T20:17:22.200684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-12-16T20:17:22.201069] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-16T20:17:22.201853] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-16T20:17:22.201905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:22.201936] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:22.201962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:22.202018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:22.256772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:22.257617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:22.257699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:22.257732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:22.379024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:22.379203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:22.379279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:22.379309] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:22.382790] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: DOWN (p=38.79%)
[2025-12-16T20:17:22.383080] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-16T20:17:22.383210] [INFO ] [sig       ] BFIN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:22.525381] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BFIN.txt
[2025-12-16T20:17:22.525514] [INFO ] [sig       ] [404/3585] Completed BFIN in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-16T20:17:22.525555] [INFO ] [sig       ] [405/3585] Forecasting BFK...
[2025-12-16T20:17:22.525603] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-16T20:17:22.525635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-16T20:17:22.536663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-16T20:17:22.537000] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-16T20:17:22.537769] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-16T20:17:22.537821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:22.537854] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:22.537893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:22.537950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:22.592916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:22.593623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:22.593705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:22.593737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:22.710608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:22.710763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:22.710802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:22.710830] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:22.714212] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: UP (p=85.23%)
[2025-12-16T20:17:22.714515] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-16T20:17:22.714665] [INFO ] [sig       ] BFK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:22.857942] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BFK.txt
[2025-12-16T20:17:22.858105] [INFO ] [sig       ] [405/3585] Completed BFK in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-16T20:17:22.858167] [INFO ] [sig       ] [406/3585] Forecasting BFLY...
[2025-12-16T20:17:22.858216] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-16T20:17:22.858263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-16T20:17:22.870177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-16T20:17:22.870549] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-16T20:17:22.871387] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-16T20:17:22.871441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:22.871475] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:22.871503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:22.871561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:22.931863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:22.932510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:22.932608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:22.932645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:23.061066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:23.061218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:23.061259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:23.061288] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:23.064968] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=40.12%)
[2025-12-16T20:17:23.065267] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-16T20:17:23.065400] [INFO ] [sig       ] BFLY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:23.212024] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BFLY.txt
[2025-12-16T20:17:23.212169] [INFO ] [sig       ] [406/3585] Completed BFLY in 0.4s | 2.93 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-16T20:17:23.212211] [INFO ] [sig       ] [407/3585] Forecasting BFS...
[2025-12-16T20:17:23.212241] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-16T20:17:23.212271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-16T20:17:23.223938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-16T20:17:23.224302] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-16T20:17:23.225252] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-16T20:17:23.225312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:23.225345] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:23.225373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:23.225431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:23.285878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:23.286639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:23.286734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:23.286777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:23.410404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:23.410567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:23.410632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:23.410676] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:23.414235] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: UP (p=62.78%)
[2025-12-16T20:17:23.414559] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-16T20:17:23.414747] [INFO ] [sig       ] BFS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:23.563597] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BFS.txt
[2025-12-16T20:17:23.563787] [INFO ] [sig       ] [407/3585] Completed BFS in 0.4s | 2.93 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-16T20:17:23.563851] [INFO ] [sig       ] [408/3585] Forecasting BFZ...
[2025-12-16T20:17:23.563889] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-16T20:17:23.563952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-16T20:17:23.575954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-16T20:17:23.576336] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-16T20:17:23.577160] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-16T20:17:23.577215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:23.577249] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:23.577276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:23.577334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:23.639317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:23.640216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:23.640305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:23.640339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:23.765332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:23.765481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:23.765519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:23.765549] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:23.768893] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=24.21%)
[2025-12-16T20:17:23.769187] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-16T20:17:23.769310] [INFO ] [sig       ] BFZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:23.904893] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BFZ.txt
[2025-12-16T20:17:23.905010] [INFO ] [sig       ] [408/3585] Completed BFZ in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-16T20:17:23.905048] [INFO ] [sig       ] [409/3585] Forecasting BG...
[2025-12-16T20:17:23.905077] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-16T20:17:23.905106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-16T20:17:23.915934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-16T20:17:23.916239] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-16T20:17:23.917040] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-16T20:17:23.917091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:23.917122] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:23.917148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:23.917204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:23.972836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:23.973438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:23.973516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:23.973548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:24.089586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:24.089717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:24.089754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:24.089783] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:24.092971] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2025-12-16T20:17:24.093234] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-16T20:17:24.093352] [INFO ] [sig       ] BG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:24.231953] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BG.txt
[2025-12-16T20:17:24.232081] [INFO ] [sig       ] [409/3585] Completed BG in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-16T20:17:24.232124] [INFO ] [sig       ] [410/3585] Forecasting BGB...
[2025-12-16T20:17:24.232155] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-16T20:17:24.232193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-16T20:17:24.245490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-16T20:17:24.245873] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-16T20:17:24.246746] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-16T20:17:24.246806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:24.246852] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:24.246898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:24.246969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:24.312329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:24.313037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:24.313126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:24.313163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:24.434363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:24.434499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:24.434537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:24.434566] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:24.437993] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=91.55%)
[2025-12-16T20:17:24.438330] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-16T20:17:24.438468] [INFO ] [sig       ] BGB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:24.578212] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BGB.txt
[2025-12-16T20:17:24.578354] [INFO ] [sig       ] [410/3585] Completed BGB in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-16T20:17:24.578394] [INFO ] [sig       ] [411/3585] Forecasting BGC...
[2025-12-16T20:17:24.578424] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-16T20:17:24.578453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-16T20:17:24.589465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-16T20:17:24.589844] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-16T20:17:24.590611] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-16T20:17:24.590662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:24.590695] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:24.590721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:24.590777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:24.646869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:24.647777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:24.647871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:24.647911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:24.765189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:24.765339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:24.765377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:24.765406] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:24.768785] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=80.76%)
[2025-12-16T20:17:24.769050] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-16T20:17:24.769191] [INFO ] [sig       ] BGC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:24.905802] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BGC.txt
[2025-12-16T20:17:24.905917] [INFO ] [sig       ] [411/3585] Completed BGC in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-16T20:17:24.905954] [INFO ] [sig       ] [412/3585] Forecasting BGH...
[2025-12-16T20:17:24.905983] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-16T20:17:24.906012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-16T20:17:24.917153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-16T20:17:24.917456] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-16T20:17:24.918225] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-16T20:17:24.918276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:24.918308] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:24.918334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:24.918390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:24.974088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:24.974682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:24.974758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:24.974790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:25.095117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:25.095278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:25.095317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:25.095346] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:25.098655] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=44.48%)
[2025-12-16T20:17:25.098931] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-16T20:17:25.099058] [INFO ] [sig       ] BGH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:25.234874] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BGH.txt
[2025-12-16T20:17:25.235005] [INFO ] [sig       ] [412/3585] Completed BGH in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-16T20:17:25.235044] [INFO ] [sig       ] [413/3585] Forecasting BGLC...
[2025-12-16T20:17:25.235072] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-16T20:17:25.235101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-16T20:17:25.248080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-16T20:17:25.248513] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-16T20:17:25.249605] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-16T20:17:25.249670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:25.249715] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:25.249756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:25.249840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:25.315839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:25.316676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:25.316774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:25.316809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:25.431663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:25.431814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:25.431854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:25.431882] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:25.435237] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: DOWN (p=39.19%)
[2025-12-16T20:17:25.435507] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-16T20:17:25.435648] [INFO ] [sig       ] BGLC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:25.577120] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BGLC.txt
[2025-12-16T20:17:25.577274] [INFO ] [sig       ] [413/3585] Completed BGLC in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-16T20:17:25.577314] [INFO ] [sig       ] [414/3585] Forecasting BGRN...
[2025-12-16T20:17:25.577344] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-16T20:17:25.577374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-16T20:17:25.588292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-16T20:17:25.588676] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-16T20:17:25.589445] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-16T20:17:25.589497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:25.589529] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:25.589554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:25.589627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:25.645719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:25.646432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:25.646511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:25.646544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:25.767005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:25.767155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:25.767211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:25.767241] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:25.770597] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-16T20:17:25.770862] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-16T20:17:25.770979] [INFO ] [sig       ] BGRN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:25.908183] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BGRN.txt
[2025-12-16T20:17:25.908301] [INFO ] [sig       ] [414/3585] Completed BGRN in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-16T20:17:25.908340] [INFO ] [sig       ] [415/3585] Forecasting BGS...
[2025-12-16T20:17:25.908370] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-16T20:17:25.908400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-16T20:17:25.920103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-16T20:17:25.920481] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-16T20:17:25.921324] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-16T20:17:25.921377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:25.921413] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:25.921439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:25.921494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:25.978037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:25.978688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:25.978771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:25.978803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:26.101804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:26.101978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:26.102019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:26.102048] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:26.105725] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: DOWN (p=23.61%)
[2025-12-16T20:17:26.106151] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-16T20:17:26.106331] [INFO ] [sig       ] BGS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:26.246135] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BGS.txt
[2025-12-16T20:17:26.246265] [INFO ] [sig       ] [415/3585] Completed BGS in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-16T20:17:26.246305] [INFO ] [sig       ] [416/3585] Forecasting BGSF...
[2025-12-16T20:17:26.246334] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-16T20:17:26.246368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-16T20:17:26.256943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-16T20:17:26.257260] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-16T20:17:26.258027] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-16T20:17:26.258080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:26.258112] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:26.258138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:26.258193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:26.313166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:26.313803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:26.313880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:26.313912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:26.433489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:26.433641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:26.433680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:26.433708] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:26.436930] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=47.72%)
[2025-12-16T20:17:26.437196] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-16T20:17:26.437318] [INFO ] [sig       ] BGSF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:26.573213] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BGSF.txt
[2025-12-16T20:17:26.573333] [INFO ] [sig       ] [416/3585] Completed BGSF in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-16T20:17:26.573373] [INFO ] [sig       ] [417/3585] Forecasting BGX...
[2025-12-16T20:17:26.573402] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-16T20:17:26.573431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-16T20:17:26.585516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-16T20:17:26.585959] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-16T20:17:26.586779] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-16T20:17:26.586833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:26.586866] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:26.586896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:26.586954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:26.641897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:26.642632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:26.642713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:26.642744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:26.763816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:26.763970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:26.764007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:26.764035] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:26.767313] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=83.32%)
[2025-12-16T20:17:26.767599] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-16T20:17:26.767718] [INFO ] [sig       ] BGX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:26.903052] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BGX.txt
[2025-12-16T20:17:26.903177] [INFO ] [sig       ] [417/3585] Completed BGX in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-16T20:17:26.903215] [INFO ] [sig       ] [418/3585] Forecasting BGY...
[2025-12-16T20:17:26.903243] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-16T20:17:26.903273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-16T20:17:26.914184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-16T20:17:26.914491] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-16T20:17:26.915245] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-16T20:17:26.915320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:26.915364] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:26.915393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:26.915449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:26.971128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:26.971803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:26.971882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:26.971915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:27.090469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:27.090639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:27.090678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:27.090706] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:27.093978] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=36.80%)
[2025-12-16T20:17:27.094245] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-16T20:17:27.094366] [INFO ] [sig       ] BGY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:27.232016] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BGY.txt
[2025-12-16T20:17:27.232142] [INFO ] [sig       ] [418/3585] Completed BGY in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-16T20:17:27.232181] [INFO ] [sig       ] [419/3585] Forecasting BHC...
[2025-12-16T20:17:27.232211] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-16T20:17:27.232241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-16T20:17:27.243203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-16T20:17:27.243530] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-16T20:17:27.244320] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-16T20:17:27.244371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:27.244403] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:27.244430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:27.244486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:27.300476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:27.301138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:27.301235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:27.301274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:27.419982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:27.420133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:27.420171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:27.420200] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:27.423529] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: UP (p=81.33%)
[2025-12-16T20:17:27.423826] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-16T20:17:27.423945] [INFO ] [sig       ] BHC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:27.567141] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BHC.txt
[2025-12-16T20:17:27.567349] [INFO ] [sig       ] [419/3585] Completed BHC in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-16T20:17:27.567416] [INFO ] [sig       ] [420/3585] Forecasting BHE...
[2025-12-16T20:17:27.567468] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-16T20:17:27.567520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-16T20:17:27.579043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-16T20:17:27.579629] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-16T20:17:27.580428] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-16T20:17:27.580481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:27.580513] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:27.580540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:27.580621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:27.636951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:27.637854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:27.637976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:27.638015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:27.756631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:27.756788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:27.756826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:27.756854] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:27.760197] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=53.96%)
[2025-12-16T20:17:27.760470] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-16T20:17:27.760613] [INFO ] [sig       ] BHE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:27.897370] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BHE.txt
[2025-12-16T20:17:27.897499] [INFO ] [sig       ] [420/3585] Completed BHE in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-16T20:17:27.897538] [INFO ] [sig       ] [421/3585] Forecasting BHF...
[2025-12-16T20:17:27.897585] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-16T20:17:27.897619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-16T20:17:27.908938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-16T20:17:27.909262] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-16T20:17:27.910068] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-16T20:17:27.910121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:27.910153] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:27.910179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:27.910234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:27.965246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:27.965857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:27.965935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:27.965967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:28.085817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:28.085970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:28.086008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:28.086069] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:28.089364] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-12-16T20:17:28.089653] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-16T20:17:28.089776] [INFO ] [sig       ] BHF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:28.224433] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BHF.txt
[2025-12-16T20:17:28.224553] [INFO ] [sig       ] [421/3585] Completed BHF in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-16T20:17:28.224608] [INFO ] [sig       ] [422/3585] Forecasting BHFAL...
[2025-12-16T20:17:28.224645] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-16T20:17:28.224675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-16T20:17:28.236315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-16T20:17:28.236637] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-16T20:17:28.237376] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-16T20:17:28.237427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:28.237459] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:28.237486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:28.237541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:28.294201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:28.294906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:28.294986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:28.295018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:28.411415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:28.411563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:28.411627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:28.411655] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:28.414904] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=6.56%)
[2025-12-16T20:17:28.415164] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-16T20:17:28.415283] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:28.554852] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BHFAL.txt
[2025-12-16T20:17:28.554990] [INFO ] [sig       ] [422/3585] Completed BHFAL in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-16T20:17:28.555037] [INFO ] [sig       ] [423/3585] Forecasting BHFAM...
[2025-12-16T20:17:28.555073] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-16T20:17:28.555103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-16T20:17:28.566506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-16T20:17:28.566852] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-16T20:17:28.567625] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-16T20:17:28.567676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:28.567708] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:28.567735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:28.567790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:28.623717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:28.624316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:28.624393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:28.624425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:28.750324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:28.750482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:28.750525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:28.750555] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:28.754332] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: DOWN (p=30.81%)
[2025-12-16T20:17:28.754651] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-16T20:17:28.754788] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:28.911423] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BHFAM.txt
[2025-12-16T20:17:28.911584] [INFO ] [sig       ] [423/3585] Completed BHFAM in 0.4s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-16T20:17:28.911632] [INFO ] [sig       ] [424/3585] Forecasting BHFAN...
[2025-12-16T20:17:28.911673] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-16T20:17:28.911710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-16T20:17:28.923738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-16T20:17:28.924065] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-16T20:17:28.924930] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-16T20:17:28.924984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:28.925017] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:28.925049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:28.925117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:28.989922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:28.990631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:28.990713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:28.990756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:29.122534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:29.122715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:29.122757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:29.122790] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:29.126453] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-12-16T20:17:29.126769] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-16T20:17:29.126897] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:29.280028] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BHFAN.txt
[2025-12-16T20:17:29.280167] [INFO ] [sig       ] [424/3585] Completed BHFAN in 0.4s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-16T20:17:29.280210] [INFO ] [sig       ] [425/3585] Forecasting BHFAO...
[2025-12-16T20:17:29.280252] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-16T20:17:29.280286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-16T20:17:29.292114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-16T20:17:29.292481] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-16T20:17:29.293336] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-16T20:17:29.293390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:29.293423] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:29.293458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:29.293524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:29.358313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:29.359031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:29.359132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:29.359172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:29.489794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:29.489946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:29.489996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:29.490056] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:29.493700] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-12-16T20:17:29.494016] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-16T20:17:29.494170] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:29.649313] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BHFAO.txt
[2025-12-16T20:17:29.649456] [INFO ] [sig       ] [425/3585] Completed BHFAO in 0.4s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-16T20:17:29.649501] [INFO ] [sig       ] [426/3585] Forecasting BHFAP...
[2025-12-16T20:17:29.649540] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-16T20:17:29.649598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-16T20:17:29.661758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-16T20:17:29.662114] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-16T20:17:29.662968] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-16T20:17:29.663021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:29.663054] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:29.663086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:29.663153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:29.730171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:29.731105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:29.731198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:29.731236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:29.862514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:29.862696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:29.862746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:29.862783] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:29.866772] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: UP (p=94.58%)
[2025-12-16T20:17:29.867090] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-16T20:17:29.867231] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:30.022340] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BHFAP.txt
[2025-12-16T20:17:30.022480] [INFO ] [sig       ] [426/3585] Completed BHFAP in 0.4s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-16T20:17:30.022531] [INFO ] [sig       ] [427/3585] Forecasting BHK...
[2025-12-16T20:17:30.022563] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-16T20:17:30.022617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-16T20:17:30.034563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-16T20:17:30.034930] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-16T20:17:30.035778] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-16T20:17:30.035838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:30.035875] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:30.035903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:30.035960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:30.100757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:30.101433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:30.101533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:30.101596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:30.232715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:30.232870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:30.232914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:30.232944] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:30.236592] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=68.07%)
[2025-12-16T20:17:30.236890] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-16T20:17:30.237034] [INFO ] [sig       ] BHK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:30.390271] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BHK.txt
[2025-12-16T20:17:30.390405] [INFO ] [sig       ] [427/3585] Completed BHK in 0.4s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-16T20:17:30.390450] [INFO ] [sig       ] [428/3585] Forecasting BHP...
[2025-12-16T20:17:30.390481] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-16T20:17:30.390516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-16T20:17:30.402544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-16T20:17:30.402911] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-16T20:17:30.403779] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-16T20:17:30.403831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:30.403865] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:30.403905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:30.403976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:30.469266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:30.469931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:30.470065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:30.470101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:30.605196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:30.605353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:30.605404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:30.605441] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:30.609347] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=44.94%)
[2025-12-16T20:17:30.609888] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-16T20:17:30.610097] [INFO ] [sig       ] BHP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:30.745070] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BHP.txt
[2025-12-16T20:17:30.745217] [INFO ] [sig       ] [428/3585] Completed BHP in 0.4s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-16T20:17:30.745257] [INFO ] [sig       ] [429/3585] Forecasting BHRB...
[2025-12-16T20:17:30.745286] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-16T20:17:30.745316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-16T20:17:30.756766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-16T20:17:30.757173] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-16T20:17:30.757981] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-16T20:17:30.758038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:30.758073] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:30.758113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:30.758171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:30.814500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:30.815348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:30.815430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:30.815463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:30.930713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:30.930870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:30.930911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:30.930940] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:30.934789] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: UP (p=86.69%)
[2025-12-16T20:17:30.935060] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-16T20:17:30.935181] [INFO ] [sig       ] BHRB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:31.069851] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BHRB.txt
[2025-12-16T20:17:31.069973] [INFO ] [sig       ] [429/3585] Completed BHRB in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-16T20:17:31.070011] [INFO ] [sig       ] [430/3585] Forecasting BHVN...
[2025-12-16T20:17:31.070040] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-16T20:17:31.070069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-16T20:17:31.082083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-16T20:17:31.082497] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-16T20:17:31.083299] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-16T20:17:31.083352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:31.083384] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:31.083410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:31.083466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:31.140752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:31.141658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:31.141746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:31.141780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:31.263563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:31.263774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:31.263835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:31.263879] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:31.267488] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=55.61%)
[2025-12-16T20:17:31.267819] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-16T20:17:31.267959] [INFO ] [sig       ] BHVN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:31.407674] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BHVN.txt
[2025-12-16T20:17:31.407830] [INFO ] [sig       ] [430/3585] Completed BHVN in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-16T20:17:31.407871] [INFO ] [sig       ] [431/3585] Forecasting BIAF...
[2025-12-16T20:17:31.407901] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-16T20:17:31.407932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-16T20:17:31.418962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-16T20:17:31.419391] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-16T20:17:31.420229] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-16T20:17:31.420283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:31.420317] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:31.420345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:31.420402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:31.478619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:31.479513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:31.479629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:31.479665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:31.592867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:31.593021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:31.593060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:31.593089] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:31.596416] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: UP (p=77.27%)
[2025-12-16T20:17:31.596710] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-16T20:17:31.596834] [INFO ] [sig       ] BIAF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:31.738306] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BIAF.txt
[2025-12-16T20:17:31.738461] [INFO ] [sig       ] [431/3585] Completed BIAF in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-16T20:17:31.738502] [INFO ] [sig       ] [432/3585] Forecasting BIB...
[2025-12-16T20:17:31.738531] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-16T20:17:31.738561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-16T20:17:31.750360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-16T20:17:31.750805] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-16T20:17:31.751634] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-16T20:17:31.751688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:31.751722] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:31.751751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:31.751808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:31.810117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:31.811225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:31.811315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:31.811349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:31.922480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:31.922670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:31.922718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:31.922747] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:31.926365] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: UP (p=50.53%)
[2025-12-16T20:17:31.926665] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-16T20:17:31.926799] [INFO ] [sig       ] BIB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:32.067712] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BIB.txt
[2025-12-16T20:17:32.067866] [INFO ] [sig       ] [432/3585] Completed BIB in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-16T20:17:32.067907] [INFO ] [sig       ] [433/3585] Forecasting BIIB...
[2025-12-16T20:17:32.067937] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-16T20:17:32.067977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-16T20:17:32.079737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-16T20:17:32.080160] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-16T20:17:32.080991] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-16T20:17:32.081056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:32.081095] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:32.081129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:32.081205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:32.137926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:32.138794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:32.138878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:32.138912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:32.264001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:32.264156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:32.264196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:32.264225] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:32.267640] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-12-16T20:17:32.267921] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-16T20:17:32.268047] [INFO ] [sig       ] BIIB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:32.404868] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BIIB.txt
[2025-12-16T20:17:32.405031] [INFO ] [sig       ] [433/3585] Completed BIIB in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-16T20:17:32.405072] [INFO ] [sig       ] [434/3585] Forecasting BILI...
[2025-12-16T20:17:32.405103] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-16T20:17:32.405133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-16T20:17:32.416979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-16T20:17:32.417375] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-16T20:17:32.418186] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-16T20:17:32.418240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:32.418272] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:32.418298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:32.418354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:32.475146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:32.476043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:32.476124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:32.476157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:32.598267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:32.598421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:32.598459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:32.598489] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:32.601886] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: UP (p=53.96%)
[2025-12-16T20:17:32.602161] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-16T20:17:32.602283] [INFO ] [sig       ] BILI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:32.740013] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BILI.txt
[2025-12-16T20:17:32.740169] [INFO ] [sig       ] [434/3585] Completed BILI in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-16T20:17:32.740210] [INFO ] [sig       ] [435/3585] Forecasting BILL...
[2025-12-16T20:17:32.740240] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-16T20:17:32.740269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-16T20:17:32.751956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-16T20:17:32.752355] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-16T20:17:32.753149] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-16T20:17:32.753201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:32.753268] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:32.753308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:32.753391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:32.809890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:32.810828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:32.810939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:32.810975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:32.937898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:32.938063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:32.938109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:32.938144] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:32.941591] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=90.39%)
[2025-12-16T20:17:32.941875] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-16T20:17:32.942007] [INFO ] [sig       ] BILL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:33.079894] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BILL.txt
[2025-12-16T20:17:33.080036] [INFO ] [sig       ] [435/3585] Completed BILL in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-16T20:17:33.080077] [INFO ] [sig       ] [436/3585] Forecasting BIO...
[2025-12-16T20:17:33.080108] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-16T20:17:33.080138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-16T20:17:33.091695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-16T20:17:33.092064] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-16T20:17:33.092851] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-16T20:17:33.092903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:33.092935] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:33.092962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:33.093018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:33.148745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:33.149610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:33.149694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:33.149728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:33.273055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:33.273207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:33.273255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:33.273286] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:33.276910] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=17.44%)
[2025-12-16T20:17:33.277221] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-16T20:17:33.277368] [INFO ] [sig       ] BIO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:33.417870] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BIO.txt
[2025-12-16T20:17:33.418019] [INFO ] [sig       ] [436/3585] Completed BIO in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-16T20:17:33.418058] [INFO ] [sig       ] [437/3585] Forecasting BIOX...
[2025-12-16T20:17:33.418088] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-16T20:17:33.418118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-16T20:17:33.429903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-16T20:17:33.430270] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-16T20:17:33.431089] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-16T20:17:33.431143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:33.431177] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:33.431205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:33.431262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:33.487345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:33.488172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:33.488253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:33.488287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:33.609171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:33.609324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:33.609363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:33.609390] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:33.612748] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: DOWN (p=45.17%)
[2025-12-16T20:17:33.613017] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-16T20:17:33.613142] [INFO ] [sig       ] BIOX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:33.751430] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BIOX.txt
[2025-12-16T20:17:33.751621] [INFO ] [sig       ] [437/3585] Completed BIOX in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-16T20:17:33.751671] [INFO ] [sig       ] [438/3585] Forecasting BIP...
[2025-12-16T20:17:33.751707] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-16T20:17:33.751741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-16T20:17:33.762811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-16T20:17:33.763190] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-16T20:17:33.763994] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-16T20:17:33.764048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:33.764079] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:33.764107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:33.764165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:33.820177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:33.820997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:33.821091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:33.821130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:33.941745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:33.941904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:33.941943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:33.942008] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:33.945399] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: UP (p=54.76%)
[2025-12-16T20:17:33.945716] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-16T20:17:33.945853] [INFO ] [sig       ] BIP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:34.084186] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BIP.txt
[2025-12-16T20:17:34.084338] [INFO ] [sig       ] [438/3585] Completed BIP in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-16T20:17:34.084378] [INFO ] [sig       ] [439/3585] Forecasting BIPH...
[2025-12-16T20:17:34.084408] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-16T20:17:34.084440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-16T20:17:34.095833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-16T20:17:34.096248] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-16T20:17:34.097088] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-16T20:17:34.097153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:34.097189] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:34.097217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:34.097274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:34.157888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:34.158764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:34.158848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:34.158881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:34.266952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:34.267107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:34.267147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:34.267175] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:34.270697] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: DOWN (p=3.31%)
[2025-12-16T20:17:34.271005] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-16T20:17:34.271164] [INFO ] [sig       ] BIPH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:34.409648] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BIPH.txt
[2025-12-16T20:17:34.409803] [INFO ] [sig       ] [439/3585] Completed BIPH in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-16T20:17:34.409845] [INFO ] [sig       ] [440/3585] Forecasting BIPI...
[2025-12-16T20:17:34.409875] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-16T20:17:34.409904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-16T20:17:34.420459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-16T20:17:34.420816] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-16T20:17:34.421601] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-16T20:17:34.421653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:34.421684] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:34.421711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:34.421782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:34.479358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:34.480213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:34.480302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:34.480335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:34.594496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:34.594676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:34.594717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:34.594746] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:34.598235] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=95.41%)
[2025-12-16T20:17:34.598505] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-16T20:17:34.598643] [INFO ] [sig       ] BIPI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:34.737394] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BIPI.txt
[2025-12-16T20:17:34.737547] [INFO ] [sig       ] [440/3585] Completed BIPI in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-16T20:17:34.737614] [INFO ] [sig       ] [441/3585] Forecasting BIRD...
[2025-12-16T20:17:34.737647] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-16T20:17:34.737677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-16T20:17:34.748635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-16T20:17:34.749012] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-16T20:17:34.749846] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-16T20:17:34.749898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:34.749929] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:34.749955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:34.750011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:34.807895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:34.808776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:34.808860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:34.808894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:34.933267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:34.933422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:34.933463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:34.933493] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:34.936962] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: DOWN (p=24.39%)
[2025-12-16T20:17:34.937282] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-16T20:17:34.937419] [INFO ] [sig       ] BIRD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:35.076335] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BIRD.txt
[2025-12-16T20:17:35.076484] [INFO ] [sig       ] [441/3585] Completed BIRD in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-16T20:17:35.076523] [INFO ] [sig       ] [442/3585] Forecasting BIRK...
[2025-12-16T20:17:35.076553] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-16T20:17:35.076604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-16T20:17:35.087608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-16T20:17:35.087959] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-16T20:17:35.088735] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-16T20:17:35.088796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:35.088829] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:35.088856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:35.088913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:35.146652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:35.147489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:35.147592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:35.147630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:35.271513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:35.271693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:35.271764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:35.271797] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:35.275299] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=83.50%)
[2025-12-16T20:17:35.275626] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-16T20:17:35.275782] [INFO ] [sig       ] BIRK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:35.415966] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BIRK.txt
[2025-12-16T20:17:35.416120] [INFO ] [sig       ] [442/3585] Completed BIRK in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-16T20:17:35.416161] [INFO ] [sig       ] [443/3585] Forecasting BITF...
[2025-12-16T20:17:35.416192] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-16T20:17:35.416221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-16T20:17:35.428490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-16T20:17:35.428872] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-16T20:17:35.429695] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-16T20:17:35.429750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:35.429782] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:35.429809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:35.429866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:35.487870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:35.488772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:35.488859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:35.488893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:35.608095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:35.608250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:35.608290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:35.608318] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:35.611652] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=13.52%)
[2025-12-16T20:17:35.611919] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-16T20:17:35.612042] [INFO ] [sig       ] BITF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:35.750847] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BITF.txt
[2025-12-16T20:17:35.751004] [INFO ] [sig       ] [443/3585] Completed BITF in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-16T20:17:35.751048] [INFO ] [sig       ] [444/3585] Forecasting BIVI...
[2025-12-16T20:17:35.751084] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-16T20:17:35.751121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-16T20:17:35.762711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-16T20:17:35.763096] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-16T20:17:35.763887] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-16T20:17:35.763939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:35.763971] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:35.763998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:35.764053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:35.821637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:35.822510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:35.822613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:35.822649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:35.947598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:35.947765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:35.947822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:35.947863] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:35.951525] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: UP (p=88.43%)
[2025-12-16T20:17:35.951861] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-16T20:17:35.952018] [INFO ] [sig       ] BIVI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:36.090277] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BIVI.txt
[2025-12-16T20:17:36.090429] [INFO ] [sig       ] [444/3585] Completed BIVI in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-16T20:17:36.090467] [INFO ] [sig       ] [445/3585] Forecasting BJ...
[2025-12-16T20:17:36.090498] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-16T20:17:36.090528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-16T20:17:36.101769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-16T20:17:36.102175] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-16T20:17:36.103037] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-16T20:17:36.103094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:36.103126] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:36.103154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:36.103214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:36.158839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:36.159715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:36.159848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:36.159882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:36.284157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:36.284316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:36.284357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:36.284387] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:36.287962] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=74.50%)
[2025-12-16T20:17:36.288323] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-16T20:17:36.288476] [INFO ] [sig       ] BJ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:36.426452] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BJ.txt
[2025-12-16T20:17:36.426638] [INFO ] [sig       ] [445/3585] Completed BJ in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-16T20:17:36.426692] [INFO ] [sig       ] [446/3585] Forecasting BJDX...
[2025-12-16T20:17:36.426723] [INFO ] [sig       ] Generating forecast for: BJDX
[2025-12-16T20:17:36.426753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJDX' from 'https://tdm.silogroup.org/data/derivative_storage/BJDX.csv'.
[2025-12-16T20:17:36.439141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJDX'.
[2025-12-16T20:17:36.439566] [INFO ] [FORECASTER] Starting predict_future for BJDX
[2025-12-16T20:17:36.440414] [DEBUG] [LOCAL     ] No optimal features file found for BJDX: ./output/feature-sets/BJDX.txt
[2025-12-16T20:17:36.440470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:36.440502] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:36.440530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:36.440612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:36.500019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:36.500933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:36.501024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:36.501058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:36.625282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:36.625434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:36.625474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:36.625503] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:36.628866] [DEBUG] [FORECASTER] BJDX: Forecast T+1@11:T+2@11: UP (p=78.13%)
[2025-12-16T20:17:36.629155] [INFO ] [FORECASTER] Completed predict_future for BJDX
[2025-12-16T20:17:36.629284] [INFO ] [sig       ] BJDX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:36.766825] [INFO ] [LOCAL     ] Saved forecast: BJDX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BJDX.txt
[2025-12-16T20:17:36.766983] [INFO ] [sig       ] [446/3585] Completed BJDX in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-16T20:17:36.767023] [INFO ] [sig       ] [447/3585] Forecasting BJRI...
[2025-12-16T20:17:36.767053] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-16T20:17:36.767086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-16T20:17:36.778255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-16T20:17:36.778651] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-16T20:17:36.779453] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-16T20:17:36.779506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:36.779538] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:36.779565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:36.779644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:36.835749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:36.836634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:36.836723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:36.836756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:36.959395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:36.959557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:36.959615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:36.959645] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:36.963035] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: DOWN (p=8.00%)
[2025-12-16T20:17:36.963338] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-16T20:17:36.963472] [INFO ] [sig       ] BJRI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:37.102238] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BJRI.txt
[2025-12-16T20:17:37.102369] [INFO ] [sig       ] [447/3585] Completed BJRI in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-16T20:17:37.102408] [INFO ] [sig       ] [448/3585] Forecasting BK...
[2025-12-16T20:17:37.102438] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-16T20:17:37.102468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-16T20:17:37.114046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-16T20:17:37.114362] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-16T20:17:37.115128] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-16T20:17:37.115185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:37.115216] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:37.115243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:37.115298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:37.170936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:37.171543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:37.171637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:37.171671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:37.290585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:37.290720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:37.290758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:37.290786] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:37.294055] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=64.75%)
[2025-12-16T20:17:37.294357] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-16T20:17:37.294478] [INFO ] [sig       ] BK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:37.434107] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BK.txt
[2025-12-16T20:17:37.434264] [INFO ] [sig       ] [448/3585] Completed BK in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-16T20:17:37.434303] [INFO ] [sig       ] [449/3585] Forecasting BKCH...
[2025-12-16T20:17:37.434333] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-16T20:17:37.434363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-16T20:17:37.445744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-16T20:17:37.446062] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-16T20:17:37.446833] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-16T20:17:37.446884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:37.446916] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:37.446943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:37.446999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:37.503612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:37.504222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:37.504299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:37.504332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:37.619164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:37.619281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:37.619333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:37.619362] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:37.622553] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-16T20:17:37.622833] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-16T20:17:37.622955] [INFO ] [sig       ] BKCH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:37.760474] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BKCH.txt
[2025-12-16T20:17:37.760618] [INFO ] [sig       ] [449/3585] Completed BKCH in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-16T20:17:37.760659] [INFO ] [sig       ] [450/3585] Forecasting BKD...
[2025-12-16T20:17:37.760690] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-16T20:17:37.760719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-16T20:17:37.772118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-16T20:17:37.772447] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-16T20:17:37.773206] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-16T20:17:37.773257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:37.773288] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:37.773315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:37.773371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:37.829609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:37.830224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:37.830300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:37.830332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:37.950761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:37.950916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:37.950956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:37.950984] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:37.954282] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: DOWN (p=6.63%)
[2025-12-16T20:17:37.954549] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-16T20:17:37.954689] [INFO ] [sig       ] BKD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:38.091352] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BKD.txt
[2025-12-16T20:17:38.091474] [INFO ] [sig       ] [450/3585] Completed BKD in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-16T20:17:38.091512] [INFO ] [sig       ] [451/3585] Forecasting BKE...
[2025-12-16T20:17:38.091542] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-16T20:17:38.091587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-16T20:17:38.103497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-16T20:17:38.103846] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-16T20:17:38.104610] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-16T20:17:38.104660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:38.104692] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:38.104719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:38.104774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:38.161201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:38.161822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:38.161897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:38.161929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:38.283561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:38.283719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:38.283756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:38.283785] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:38.287040] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: UP (p=78.14%)
[2025-12-16T20:17:38.287339] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-16T20:17:38.287458] [INFO ] [sig       ] BKE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:38.424379] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BKE.txt
[2025-12-16T20:17:38.424506] [INFO ] [sig       ] [451/3585] Completed BKE in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-16T20:17:38.424543] [INFO ] [sig       ] [452/3585] Forecasting BKH...
[2025-12-16T20:17:38.424588] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-16T20:17:38.424621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-16T20:17:38.436839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-16T20:17:38.437193] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-16T20:17:38.438144] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-16T20:17:38.438205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:38.438272] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:38.438305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:38.438360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:38.494415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:38.495036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:38.495114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:38.495153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:38.611389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:38.611543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:38.611602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:38.611634] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:38.614947] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: DOWN (p=30.33%)
[2025-12-16T20:17:38.615244] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-16T20:17:38.615379] [INFO ] [sig       ] BKH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:38.756425] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BKH.txt
[2025-12-16T20:17:38.756556] [INFO ] [sig       ] [452/3585] Completed BKH in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-16T20:17:38.756614] [INFO ] [sig       ] [453/3585] Forecasting BKN...
[2025-12-16T20:17:38.756644] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-16T20:17:38.756674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-16T20:17:38.767759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-16T20:17:38.768074] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-16T20:17:38.768848] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-16T20:17:38.768898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:38.768940] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:38.768968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:38.769023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:38.825778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:38.826461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:38.826546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:38.826595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:38.942124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:38.942285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:38.942331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:38.942360] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:38.945665] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: UP (p=70.35%)
[2025-12-16T20:17:38.945927] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-16T20:17:38.946047] [INFO ] [sig       ] BKN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:39.083899] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BKN.txt
[2025-12-16T20:17:39.084028] [INFO ] [sig       ] [453/3585] Completed BKN in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-16T20:17:39.084066] [INFO ] [sig       ] [454/3585] Forecasting BKNG...
[2025-12-16T20:17:39.084095] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-16T20:17:39.084126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-16T20:17:39.095486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-16T20:17:39.095827] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-16T20:17:39.096570] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-16T20:17:39.096647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:39.096679] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:39.096708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:39.096767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:39.153267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:39.153900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:39.153975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:39.154007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:39.273584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:39.273726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:39.273762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:39.273790] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:39.277027] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: DOWN (p=49.29%)
[2025-12-16T20:17:39.277290] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-16T20:17:39.277413] [INFO ] [sig       ] BKNG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:39.413352] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BKNG.txt
[2025-12-16T20:17:39.413471] [INFO ] [sig       ] [454/3585] Completed BKNG in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-16T20:17:39.413509] [INFO ] [sig       ] [455/3585] Forecasting BKSY...
[2025-12-16T20:17:39.413537] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-16T20:17:39.413568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-16T20:17:39.424732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-16T20:17:39.425096] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-16T20:17:39.425871] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-16T20:17:39.425921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:39.425952] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:39.425979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:39.426034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:39.482060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:39.482765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:39.482843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:39.482875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:39.603305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:39.603454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:39.603493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:39.603553] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:39.606950] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=47.88%)
[2025-12-16T20:17:39.607218] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-16T20:17:39.607338] [INFO ] [sig       ] BKSY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:39.744521] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BKSY.txt
[2025-12-16T20:17:39.744665] [INFO ] [sig       ] [455/3585] Completed BKSY in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-16T20:17:39.744705] [INFO ] [sig       ] [456/3585] Forecasting BL...
[2025-12-16T20:17:39.744736] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-16T20:17:39.744766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-16T20:17:39.755700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-16T20:17:39.756046] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-16T20:17:39.756841] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-16T20:17:39.756894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:39.756927] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:39.756954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:39.757025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:39.813683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:39.814276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:39.814353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:39.814385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:39.937381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:39.937532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:39.937587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:39.937619] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:39.940911] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=46.82%)
[2025-12-16T20:17:39.941169] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-16T20:17:39.941293] [INFO ] [sig       ] BL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:40.080622] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BL.txt
[2025-12-16T20:17:40.080765] [INFO ] [sig       ] [456/3585] Completed BL in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-16T20:17:40.080803] [INFO ] [sig       ] [457/3585] Forecasting BLBD...
[2025-12-16T20:17:40.080832] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-16T20:17:40.080867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-16T20:17:40.092064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-16T20:17:40.092404] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-16T20:17:40.093176] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-16T20:17:40.093233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:40.093264] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:40.093290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:40.093346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:40.148958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:40.149671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:40.149764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:40.149799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:40.271041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:40.271188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:40.271226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:40.271255] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:40.274626] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=47.77%)
[2025-12-16T20:17:40.274888] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-16T20:17:40.275009] [INFO ] [sig       ] BLBD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:40.411029] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BLBD.txt
[2025-12-16T20:17:40.411155] [INFO ] [sig       ] [457/3585] Completed BLBD in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-16T20:17:40.411193] [INFO ] [sig       ] [458/3585] Forecasting BLCN...
[2025-12-16T20:17:40.411225] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-16T20:17:40.411258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-16T20:17:40.422346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-16T20:17:40.422661] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-16T20:17:40.423393] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-16T20:17:40.423444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:40.423476] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:40.423502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:40.423558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:40.479294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:40.480150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:40.480227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:40.480260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:40.588392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:40.588540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:40.588596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:40.588626] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:40.592121] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: DOWN (p=24.97%)
[2025-12-16T20:17:40.592391] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-16T20:17:40.592515] [INFO ] [sig       ] BLCN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:40.729493] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BLCN.txt
[2025-12-16T20:17:40.729642] [INFO ] [sig       ] [458/3585] Completed BLCN in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-16T20:17:40.729683] [INFO ] [sig       ] [459/3585] Forecasting BLCO...
[2025-12-16T20:17:40.729713] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-16T20:17:40.729743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-16T20:17:40.741182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-16T20:17:40.741540] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-16T20:17:40.742297] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-16T20:17:40.742348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:40.742380] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:40.742406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:40.742462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:40.798434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:40.799096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:40.799194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:40.799229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:40.921852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:40.922005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:40.922047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:40.922076] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:40.925413] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-12-16T20:17:40.925706] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-16T20:17:40.925831] [INFO ] [sig       ] BLCO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:41.061956] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BLCO.txt
[2025-12-16T20:17:41.062080] [INFO ] [sig       ] [459/3585] Completed BLCO in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-16T20:17:41.062119] [INFO ] [sig       ] [460/3585] Forecasting BLD...
[2025-12-16T20:17:41.062148] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-16T20:17:41.062179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-16T20:17:41.073617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-16T20:17:41.073936] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-16T20:17:41.074693] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-16T20:17:41.074744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:41.074776] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:41.074803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:41.074859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:41.130720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:41.131330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:41.131407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:41.131439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:41.246900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:41.247048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:41.247085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:41.247131] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:41.250425] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=31.92%)
[2025-12-16T20:17:41.250707] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-16T20:17:41.250833] [INFO ] [sig       ] BLD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:41.385806] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BLD.txt
[2025-12-16T20:17:41.385925] [INFO ] [sig       ] [460/3585] Completed BLD in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-16T20:17:41.385963] [INFO ] [sig       ] [461/3585] Forecasting BLDP...
[2025-12-16T20:17:41.385993] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-16T20:17:41.386023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-16T20:17:41.400932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-16T20:17:41.401268] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-16T20:17:41.402084] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-16T20:17:41.402135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:41.402166] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:41.402192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:41.402247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:41.457968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:41.458613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:41.458698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:41.458731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:41.580044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:41.580200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:41.580247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:41.580282] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:41.583688] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-12-16T20:17:41.583964] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-16T20:17:41.584087] [INFO ] [sig       ] BLDP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:41.720536] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BLDP.txt
[2025-12-16T20:17:41.720684] [INFO ] [sig       ] [461/3585] Completed BLDP in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-16T20:17:41.720723] [INFO ] [sig       ] [462/3585] Forecasting BLE...
[2025-12-16T20:17:41.720752] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-16T20:17:41.720783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-16T20:17:41.732161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-16T20:17:41.732481] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-16T20:17:41.733235] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-16T20:17:41.733286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:41.733317] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:41.733345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:41.733400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:41.788405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:41.789023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:41.789139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:41.789175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:41.904934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:41.905085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:41.905122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:41.905151] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:41.908425] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=64.98%)
[2025-12-16T20:17:41.908709] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-16T20:17:41.908831] [INFO ] [sig       ] BLE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:42.045099] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BLE.txt
[2025-12-16T20:17:42.045224] [INFO ] [sig       ] [462/3585] Completed BLE in 0.3s | 2.94 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-16T20:17:42.045262] [INFO ] [sig       ] [463/3585] Forecasting BLFS...
[2025-12-16T20:17:42.045291] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-16T20:17:42.045324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-16T20:17:42.056441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-16T20:17:42.056808] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-16T20:17:42.057597] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-16T20:17:42.057648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:42.057680] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:42.057707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:42.057762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:42.113660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:42.114320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:42.114397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:42.114428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:42.230787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:42.230944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:42.230983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:42.231011] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:42.234277] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: DOWN (p=40.96%)
[2025-12-16T20:17:42.234538] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-16T20:17:42.234681] [INFO ] [sig       ] BLFS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:42.369356] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BLFS.txt
[2025-12-16T20:17:42.369488] [INFO ] [sig       ] [463/3585] Completed BLFS in 0.3s | 2.94 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-16T20:17:42.369526] [INFO ] [sig       ] [464/3585] Forecasting BLFY...
[2025-12-16T20:17:42.369555] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-16T20:17:42.369604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-16T20:17:42.380321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-16T20:17:42.380687] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-16T20:17:42.381428] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-16T20:17:42.381479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:42.381511] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:42.381537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:42.381629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:42.437597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:42.438445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:42.438532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:42.438565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:42.559113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:42.559318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:42.559360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:42.559389] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:42.562894] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: UP (p=93.22%)
[2025-12-16T20:17:42.563168] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-16T20:17:42.563303] [INFO ] [sig       ] BLFY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:42.700992] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BLFY.txt
[2025-12-16T20:17:42.701141] [INFO ] [sig       ] [464/3585] Completed BLFY in 0.3s | 2.94 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-16T20:17:42.701180] [INFO ] [sig       ] [465/3585] Forecasting BLK...
[2025-12-16T20:17:42.701212] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-16T20:17:42.701249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-16T20:17:42.713598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-16T20:17:42.713947] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-16T20:17:42.714717] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-16T20:17:42.714767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:42.714799] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:42.714825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:42.714880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:42.774077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:42.774958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:42.775055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:42.775089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:42.896502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:42.896682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:42.896722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:42.896752] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:42.900159] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-12-16T20:17:42.900431] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-16T20:17:42.900553] [INFO ] [sig       ] BLK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:43.035526] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BLK.txt
[2025-12-16T20:17:43.035716] [INFO ] [sig       ] [465/3585] Completed BLK in 0.3s | 2.94 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-16T20:17:43.035758] [INFO ] [sig       ] [466/3585] Forecasting BLKB...
[2025-12-16T20:17:43.035788] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-16T20:17:43.035818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-16T20:17:43.047083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-16T20:17:43.047438] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-16T20:17:43.048221] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-16T20:17:43.048288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:43.048321] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:43.048347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:43.048403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:43.104789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:43.105818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:43.105918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:43.105971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:43.224515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:43.224684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:43.224725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:43.224753] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:43.228107] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: UP (p=62.04%)
[2025-12-16T20:17:43.228375] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-16T20:17:43.228498] [INFO ] [sig       ] BLKB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:43.365374] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BLKB.txt
[2025-12-16T20:17:43.365536] [INFO ] [sig       ] [466/3585] Completed BLKB in 0.3s | 2.94 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-16T20:17:43.365599] [INFO ] [sig       ] [467/3585] Forecasting BLMN...
[2025-12-16T20:17:43.365632] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-16T20:17:43.365663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-16T20:17:43.377172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-16T20:17:43.377518] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-16T20:17:43.378348] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-16T20:17:43.378412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:43.378449] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:43.378477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:43.378554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:43.436867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:43.437553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:43.437649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:43.437682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:43.557821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:43.557978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:43.558017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:43.558045] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:43.561459] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-12-16T20:17:43.561758] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-16T20:17:43.561907] [INFO ] [sig       ] BLMN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:43.698256] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BLMN.txt
[2025-12-16T20:17:43.698410] [INFO ] [sig       ] [467/3585] Completed BLMN in 0.3s | 2.94 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-16T20:17:43.698452] [INFO ] [sig       ] [468/3585] Forecasting BLND...
[2025-12-16T20:17:43.698482] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-16T20:17:43.698512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-16T20:17:43.709621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-16T20:17:43.709959] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-16T20:17:43.710720] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-16T20:17:43.710771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:43.710802] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:43.710829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:43.710884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:43.766563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:43.767192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:43.767273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:43.767313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:43.887495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:43.887656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:43.887697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:43.887726] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:43.891037] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=17.56%)
[2025-12-16T20:17:43.891320] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-16T20:17:43.891457] [INFO ] [sig       ] BLND: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:44.027063] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BLND.txt
[2025-12-16T20:17:44.027193] [INFO ] [sig       ] [468/3585] Completed BLND in 0.3s | 2.94 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-16T20:17:44.027231] [INFO ] [sig       ] [469/3585] Forecasting BLRX...
[2025-12-16T20:17:44.027266] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-16T20:17:44.027303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-16T20:17:44.038666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-16T20:17:44.039007] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-16T20:17:44.039802] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-16T20:17:44.039853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:44.039910] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:44.039937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:44.039994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:44.095728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:44.096398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:44.096476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:44.096508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:44.214645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:44.214852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:44.214891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:44.214919] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:44.218545] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-12-16T20:17:44.218844] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-16T20:17:44.218967] [INFO ] [sig       ] BLRX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:44.354715] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BLRX.txt
[2025-12-16T20:17:44.354866] [INFO ] [sig       ] [469/3585] Completed BLRX in 0.3s | 2.94 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-16T20:17:44.354906] [INFO ] [sig       ] [470/3585] Forecasting BLTE...
[2025-12-16T20:17:44.354936] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-16T20:17:44.354976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-16T20:17:44.366760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-16T20:17:44.367111] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-16T20:17:44.367941] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-16T20:17:44.367992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:44.368023] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:44.368049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:44.368104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:44.433429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:44.434373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:44.434467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:44.434506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:44.563914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:44.564068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:44.564109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:44.564137] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:44.567438] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=38.39%)
[2025-12-16T20:17:44.567726] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-16T20:17:44.567848] [INFO ] [sig       ] BLTE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:44.704684] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BLTE.txt
[2025-12-16T20:17:44.704840] [INFO ] [sig       ] [470/3585] Completed BLTE in 0.3s | 2.94 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-16T20:17:44.704880] [INFO ] [sig       ] [471/3585] Forecasting BLX...
[2025-12-16T20:17:44.704910] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-16T20:17:44.704941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-16T20:17:44.716320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-16T20:17:44.716732] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-16T20:17:44.717521] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-16T20:17:44.717597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:44.717632] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:44.717660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:44.717715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:44.773647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:44.774510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:44.774613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:44.774648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:44.894156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:44.894309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:44.894352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:44.894383] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:44.897645] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: DOWN (p=40.60%)
[2025-12-16T20:17:44.897956] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-16T20:17:44.898080] [INFO ] [sig       ] BLX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:45.033377] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BLX.txt
[2025-12-16T20:17:45.033519] [INFO ] [sig       ] [471/3585] Completed BLX in 0.3s | 2.94 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-16T20:17:45.033558] [INFO ] [sig       ] [472/3585] Forecasting BLZE...
[2025-12-16T20:17:45.033608] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-16T20:17:45.033641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-16T20:17:45.045064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-16T20:17:45.045447] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-16T20:17:45.046217] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-16T20:17:45.046268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:45.046299] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:45.046326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:45.046381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:45.101825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:45.102560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:45.102658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:45.102690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:45.223658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:45.223813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:45.223853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:45.223914] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:45.227239] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: UP (p=67.21%)
[2025-12-16T20:17:45.227536] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-16T20:17:45.227681] [INFO ] [sig       ] BLZE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:45.362954] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BLZE.txt
[2025-12-16T20:17:45.363089] [INFO ] [sig       ] [472/3585] Completed BLZE in 0.3s | 2.94 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-16T20:17:45.363128] [INFO ] [sig       ] [473/3585] Forecasting BMA...
[2025-12-16T20:17:45.363157] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-16T20:17:45.363188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-16T20:17:45.374420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-16T20:17:45.374798] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-16T20:17:45.375547] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-16T20:17:45.375627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:45.375660] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:45.375688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:45.375743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:45.431754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:45.432641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:45.432726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:45.432759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:45.550454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:45.550652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:45.550695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:45.550724] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:45.554060] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=24.11%)
[2025-12-16T20:17:45.554331] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-16T20:17:45.554456] [INFO ] [sig       ] BMA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:45.690398] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BMA.txt
[2025-12-16T20:17:45.690530] [INFO ] [sig       ] [473/3585] Completed BMA in 0.3s | 2.94 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-16T20:17:45.690585] [INFO ] [sig       ] [474/3585] Forecasting BMBL...
[2025-12-16T20:17:45.690616] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-16T20:17:45.690647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-16T20:17:45.701805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-16T20:17:45.702139] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-16T20:17:45.702906] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-16T20:17:45.702956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:45.702987] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:45.703013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:45.703069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:45.758281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:45.758985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:45.759065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:45.759097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:45.879890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:45.880063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:45.880103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:45.880132] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:45.883530] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-12-16T20:17:45.883814] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-16T20:17:45.883937] [INFO ] [sig       ] BMBL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:46.018855] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BMBL.txt
[2025-12-16T20:17:46.019000] [INFO ] [sig       ] [474/3585] Completed BMBL in 0.3s | 2.94 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-16T20:17:46.019040] [INFO ] [sig       ] [475/3585] Forecasting BME...
[2025-12-16T20:17:46.019069] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-16T20:17:46.019101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-16T20:17:46.029985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-16T20:17:46.030314] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-16T20:17:46.031077] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-16T20:17:46.031128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:46.031159] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:46.031185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:46.031240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:46.086067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:46.086704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:46.086782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:46.086815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:46.201757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:46.201901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:46.201938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:46.201966] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:46.205204] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2025-12-16T20:17:46.205464] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-16T20:17:46.205604] [INFO ] [sig       ] BME: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:46.339419] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BME.txt
[2025-12-16T20:17:46.339534] [INFO ] [sig       ] [475/3585] Completed BME in 0.3s | 2.94 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-16T20:17:46.339588] [INFO ] [sig       ] [476/3585] Forecasting BMEZ...
[2025-12-16T20:17:46.339620] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-16T20:17:46.339650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-16T20:17:46.350714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-16T20:17:46.351030] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-16T20:17:46.351792] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-16T20:17:46.351843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:46.351876] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:46.351903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:46.351959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:46.407382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:46.408033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:46.408109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:46.408141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:46.529448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:46.529830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:46.529882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:46.529917] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:46.533893] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=51.13%)
[2025-12-16T20:17:46.534207] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-16T20:17:46.534355] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:46.686678] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BMEZ.txt
[2025-12-16T20:17:46.686807] [INFO ] [sig       ] [476/3585] Completed BMEZ in 0.3s | 2.94 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-16T20:17:46.686854] [INFO ] [sig       ] [477/3585] Forecasting BMI...
[2025-12-16T20:17:46.686891] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-16T20:17:46.686924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-16T20:17:46.699098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-16T20:17:46.699457] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-16T20:17:46.700309] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-16T20:17:46.700362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:46.700407] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:46.700447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:46.700510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:46.763992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:46.764683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:46.764763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:46.764799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:46.895491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:46.895792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:46.895844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:46.895875] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:46.899739] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=37.42%)
[2025-12-16T20:17:46.900044] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-16T20:17:46.900181] [INFO ] [sig       ] BMI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:47.051720] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BMI.txt
[2025-12-16T20:17:47.051863] [INFO ] [sig       ] [477/3585] Completed BMI in 0.4s | 2.94 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-16T20:17:47.051910] [INFO ] [sig       ] [478/3585] Forecasting BMO...
[2025-12-16T20:17:47.051941] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-16T20:17:47.051976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-16T20:17:47.064437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-16T20:17:47.064797] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-16T20:17:47.065657] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-16T20:17:47.065718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:47.065754] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:47.065782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:47.065846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:47.129903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:47.130588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:47.130675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:47.130710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:47.258394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:47.258541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:47.258596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:47.258626] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:47.261903] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: DOWN (p=18.53%)
[2025-12-16T20:17:47.262164] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-16T20:17:47.262285] [INFO ] [sig       ] BMO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:47.397718] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BMO.txt
[2025-12-16T20:17:47.397834] [INFO ] [sig       ] [478/3585] Completed BMO in 0.3s | 2.94 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-16T20:17:47.397872] [INFO ] [sig       ] [479/3585] Forecasting BMRA...
[2025-12-16T20:17:47.397901] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-16T20:17:47.397931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-16T20:17:47.408937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-16T20:17:47.409275] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-16T20:17:47.410041] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-16T20:17:47.410092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:47.410123] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:47.410150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:47.410204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:47.466024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:47.466626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:47.466728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:47.466761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:47.582257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:47.582417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:47.582463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:47.582498] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:47.585827] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2025-12-16T20:17:47.586091] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-16T20:17:47.586210] [INFO ] [sig       ] BMRA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:47.722499] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BMRA.txt
[2025-12-16T20:17:47.722630] [INFO ] [sig       ] [479/3585] Completed BMRA in 0.3s | 2.94 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-16T20:17:47.722670] [INFO ] [sig       ] [480/3585] Forecasting BMRC...
[2025-12-16T20:17:47.722699] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-16T20:17:47.722729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-16T20:17:47.733898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-16T20:17:47.734199] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-16T20:17:47.735005] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-16T20:17:47.735057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:47.735089] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:47.735116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:47.735172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:47.790728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:47.791325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:47.791415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:47.791453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:47.911403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:47.911551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:47.911609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:47.911639] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:47.914903] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=47.74%)
[2025-12-16T20:17:47.915162] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-16T20:17:47.915282] [INFO ] [sig       ] BMRC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:48.049696] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BMRC.txt
[2025-12-16T20:17:48.049814] [INFO ] [sig       ] [480/3585] Completed BMRC in 0.3s | 2.94 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-16T20:17:48.049856] [INFO ] [sig       ] [481/3585] Forecasting BMRN...
[2025-12-16T20:17:48.049886] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-16T20:17:48.049916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-16T20:17:48.061297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-16T20:17:48.061616] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-16T20:17:48.062357] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-16T20:17:48.062408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:48.062439] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:48.062466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:48.062521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:48.117632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:48.118218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:48.118295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:48.118327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:48.232046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:48.232209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:48.232251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:48.232279] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:48.235621] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: DOWN (p=22.58%)
[2025-12-16T20:17:48.235895] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-16T20:17:48.236015] [INFO ] [sig       ] BMRN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:48.372111] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BMRN.txt
[2025-12-16T20:17:48.372225] [INFO ] [sig       ] [481/3585] Completed BMRN in 0.3s | 2.94 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-16T20:17:48.372264] [INFO ] [sig       ] [482/3585] Forecasting BMY...
[2025-12-16T20:17:48.372293] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-16T20:17:48.372323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-16T20:17:48.384522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-16T20:17:48.384913] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-16T20:17:48.385753] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-16T20:17:48.385805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:48.385850] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:48.385878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:48.385934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:48.442620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:48.443340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:48.443435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:48.443474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:48.564270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:48.564453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:48.564505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:48.564544] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:48.568777] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-12-16T20:17:48.569077] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-16T20:17:48.569262] [INFO ] [sig       ] BMY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:48.708999] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BMY.txt
[2025-12-16T20:17:48.709206] [INFO ] [sig       ] [482/3585] Completed BMY in 0.3s | 2.94 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-16T20:17:48.709250] [INFO ] [sig       ] [483/3585] Forecasting BN...
[2025-12-16T20:17:48.709280] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-16T20:17:48.709311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-16T20:17:48.720947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-16T20:17:48.721336] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-16T20:17:48.722214] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-16T20:17:48.722267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:48.722300] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:48.722327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:48.722383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:48.780445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:48.781304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:48.781394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:48.781429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:48.901144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:48.901299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:48.901341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:48.901370] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:48.904743] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=3.80%)
[2025-12-16T20:17:48.905018] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-16T20:17:48.905145] [INFO ] [sig       ] BN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:49.039742] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BN.txt
[2025-12-16T20:17:49.039878] [INFO ] [sig       ] [483/3585] Completed BN in 0.3s | 2.94 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-16T20:17:49.039918] [INFO ] [sig       ] [484/3585] Forecasting BND...
[2025-12-16T20:17:49.039947] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-16T20:17:49.039977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-16T20:17:49.051318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-16T20:17:49.051681] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-16T20:17:49.052442] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-16T20:17:49.052494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:49.052526] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:49.052553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:49.052632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:49.107261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:49.107949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:49.108029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:49.108061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:49.228154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:49.228306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:49.228345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:49.228391] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:49.231796] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: UP (p=94.16%)
[2025-12-16T20:17:49.232067] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-16T20:17:49.232190] [INFO ] [sig       ] BND: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:49.367080] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BND.txt
[2025-12-16T20:17:49.367219] [INFO ] [sig       ] [484/3585] Completed BND in 0.3s | 2.94 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-16T20:17:49.367259] [INFO ] [sig       ] [485/3585] Forecasting BNDX...
[2025-12-16T20:17:49.367289] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-16T20:17:49.367327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-16T20:17:49.378542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-16T20:17:49.378925] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-16T20:17:49.379742] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-16T20:17:49.379794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:49.379827] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:49.379853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:49.379907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:49.434718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:49.435426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:49.435508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:49.435540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:49.558116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:49.558269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:49.558310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:49.558341] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:49.561869] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: DOWN (p=43.27%)
[2025-12-16T20:17:49.562143] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-16T20:17:49.562271] [INFO ] [sig       ] BNDX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:49.710099] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BNDX.txt
[2025-12-16T20:17:49.710249] [INFO ] [sig       ] [485/3585] Completed BNDX in 0.3s | 2.94 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-16T20:17:49.710304] [INFO ] [sig       ] [486/3585] Forecasting BNED...
[2025-12-16T20:17:49.710344] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-16T20:17:49.710378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-16T20:17:49.724366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-16T20:17:49.724802] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-16T20:17:49.725788] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-16T20:17:49.725848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:49.725919] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:49.725954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:49.726028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:49.788345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:49.789057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:49.789163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:49.789216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:49.908377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:49.908534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:49.908588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:49.908620] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:49.912028] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: DOWN (p=47.61%)
[2025-12-16T20:17:49.912293] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-16T20:17:49.912414] [INFO ] [sig       ] BNED: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:50.052834] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BNED.txt
[2025-12-16T20:17:50.052997] [INFO ] [sig       ] [486/3585] Completed BNED in 0.3s | 2.94 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-16T20:17:50.053054] [INFO ] [sig       ] [487/3585] Forecasting BNGO...
[2025-12-16T20:17:50.053088] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-16T20:17:50.053120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-16T20:17:50.064363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-16T20:17:50.064706] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-16T20:17:50.065459] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-16T20:17:50.065511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:50.065544] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:50.065593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:50.065654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:50.120748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:50.121386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:50.121469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:50.121503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:50.238346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:50.238506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:50.238547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:50.238595] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:50.241980] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: DOWN (p=24.95%)
[2025-12-16T20:17:50.242256] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-16T20:17:50.242387] [INFO ] [sig       ] BNGO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:50.378063] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BNGO.txt
[2025-12-16T20:17:50.378232] [INFO ] [sig       ] [487/3585] Completed BNGO in 0.3s | 2.94 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-16T20:17:50.378273] [INFO ] [sig       ] [488/3585] Forecasting BNH...
[2025-12-16T20:17:50.378304] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-16T20:17:50.378334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-16T20:17:50.389970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-16T20:17:50.390341] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-16T20:17:50.391124] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-16T20:17:50.391174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:50.391208] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:50.391246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:50.391303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:50.448681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:50.449543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:50.449643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:50.449678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:50.567311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:50.567465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:50.567503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:50.567531] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:50.571399] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=5.88%)
[2025-12-16T20:17:50.571702] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-16T20:17:50.571841] [INFO ] [sig       ] BNH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:50.710556] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BNH.txt
[2025-12-16T20:17:50.710718] [INFO ] [sig       ] [488/3585] Completed BNH in 0.3s | 2.94 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-16T20:17:50.710757] [INFO ] [sig       ] [489/3585] Forecasting BNJ...
[2025-12-16T20:17:50.710786] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-16T20:17:50.710816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-16T20:17:50.721715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-16T20:17:50.722040] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-16T20:17:50.722847] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-16T20:17:50.722898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:50.722930] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:50.722956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:50.723011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:50.779015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:50.779716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:50.779794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:50.779826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:50.888289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:50.888438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:50.888484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:50.888551] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:50.891999] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: DOWN (p=13.83%)
[2025-12-16T20:17:50.892274] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-16T20:17:50.892394] [INFO ] [sig       ] BNJ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:51.029528] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BNJ.txt
[2025-12-16T20:17:51.029660] [INFO ] [sig       ] [489/3585] Completed BNJ in 0.3s | 2.94 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-16T20:17:51.029699] [INFO ] [sig       ] [490/3585] Forecasting BNL...
[2025-12-16T20:17:51.029729] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-16T20:17:51.029759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-16T20:17:51.041374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-16T20:17:51.041730] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-16T20:17:51.042495] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-16T20:17:51.042547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:51.042597] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:51.042626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:51.042682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:51.097924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:51.098541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:51.098636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:51.098670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:51.214587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:51.214738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:51.214777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:51.214805] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:51.218096] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=33.70%)
[2025-12-16T20:17:51.218360] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-16T20:17:51.218481] [INFO ] [sig       ] BNL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:51.354454] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BNL.txt
[2025-12-16T20:17:51.354595] [INFO ] [sig       ] [490/3585] Completed BNL in 0.3s | 2.94 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-16T20:17:51.354636] [INFO ] [sig       ] [491/3585] Forecasting BNS...
[2025-12-16T20:17:51.354665] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-16T20:17:51.354694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-16T20:17:51.365757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-16T20:17:51.366080] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-16T20:17:51.366851] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-16T20:17:51.366902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:51.366934] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:51.366961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:51.367016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:51.424283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:51.424987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:51.425065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:51.425097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:51.549995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:51.550169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:51.550208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:51.550238] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:51.553771] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2025-12-16T20:17:51.554038] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-16T20:17:51.554159] [INFO ] [sig       ] BNS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:51.696276] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BNS.txt
[2025-12-16T20:17:51.696426] [INFO ] [sig       ] [491/3585] Completed BNS in 0.3s | 2.94 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-16T20:17:51.696469] [INFO ] [sig       ] [492/3585] Forecasting BNTC...
[2025-12-16T20:17:51.696500] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-16T20:17:51.696532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-16T20:17:51.708011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-16T20:17:51.708368] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-16T20:17:51.709220] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-16T20:17:51.709273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:51.709305] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:51.709331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:51.709387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:51.768900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:51.769848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:51.769936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:51.769971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:51.893679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:51.893838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:51.893882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:51.893913] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:51.897243] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=78.32%)
[2025-12-16T20:17:51.897523] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-16T20:17:51.897668] [INFO ] [sig       ] BNTC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:52.035057] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BNTC.txt
[2025-12-16T20:17:52.035201] [INFO ] [sig       ] [492/3585] Completed BNTC in 0.3s | 2.94 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-16T20:17:52.035241] [INFO ] [sig       ] [493/3585] Forecasting BNTX...
[2025-12-16T20:17:52.035271] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-16T20:17:52.035302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-16T20:17:52.047030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-16T20:17:52.047390] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-16T20:17:52.048197] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-16T20:17:52.048249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:52.048281] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:52.048308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:52.048363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:52.105852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:52.106689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:52.106773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:52.106807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:52.222475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:52.222646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:52.222688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:52.222717] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:52.226123] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=88.02%)
[2025-12-16T20:17:52.226395] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-16T20:17:52.226519] [INFO ] [sig       ] BNTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:52.363876] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BNTX.txt
[2025-12-16T20:17:52.364021] [INFO ] [sig       ] [493/3585] Completed BNTX in 0.3s | 2.94 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-16T20:17:52.364060] [INFO ] [sig       ] [494/3585] Forecasting BNY...
[2025-12-16T20:17:52.364091] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-16T20:17:52.364121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-16T20:17:52.375285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-12-16T20:17:52.375656] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-16T20:17:52.376395] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-16T20:17:52.376446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:52.376478] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:52.376505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:52.376561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:52.433971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:52.434812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:52.434905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:52.434952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:52.557064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:52.557215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:52.557255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:52.557285] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:52.561138] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=7.52%)
[2025-12-16T20:17:52.561514] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-16T20:17:52.561710] [INFO ] [sig       ] BNY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:52.705061] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BNY.txt
[2025-12-16T20:17:52.705216] [INFO ] [sig       ] [494/3585] Completed BNY in 0.3s | 2.94 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-16T20:17:52.705256] [INFO ] [sig       ] [495/3585] Forecasting BNZI...
[2025-12-16T20:17:52.705285] [INFO ] [sig       ] Generating forecast for: BNZI
[2025-12-16T20:17:52.705316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'.
[2025-12-16T20:17:52.716789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNZI'.
[2025-12-16T20:17:52.717164] [INFO ] [FORECASTER] Starting predict_future for BNZI
[2025-12-16T20:17:52.718006] [DEBUG] [LOCAL     ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt
[2025-12-16T20:17:52.718059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:52.718091] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:52.718117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:52.718173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:52.778443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:52.779295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:52.779379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:52.779413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:52.895948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:52.896095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:52.896134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:52.896163] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:52.899674] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: DOWN (p=34.89%)
[2025-12-16T20:17:52.899986] [INFO ] [FORECASTER] Completed predict_future for BNZI
[2025-12-16T20:17:52.900116] [INFO ] [sig       ] BNZI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:53.040551] [INFO ] [LOCAL     ] Saved forecast: BNZI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BNZI.txt
[2025-12-16T20:17:53.040703] [INFO ] [sig       ] [495/3585] Completed BNZI in 0.3s | 2.94 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-16T20:17:53.040742] [INFO ] [sig       ] [496/3585] Forecasting BOC...
[2025-12-16T20:17:53.040771] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-16T20:17:53.040801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-16T20:17:53.052370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-16T20:17:53.052729] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-16T20:17:53.053489] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-16T20:17:53.053542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:53.053594] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:53.053624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:53.053680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:53.109744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:53.110528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:53.110652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:53.110686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:53.232514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:53.232682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:53.232721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:53.232750] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:53.236023] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=73.87%)
[2025-12-16T20:17:53.236286] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-16T20:17:53.236406] [INFO ] [sig       ] BOC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:53.374540] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BOC.txt
[2025-12-16T20:17:53.374690] [INFO ] [sig       ] [496/3585] Completed BOC in 0.3s | 2.94 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-16T20:17:53.374729] [INFO ] [sig       ] [497/3585] Forecasting BOE...
[2025-12-16T20:17:53.374759] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-16T20:17:53.374789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-16T20:17:53.386175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-16T20:17:53.386497] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-16T20:17:53.387267] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-16T20:17:53.387317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:53.387348] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:53.387374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:53.387429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:53.444791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:53.445612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:53.445699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:53.445733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:53.566780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:53.566938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:53.566979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:53.567010] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:53.570455] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=36.22%)
[2025-12-16T20:17:53.570753] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-16T20:17:53.570885] [INFO ] [sig       ] BOE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:53.711158] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BOE.txt
[2025-12-16T20:17:53.711308] [INFO ] [sig       ] [497/3585] Completed BOE in 0.3s | 2.94 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-16T20:17:53.711349] [INFO ] [sig       ] [498/3585] Forecasting BOF...
[2025-12-16T20:17:53.711379] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-16T20:17:53.711408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-16T20:17:53.722678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-16T20:17:53.723010] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-16T20:17:53.723769] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-16T20:17:53.723820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:53.723852] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:53.723878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:53.723933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:53.781736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:53.782482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:53.782569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:53.782621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:53.908241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:53.908390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:53.908429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:53.908459] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:53.911882] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: UP (p=64.79%)
[2025-12-16T20:17:53.912166] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-16T20:17:53.912288] [INFO ] [sig       ] BOF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:54.063657] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BOF.txt
[2025-12-16T20:17:54.063796] [INFO ] [sig       ] [498/3585] Completed BOF in 0.4s | 2.94 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-16T20:17:54.063835] [INFO ] [sig       ] [499/3585] Forecasting BOH...
[2025-12-16T20:17:54.063864] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-16T20:17:54.063894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-16T20:17:54.074985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-16T20:17:54.075306] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-16T20:17:54.076074] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-16T20:17:54.076125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:54.076157] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:54.076184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:54.076240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:54.132908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:54.133694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:54.133773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:54.133805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:54.255825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:54.255967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:54.256008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:54.256038] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:54.259391] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=65.62%)
[2025-12-16T20:17:54.259719] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-16T20:17:54.259844] [INFO ] [sig       ] BOH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:54.401743] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BOH.txt
[2025-12-16T20:17:54.401907] [INFO ] [sig       ] [499/3585] Completed BOH in 0.3s | 2.94 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-16T20:17:54.401946] [INFO ] [sig       ] [500/3585] Forecasting BOKF...
[2025-12-16T20:17:54.401976] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-16T20:17:54.402006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-16T20:17:54.413595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-16T20:17:54.413938] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-16T20:17:54.414771] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-16T20:17:54.414821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:54.414853] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:54.414880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:54.414935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:54.472936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:54.473710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:54.473792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:54.473826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:54.594051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:54.594196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:54.594234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:54.594263] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:54.597613] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2025-12-16T20:17:54.597883] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-16T20:17:54.598011] [INFO ] [sig       ] BOKF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:54.736492] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BOKF.txt
[2025-12-16T20:17:54.736662] [INFO ] [sig       ] [500/3585] Completed BOKF in 0.3s | 2.94 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-16T20:17:54.736704] [INFO ] [sig       ] [501/3585] Forecasting BOLD...
[2025-12-16T20:17:54.736735] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-16T20:17:54.736765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-16T20:17:54.748089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-16T20:17:54.748457] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-16T20:17:54.749299] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-16T20:17:54.749351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:54.749393] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:54.749421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:54.749477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:54.805981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:54.806815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:54.806896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:54.806927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:54.927562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:54.927807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:54.927859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:54.927890] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:54.931259] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: UP (p=93.93%)
[2025-12-16T20:17:54.931526] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-16T20:17:54.931667] [INFO ] [sig       ] BOLD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:55.070198] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BOLD.txt
[2025-12-16T20:17:55.070333] [INFO ] [sig       ] [501/3585] Completed BOLD in 0.3s | 2.94 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-16T20:17:55.070372] [INFO ] [sig       ] [502/3585] Forecasting BOND...
[2025-12-16T20:17:55.070402] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-16T20:17:55.070431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-16T20:17:55.082147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-16T20:17:55.082509] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-16T20:17:55.083302] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-16T20:17:55.083355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:55.083388] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:55.083416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:55.083477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:55.140515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:55.141324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:55.141404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:55.141437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:55.265497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:55.265661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:55.265701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:55.265730] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:55.268996] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=54.51%)
[2025-12-16T20:17:55.269284] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-16T20:17:55.269416] [INFO ] [sig       ] BOND: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:55.408738] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BOND.txt
[2025-12-16T20:17:55.408886] [INFO ] [sig       ] [502/3585] Completed BOND in 0.3s | 2.94 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-16T20:17:55.408927] [INFO ] [sig       ] [503/3585] Forecasting BOOM...
[2025-12-16T20:17:55.408956] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-16T20:17:55.408986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-16T20:17:55.420788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-16T20:17:55.421178] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-16T20:17:55.421965] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-16T20:17:55.422017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:55.422074] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:55.422102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:55.422158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:55.479568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:55.480424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:55.480508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:55.480542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:55.602026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:55.602176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:55.602217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:55.602247] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:55.605642] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: UP (p=56.20%)
[2025-12-16T20:17:55.605923] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-16T20:17:55.606045] [INFO ] [sig       ] BOOM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:55.749492] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BOOM.txt
[2025-12-16T20:17:55.749682] [INFO ] [sig       ] [503/3585] Completed BOOM in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-16T20:17:55.749740] [INFO ] [sig       ] [504/3585] Forecasting BOTZ...
[2025-12-16T20:17:55.749775] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-16T20:17:55.749806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-16T20:17:55.761708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-16T20:17:55.762056] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-16T20:17:55.762906] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-16T20:17:55.762960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:55.762993] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:55.763020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:55.763077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:55.820834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:55.821695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:55.821782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:55.821817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:55.944899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:55.945055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:55.945096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:55.945123] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:55.948512] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: DOWN (p=33.29%)
[2025-12-16T20:17:55.948801] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-16T20:17:55.948929] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:56.087660] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BOTZ.txt
[2025-12-16T20:17:56.087835] [INFO ] [sig       ] [504/3585] Completed BOTZ in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-16T20:17:56.087887] [INFO ] [sig       ] [505/3585] Forecasting BOX...
[2025-12-16T20:17:56.087918] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-16T20:17:56.087947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-16T20:17:56.099201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-16T20:17:56.099596] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-16T20:17:56.100417] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-16T20:17:56.100471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:56.100505] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:56.100533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:56.100614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:56.157847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:56.158695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:56.158777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:56.158809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:56.280203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:56.280371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:56.280413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:56.280443] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:56.283835] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=53.07%)
[2025-12-16T20:17:56.284112] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-16T20:17:56.284238] [INFO ] [sig       ] BOX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:56.422408] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BOX.txt
[2025-12-16T20:17:56.422545] [INFO ] [sig       ] [505/3585] Completed BOX in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-16T20:17:56.422600] [INFO ] [sig       ] [506/3585] Forecasting BP...
[2025-12-16T20:17:56.422632] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-16T20:17:56.422661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-16T20:17:56.434187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-16T20:17:56.434515] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-16T20:17:56.435283] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-16T20:17:56.435334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:56.435368] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:56.435395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:56.435453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:56.492342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:56.493078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:56.493158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:56.493192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:56.613167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:56.613311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:56.613349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:56.613406] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:56.616718] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2025-12-16T20:17:56.616986] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-16T20:17:56.617106] [INFO ] [sig       ] BP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:56.752703] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BP.txt
[2025-12-16T20:17:56.752839] [INFO ] [sig       ] [506/3585] Completed BP in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-16T20:17:56.752885] [INFO ] [sig       ] [507/3585] Forecasting BPOP...
[2025-12-16T20:17:56.752915] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-16T20:17:56.752944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-16T20:17:56.764450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-16T20:17:56.764805] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-16T20:17:56.765532] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-16T20:17:56.765605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:56.765638] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:56.765665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:56.765720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:56.821416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:56.822176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:56.822254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:56.822287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:56.941924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:56.942073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:56.942112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:56.942147] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:56.945472] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: UP (p=60.58%)
[2025-12-16T20:17:56.945769] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-16T20:17:56.945892] [INFO ] [sig       ] BPOP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:57.086841] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BPOP.txt
[2025-12-16T20:17:57.086977] [INFO ] [sig       ] [507/3585] Completed BPOP in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-16T20:17:57.087016] [INFO ] [sig       ] [508/3585] Forecasting BPRN...
[2025-12-16T20:17:57.087046] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-16T20:17:57.087076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-16T20:17:57.097313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-16T20:17:57.097599] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-16T20:17:57.098465] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-16T20:17:57.098517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:57.098548] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:57.098592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:57.098651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:57.153912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:57.154646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:57.154726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:57.154757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:57.250023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:57.250168] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:17:57.250205] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:57.250250] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:57.253520] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: UP (p=54.33%)
[2025-12-16T20:17:57.253827] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-16T20:17:57.253949] [INFO ] [sig       ] BPRN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:57.390690] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BPRN.txt
[2025-12-16T20:17:57.390824] [INFO ] [sig       ] [508/3585] Completed BPRN in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-16T20:17:57.390863] [INFO ] [sig       ] [509/3585] Forecasting BPYPM...
[2025-12-16T20:17:57.390892] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-16T20:17:57.390921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-16T20:17:57.401921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-16T20:17:57.402243] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-16T20:17:57.403015] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-16T20:17:57.403066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:57.403097] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:57.403123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:57.403177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:57.459662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:57.460385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:57.460465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:57.460498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:57.562911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:57.563058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:57.563096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:57.563123] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:57.566390] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: DOWN (p=46.47%)
[2025-12-16T20:17:57.566682] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-16T20:17:57.566802] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:57.705806] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BPYPM.txt
[2025-12-16T20:17:57.705957] [INFO ] [sig       ] [509/3585] Completed BPYPM in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-16T20:17:57.705996] [INFO ] [sig       ] [510/3585] Forecasting BPYPO...
[2025-12-16T20:17:57.706025] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-16T20:17:57.706055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-16T20:17:57.716489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-16T20:17:57.716840] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-16T20:17:57.717594] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-16T20:17:57.717649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:57.717681] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:57.717707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:57.717763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:57.773569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:57.774311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:57.774405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:57.774438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:57.869279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:57.869422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:57.869459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:57.869487] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:57.872801] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: UP (p=98.94%)
[2025-12-16T20:17:57.873067] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-16T20:17:57.873185] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:58.008965] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BPYPO.txt
[2025-12-16T20:17:58.009152] [INFO ] [sig       ] [510/3585] Completed BPYPO in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-16T20:17:58.009196] [INFO ] [sig       ] [511/3585] Forecasting BPYPP...
[2025-12-16T20:17:58.009226] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-16T20:17:58.009255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-16T20:17:58.019782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-16T20:17:58.020111] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-16T20:17:58.020872] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-16T20:17:58.020923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:58.020954] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:58.020980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:58.021036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:58.076001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:58.076646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:58.076724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:58.076756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:58.176434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:58.176589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:58.176632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:58.176663] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:58.179929] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-12-16T20:17:58.180191] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-16T20:17:58.180309] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:58.317755] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BPYPP.txt
[2025-12-16T20:17:58.317920] [INFO ] [sig       ] [511/3585] Completed BPYPP in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-16T20:17:58.317961] [INFO ] [sig       ] [512/3585] Forecasting BRAG...
[2025-12-16T20:17:58.317992] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-16T20:17:58.318023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-16T20:17:58.328939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-16T20:17:58.329316] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-16T20:17:58.330097] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-16T20:17:58.330148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:58.330191] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:58.330220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:58.330276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:58.389632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:58.390463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:58.390543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:58.390592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:58.507645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:58.507794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:58.507832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:58.507861] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:58.511241] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=25.54%)
[2025-12-16T20:17:58.511506] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-16T20:17:58.511642] [INFO ] [sig       ] BRAG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:58.648177] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BRAG.txt
[2025-12-16T20:17:58.648308] [INFO ] [sig       ] [512/3585] Completed BRAG in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-16T20:17:58.648348] [INFO ] [sig       ] [513/3585] Forecasting BRC...
[2025-12-16T20:17:58.648377] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-16T20:17:58.648408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-16T20:17:58.659464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-16T20:17:58.659827] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-16T20:17:58.660568] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-16T20:17:58.660657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:58.660696] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:58.660730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:58.660791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:58.717881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:58.718731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:58.718844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:58.718889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:58.836981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:58.837130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:58.837169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:58.837197] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:58.840640] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=2.48%)
[2025-12-16T20:17:58.840927] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-16T20:17:58.841048] [INFO ] [sig       ] BRC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:58.978065] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BRC.txt
[2025-12-16T20:17:58.978203] [INFO ] [sig       ] [513/3585] Completed BRC in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-16T20:17:58.978242] [INFO ] [sig       ] [514/3585] Forecasting BRCC...
[2025-12-16T20:17:58.978272] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-12-16T20:17:58.978303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-12-16T20:17:58.990698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-12-16T20:17:58.991042] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-12-16T20:17:58.991825] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-12-16T20:17:58.991878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:58.991911] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:58.991939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:58.991997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:59.049272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:59.050005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:59.050086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:59.050120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:59.173327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:59.173482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:59.173522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:59.173551] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:59.176940] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-16T20:17:59.177210] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-12-16T20:17:59.177332] [INFO ] [sig       ] BRCC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:59.313747] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BRCC.txt
[2025-12-16T20:17:59.313898] [INFO ] [sig       ] [514/3585] Completed BRCC in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-16T20:17:59.313937] [INFO ] [sig       ] [515/3585] Forecasting BRO...
[2025-12-16T20:17:59.313968] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-16T20:17:59.313997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-16T20:17:59.325620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-16T20:17:59.325936] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-16T20:17:59.326686] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-16T20:17:59.326737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:59.326769] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:59.326795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:59.326850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:59.384371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:59.385236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:59.385321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:59.385365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:59.507614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:59.507765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:59.507803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:59.507832] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:59.511240] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=92.99%)
[2025-12-16T20:17:59.511502] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-16T20:17:59.511646] [INFO ] [sig       ] BRO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:17:59.657214] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BRO.txt
[2025-12-16T20:17:59.657350] [INFO ] [sig       ] [515/3585] Completed BRO in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-16T20:17:59.657389] [INFO ] [sig       ] [516/3585] Forecasting BROS...
[2025-12-16T20:17:59.657446] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-16T20:17:59.657479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-16T20:17:59.668742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-16T20:17:59.669093] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-16T20:17:59.669893] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-16T20:17:59.669944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:59.669974] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:59.670000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:59.670054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:17:59.726745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:17:59.727417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:17:59.727495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:17:59.727527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:17:59.844767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:17:59.844910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:17:59.844956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:17:59.844983] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:17:59.848161] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: DOWN (p=14.06%)
[2025-12-16T20:17:59.848458] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-16T20:17:59.848595] [INFO ] [sig       ] BROS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:17:59.984242] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BROS.txt
[2025-12-16T20:17:59.984380] [INFO ] [sig       ] [516/3585] Completed BROS in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-16T20:17:59.984418] [INFO ] [sig       ] [517/3585] Forecasting BRSP...
[2025-12-16T20:17:59.984448] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-16T20:17:59.984478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-16T20:17:59.995230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-16T20:17:59.995552] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-16T20:17:59.996297] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-16T20:17:59.996346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:17:59.996377] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:17:59.996403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:17:59.996460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:00.051552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:00.052145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:00.052223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:00.052255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:00.191870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:00.192042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:00.192084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:00.192114] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:00.196018] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: UP (p=94.59%)
[2025-12-16T20:18:00.196311] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-16T20:18:00.196438] [INFO ] [sig       ] BRSP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:00.334489] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BRSP.txt
[2025-12-16T20:18:00.334652] [INFO ] [sig       ] [517/3585] Completed BRSP in 0.4s | 2.94 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-16T20:18:00.334694] [INFO ] [sig       ] [518/3585] Forecasting BRX...
[2025-12-16T20:18:00.334724] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-16T20:18:00.334755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-16T20:18:00.347670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-16T20:18:00.348007] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-16T20:18:00.348946] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-16T20:18:00.349004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:00.349041] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:00.349072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:00.349174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:00.409273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:00.409925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:00.410004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:00.410036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:00.527793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:00.527947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:00.527986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:00.528014] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:00.531346] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=68.75%)
[2025-12-16T20:18:00.531635] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-16T20:18:00.531781] [INFO ] [sig       ] BRX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:00.667993] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BRX.txt
[2025-12-16T20:18:00.668106] [INFO ] [sig       ] [518/3585] Completed BRX in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-16T20:18:00.668144] [INFO ] [sig       ] [519/3585] Forecasting BRY...
[2025-12-16T20:18:00.668174] [INFO ] [sig       ] Generating forecast for: BRY
[2025-12-16T20:18:00.668204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRY' from 'https://tdm.silogroup.org/data/derivative_storage/BRY.csv'.
[2025-12-16T20:18:00.679343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRY'.
[2025-12-16T20:18:00.679687] [INFO ] [FORECASTER] Starting predict_future for BRY
[2025-12-16T20:18:00.680446] [DEBUG] [LOCAL     ] No optimal features file found for BRY: ./output/feature-sets/BRY.txt
[2025-12-16T20:18:00.680497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:00.680530] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:00.680556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:00.680637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:00.735967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:00.736549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:00.736645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:00.736677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:00.855512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:00.855684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:00.855745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:00.855790] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:00.859110] [DEBUG] [FORECASTER] BRY: Forecast T+1@11:T+2@11: DOWN (p=6.19%)
[2025-12-16T20:18:00.859390] [INFO ] [FORECASTER] Completed predict_future for BRY
[2025-12-16T20:18:00.859511] [INFO ] [sig       ] BRY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:00.996909] [INFO ] [LOCAL     ] Saved forecast: BRY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BRY.txt
[2025-12-16T20:18:00.997049] [INFO ] [sig       ] [519/3585] Completed BRY in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-16T20:18:00.997088] [INFO ] [sig       ] [520/3585] Forecasting BRZE...
[2025-12-16T20:18:00.997117] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-16T20:18:00.997147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-16T20:18:01.009892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-16T20:18:01.010242] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-16T20:18:01.011038] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-16T20:18:01.011091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:01.011151] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:01.011181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:01.011238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:01.068844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:01.069504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:01.069600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:01.069640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:01.197551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:01.197753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:01.197797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:01.198089] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:01.201492] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: UP (p=94.43%)
[2025-12-16T20:18:01.201783] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-16T20:18:01.201908] [INFO ] [sig       ] BRZE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:01.339520] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BRZE.txt
[2025-12-16T20:18:01.339688] [INFO ] [sig       ] [520/3585] Completed BRZE in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-16T20:18:01.339729] [INFO ] [sig       ] [521/3585] Forecasting BSAC...
[2025-12-16T20:18:01.339760] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-16T20:18:01.339789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-16T20:18:01.351262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-12-16T20:18:01.351703] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-16T20:18:01.352516] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-16T20:18:01.352569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:01.352638] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:01.352667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:01.352725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:01.408659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:01.409411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:01.409489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:01.409522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:01.530972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:01.531131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:01.531171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:01.531201] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:01.534854] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=97.69%)
[2025-12-16T20:18:01.535163] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-16T20:18:01.535294] [INFO ] [sig       ] BSAC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:01.673884] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BSAC.txt
[2025-12-16T20:18:01.674027] [INFO ] [sig       ] [521/3585] Completed BSAC in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-16T20:18:01.674066] [INFO ] [sig       ] [522/3585] Forecasting BSCQ...
[2025-12-16T20:18:01.674096] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-16T20:18:01.674126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-16T20:18:01.685693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-16T20:18:01.686082] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-16T20:18:01.686915] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-16T20:18:01.686969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:01.687002] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:01.687030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:01.687086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:01.745623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:01.746471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:01.746555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:01.746609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:01.881727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:01.881883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:01.881924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:01.881955] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:01.885314] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: DOWN (p=37.11%)
[2025-12-16T20:18:01.885608] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-16T20:18:01.885741] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:02.021861] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BSCQ.txt
[2025-12-16T20:18:02.022003] [INFO ] [sig       ] [522/3585] Completed BSCQ in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-16T20:18:02.022043] [INFO ] [sig       ] [523/3585] Forecasting BSCS...
[2025-12-16T20:18:02.022074] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-16T20:18:02.022104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-16T20:18:02.033637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-16T20:18:02.033965] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-16T20:18:02.034733] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-16T20:18:02.034784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:02.034816] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:02.034842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:02.034909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:02.090554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:02.091324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:02.091405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:02.091438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:02.210619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:02.210771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:02.210809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:02.210868] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:02.214154] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=83.93%)
[2025-12-16T20:18:02.214418] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-16T20:18:02.214540] [INFO ] [sig       ] BSCS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:02.403273] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BSCS.txt
[2025-12-16T20:18:02.403412] [INFO ] [sig       ] [523/3585] Completed BSCS in 0.4s | 2.94 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-16T20:18:02.403450] [INFO ] [sig       ] [524/3585] Forecasting BSCX...
[2025-12-16T20:18:02.403480] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-16T20:18:02.403510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-16T20:18:02.414825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-16T20:18:02.415160] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-16T20:18:02.415946] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-16T20:18:02.415997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:02.416029] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:02.416055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:02.416111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:02.473847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:02.474519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:02.474614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:02.474649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:02.597104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:02.597259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:02.597299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:02.597329] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:02.600974] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=46.43%)
[2025-12-16T20:18:02.601246] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-16T20:18:02.601377] [INFO ] [sig       ] BSCX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:02.747902] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BSCX.txt
[2025-12-16T20:18:02.748047] [INFO ] [sig       ] [524/3585] Completed BSCX in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-16T20:18:02.748088] [INFO ] [sig       ] [525/3585] Forecasting BSCY...
[2025-12-16T20:18:02.748118] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-16T20:18:02.748151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-16T20:18:02.760387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-16T20:18:02.760797] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-16T20:18:02.761596] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-16T20:18:02.761661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:02.761695] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:02.761722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:02.761781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:02.821100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:02.822036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:02.822123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:02.822156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:02.950818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:02.950980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:02.951020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:02.951050] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:02.954854] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: DOWN (p=6.31%)
[2025-12-16T20:18:02.955172] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-16T20:18:02.955310] [INFO ] [sig       ] BSCY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:03.096870] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BSCY.txt
[2025-12-16T20:18:03.097022] [INFO ] [sig       ] [525/3585] Completed BSCY in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-16T20:18:03.097063] [INFO ] [sig       ] [526/3585] Forecasting BSJQ...
[2025-12-16T20:18:03.097092] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-16T20:18:03.097124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-16T20:18:03.108739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-16T20:18:03.109146] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-16T20:18:03.109936] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-16T20:18:03.109988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:03.110020] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:03.110047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:03.110103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:03.165471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:03.166318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:03.166402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:03.166435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:03.289624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:03.289783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:03.289828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:03.289857] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:03.293251] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=84.99%)
[2025-12-16T20:18:03.293606] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-16T20:18:03.293749] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:03.438404] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BSJQ.txt
[2025-12-16T20:18:03.438616] [INFO ] [sig       ] [526/3585] Completed BSJQ in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-16T20:18:03.438667] [INFO ] [sig       ] [527/3585] Forecasting BSJS...
[2025-12-16T20:18:03.438704] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-16T20:18:03.438741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-16T20:18:03.453253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-16T20:18:03.453660] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-16T20:18:03.454566] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-16T20:18:03.454656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:03.454698] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:03.454738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:03.454833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:03.514640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:03.515495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:03.515595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:03.515630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:03.636278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:03.636428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:03.636469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:03.636497] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:03.640092] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: UP (p=70.64%)
[2025-12-16T20:18:03.640361] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-16T20:18:03.640490] [INFO ] [sig       ] BSJS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:03.780867] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BSJS.txt
[2025-12-16T20:18:03.781002] [INFO ] [sig       ] [527/3585] Completed BSJS in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-16T20:18:03.781042] [INFO ] [sig       ] [528/3585] Forecasting BSL...
[2025-12-16T20:18:03.781078] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-16T20:18:03.781107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-16T20:18:03.793225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-16T20:18:03.793632] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-16T20:18:03.794607] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-16T20:18:03.794658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:03.794691] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:03.794723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:03.794790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:03.854204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:03.855233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:03.855337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:03.855389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:03.984941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:03.985106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:03.985149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:03.985183] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:03.988727] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: DOWN (p=39.63%)
[2025-12-16T20:18:03.989025] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-16T20:18:03.989183] [INFO ] [sig       ] BSL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:04.164231] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BSL.txt
[2025-12-16T20:18:04.164471] [INFO ] [sig       ] [528/3585] Completed BSL in 0.4s | 2.94 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-16T20:18:04.164541] [INFO ] [sig       ] [529/3585] Forecasting BSLK...
[2025-12-16T20:18:04.164634] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-16T20:18:04.164695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-16T20:18:04.188425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-16T20:18:04.188975] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-16T20:18:04.190193] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-16T20:18:04.190263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:04.190315] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:04.190362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:04.190455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:04.281806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:04.282856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:04.282971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:04.283010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:04.441105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:04.441296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:04.441364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:04.441413] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:04.446875] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: DOWN (p=46.98%)
[2025-12-16T20:18:04.447408] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-16T20:18:04.447636] [INFO ] [sig       ] BSLK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:04.674670] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BSLK.txt
[2025-12-16T20:18:04.674871] [INFO ] [sig       ] [529/3585] Completed BSLK in 0.5s | 2.94 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-16T20:18:04.674920] [INFO ] [sig       ] [530/3585] Forecasting BSM...
[2025-12-16T20:18:04.674955] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-16T20:18:04.674990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-16T20:18:04.700825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-16T20:18:04.703768] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-16T20:18:04.705217] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-16T20:18:04.705289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:04.705332] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:04.705369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:04.705447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:04.792662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:04.795030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:04.795346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:04.795403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:04.966815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:04.967016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:04.967077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:04.967124] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:04.972418] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=15.50%)
[2025-12-16T20:18:04.972948] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-16T20:18:04.973144] [INFO ] [sig       ] BSM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:05.177892] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BSM.txt
[2025-12-16T20:18:05.178055] [INFO ] [sig       ] [530/3585] Completed BSM in 0.5s | 2.94 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-16T20:18:05.178096] [INFO ] [sig       ] [531/3585] Forecasting BSMQ...
[2025-12-16T20:18:05.178126] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-16T20:18:05.178157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-16T20:18:05.190990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-16T20:18:05.191466] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-16T20:18:05.192387] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-16T20:18:05.192443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:05.192475] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:05.192502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:05.192560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:05.252690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:05.253550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:05.253654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:05.253689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:05.380467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:05.380637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:05.380679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:05.380707] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:05.384370] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-12-16T20:18:05.384687] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-16T20:18:05.384822] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:05.524601] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BSMQ.txt
[2025-12-16T20:18:05.524744] [INFO ] [sig       ] [531/3585] Completed BSMQ in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-16T20:18:05.524792] [INFO ] [sig       ] [532/3585] Forecasting BSMS...
[2025-12-16T20:18:05.524828] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-16T20:18:05.524866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-16T20:18:05.535977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-16T20:18:05.536351] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-16T20:18:05.537149] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-16T20:18:05.537201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:05.537232] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:05.537258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:05.537313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:05.592633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:05.593378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:05.593461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:05.593494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:05.709992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:05.710159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:05.710198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:05.710227] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:05.713547] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=97.20%)
[2025-12-16T20:18:05.713832] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-16T20:18:05.713952] [INFO ] [sig       ] BSMS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:05.850351] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BSMS.txt
[2025-12-16T20:18:05.850484] [INFO ] [sig       ] [532/3585] Completed BSMS in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-16T20:18:05.850522] [INFO ] [sig       ] [533/3585] Forecasting BSSX...
[2025-12-16T20:18:05.850552] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-16T20:18:05.850599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-16T20:18:05.860988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-16T20:18:05.861322] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-16T20:18:05.862084] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-16T20:18:05.862135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:05.862168] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:05.862194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:05.862251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:05.918163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:05.918941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:05.919022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:05.919055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:06.017072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:06.017210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:06.017248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:06.017278] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:06.020603] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-12-16T20:18:06.020880] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-16T20:18:06.021003] [INFO ] [sig       ] BSSX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:06.163097] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BSSX.txt
[2025-12-16T20:18:06.163289] [INFO ] [sig       ] [533/3585] Completed BSSX in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-16T20:18:06.163354] [INFO ] [sig       ] [534/3585] Forecasting BSTZ...
[2025-12-16T20:18:06.163395] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-16T20:18:06.163437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-16T20:18:06.175320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-16T20:18:06.175744] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-16T20:18:06.176699] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-16T20:18:06.176753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:06.176786] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:06.176812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:06.176868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:06.236521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:06.237363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:06.237466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:06.237507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:06.364551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:06.364721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:06.364763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:06.364794] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:06.368447] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=64.42%)
[2025-12-16T20:18:06.368757] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-16T20:18:06.368890] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:06.512432] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BSTZ.txt
[2025-12-16T20:18:06.512593] [INFO ] [sig       ] [534/3585] Completed BSTZ in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-16T20:18:06.512635] [INFO ] [sig       ] [535/3585] Forecasting BSVN...
[2025-12-16T20:18:06.512665] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-16T20:18:06.512695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-16T20:18:06.524334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-16T20:18:06.524746] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-16T20:18:06.525766] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-16T20:18:06.525819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:06.525852] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:06.525879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:06.525935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:06.581431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:06.582238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:06.582320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:06.582353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:06.691011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:06.691160] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:18:06.691199] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:06.691228] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:06.694504] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: UP (p=58.20%)
[2025-12-16T20:18:06.694791] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-16T20:18:06.694912] [INFO ] [sig       ] BSVN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:06.828835] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BSVN.txt
[2025-12-16T20:18:06.828969] [INFO ] [sig       ] [535/3585] Completed BSVN in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-16T20:18:06.829007] [INFO ] [sig       ] [536/3585] Forecasting BSVO...
[2025-12-16T20:18:06.829037] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-16T20:18:06.829066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-16T20:18:06.840505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-16T20:18:06.840902] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-16T20:18:06.841754] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-16T20:18:06.841807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:06.841853] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:06.841881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:06.841937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:06.897093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:06.897790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:06.897869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:06.897902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:07.017874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:07.018022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:07.018061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:07.018089] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:07.021411] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: UP (p=86.60%)
[2025-12-16T20:18:07.021696] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-16T20:18:07.021821] [INFO ] [sig       ] BSVO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:07.157870] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BSVO.txt
[2025-12-16T20:18:07.158010] [INFO ] [sig       ] [536/3585] Completed BSVO in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-16T20:18:07.158050] [INFO ] [sig       ] [537/3585] Forecasting BSX...
[2025-12-16T20:18:07.158080] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-16T20:18:07.158111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-16T20:18:07.170399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-16T20:18:07.170799] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-16T20:18:07.171633] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-16T20:18:07.171686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:07.171746] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:07.171781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:07.171870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:07.228405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:07.229113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:07.229222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:07.229254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:07.344178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:07.344331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:07.344370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:07.344398] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:07.347735] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=12.59%)
[2025-12-16T20:18:07.348044] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-16T20:18:07.348170] [INFO ] [sig       ] BSX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:07.485010] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BSX.txt
[2025-12-16T20:18:07.485150] [INFO ] [sig       ] [537/3585] Completed BSX in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-16T20:18:07.485190] [INFO ] [sig       ] [538/3585] Forecasting BSY...
[2025-12-16T20:18:07.485220] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-16T20:18:07.485250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-16T20:18:07.496200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-16T20:18:07.496554] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-16T20:18:07.497424] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-16T20:18:07.497477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:07.497509] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:07.497535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:07.497614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:07.554947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:07.555790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:07.555874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:07.555907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:07.682055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:07.682204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:07.682244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:07.682274] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:07.685717] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: UP (p=95.34%)
[2025-12-16T20:18:07.685991] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-16T20:18:07.686118] [INFO ] [sig       ] BSY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:07.826404] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BSY.txt
[2025-12-16T20:18:07.826562] [INFO ] [sig       ] [538/3585] Completed BSY in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-16T20:18:07.826639] [INFO ] [sig       ] [539/3585] Forecasting BTA...
[2025-12-16T20:18:07.826673] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-16T20:18:07.826702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-16T20:18:07.837645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-16T20:18:07.837997] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-16T20:18:07.838795] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-16T20:18:07.838849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:07.838887] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:07.838929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:07.839002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:07.898011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:07.898799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:07.898884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:07.898921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:08.010996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:08.011148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:08.011212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:08.011258] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:08.014604] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=35.40%)
[2025-12-16T20:18:08.014878] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-16T20:18:08.015008] [INFO ] [sig       ] BTA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:08.151237] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BTA.txt
[2025-12-16T20:18:08.151370] [INFO ] [sig       ] [539/3585] Completed BTA in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-16T20:18:08.151414] [INFO ] [sig       ] [540/3585] Forecasting BTAI...
[2025-12-16T20:18:08.151444] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-16T20:18:08.151475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-16T20:18:08.162542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-16T20:18:08.162934] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-16T20:18:08.163704] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-16T20:18:08.163755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:08.163786] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:08.163813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:08.163873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:08.219585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:08.220319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:08.220401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:08.220435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:08.340508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:08.340674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:08.340714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:08.340768] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:08.344140] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=6.22%)
[2025-12-16T20:18:08.344434] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-16T20:18:08.344568] [INFO ] [sig       ] BTAI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:08.483516] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BTAI.txt
[2025-12-16T20:18:08.483691] [INFO ] [sig       ] [540/3585] Completed BTAI in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-16T20:18:08.483734] [INFO ] [sig       ] [541/3585] Forecasting BTCS...
[2025-12-16T20:18:08.483764] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-16T20:18:08.483797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-16T20:18:08.495807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-16T20:18:08.496220] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-16T20:18:08.497077] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-16T20:18:08.497130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:08.497163] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:08.497190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:08.497247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:08.561802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:08.562864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:08.562970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:08.563021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:08.687161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:08.687313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:08.687353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:08.687386] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:08.690960] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: UP (p=86.39%)
[2025-12-16T20:18:08.691248] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-16T20:18:08.691399] [INFO ] [sig       ] BTCS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:08.878120] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BTCS.txt
[2025-12-16T20:18:08.878334] [INFO ] [sig       ] [541/3585] Completed BTCS in 0.4s | 2.94 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-16T20:18:08.878399] [INFO ] [sig       ] [542/3585] Forecasting BTE...
[2025-12-16T20:18:08.878449] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-16T20:18:08.878498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-16T20:18:08.893653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-12-16T20:18:08.894128] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-16T20:18:08.895266] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-16T20:18:08.895336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:08.895387] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:08.895433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:08.895526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:08.972333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:08.973390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:08.973498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:08.973536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:09.102765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:09.102928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:09.102985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:09.103031] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:09.106916] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=37.37%)
[2025-12-16T20:18:09.107257] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-16T20:18:09.107400] [INFO ] [sig       ] BTE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:09.259637] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BTE.txt
[2025-12-16T20:18:09.259793] [INFO ] [sig       ] [542/3585] Completed BTE in 0.4s | 2.94 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-16T20:18:09.259833] [INFO ] [sig       ] [543/3585] Forecasting BTF...
[2025-12-16T20:18:09.259862] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-16T20:18:09.259893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-16T20:18:09.272350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-16T20:18:09.272753] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-16T20:18:09.273560] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-16T20:18:09.273637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:09.273670] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:09.273698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:09.273754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:09.334566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:09.335393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:09.335480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:09.335514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:09.459272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:09.459430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:09.459471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:09.459518] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:09.463193] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: DOWN (p=16.75%)
[2025-12-16T20:18:09.463655] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-16T20:18:09.463787] [INFO ] [sig       ] BTF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:09.605551] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BTF.txt
[2025-12-16T20:18:09.605764] [INFO ] [sig       ] [543/3585] Completed BTF in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-16T20:18:09.605813] [INFO ] [sig       ] [544/3585] Forecasting BTI...
[2025-12-16T20:18:09.605844] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-16T20:18:09.605875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-16T20:18:09.618499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-16T20:18:09.618927] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-16T20:18:09.619793] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-16T20:18:09.619860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:09.619919] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:09.619973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:09.620053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:09.684484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:09.685351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:09.685436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:09.685469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:09.811036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:09.811216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:09.811271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:09.811301] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:09.814815] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=12.59%)
[2025-12-16T20:18:09.815102] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-16T20:18:09.815234] [INFO ] [sig       ] BTI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:09.958010] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BTI.txt
[2025-12-16T20:18:09.958154] [INFO ] [sig       ] [544/3585] Completed BTI in 0.4s | 2.94 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-16T20:18:09.958194] [INFO ] [sig       ] [545/3585] Forecasting BTM...
[2025-12-16T20:18:09.958224] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-16T20:18:09.958254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-16T20:18:09.971244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-16T20:18:09.971670] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-16T20:18:09.972562] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-16T20:18:09.972657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:09.972694] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:09.972721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:09.972776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:10.032155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:10.033028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:10.033111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:10.033161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:10.154043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:10.154194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:10.154235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:10.154264] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:10.158180] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: UP (p=75.85%)
[2025-12-16T20:18:10.158566] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-16T20:18:10.158750] [INFO ] [sig       ] BTM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:10.300706] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BTM.txt
[2025-12-16T20:18:10.300849] [INFO ] [sig       ] [545/3585] Completed BTM in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-16T20:18:10.300888] [INFO ] [sig       ] [546/3585] Forecasting BTMD...
[2025-12-16T20:18:10.300922] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-16T20:18:10.300952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-16T20:18:10.312870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-16T20:18:10.313248] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-16T20:18:10.314025] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-16T20:18:10.314077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:10.314107] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:10.314133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:10.314187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:10.370904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:10.371652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:10.371735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:10.371768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:10.495512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:10.495686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:10.495726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:10.495754] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:10.499354] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: DOWN (p=6.47%)
[2025-12-16T20:18:10.499648] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-16T20:18:10.499776] [INFO ] [sig       ] BTMD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:10.638892] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BTMD.txt
[2025-12-16T20:18:10.639058] [INFO ] [sig       ] [546/3585] Completed BTMD in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-16T20:18:10.639099] [INFO ] [sig       ] [547/3585] Forecasting BTSG...
[2025-12-16T20:18:10.639150] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-16T20:18:10.639185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-16T20:18:10.653420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-16T20:18:10.654030] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-16T20:18:10.655161] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-16T20:18:10.655219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:10.655253] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:10.655298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:10.655360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:10.713411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:10.714502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:10.714668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:10.714705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:10.831964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:10.832193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:10.832238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:10.832269] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:10.836234] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=47.52%)
[2025-12-16T20:18:10.836535] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-16T20:18:10.836692] [INFO ] [sig       ] BTSG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:10.975272] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BTSG.txt
[2025-12-16T20:18:10.975451] [INFO ] [sig       ] [547/3585] Completed BTSG in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-16T20:18:10.975495] [INFO ] [sig       ] [548/3585] Forecasting BTZ...
[2025-12-16T20:18:10.975527] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-16T20:18:10.975560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-16T20:18:10.988851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-16T20:18:10.989401] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-16T20:18:10.990266] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-16T20:18:10.990319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:10.990351] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:10.990379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:10.990436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:11.047050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:11.048248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:11.048380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:11.048423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:11.164505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:11.164756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:11.164803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:11.164832] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:11.168713] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=17.76%)
[2025-12-16T20:18:11.169028] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-16T20:18:11.169195] [INFO ] [sig       ] BTZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:11.311391] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BTZ.txt
[2025-12-16T20:18:11.311626] [INFO ] [sig       ] [548/3585] Completed BTZ in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-16T20:18:11.311674] [INFO ] [sig       ] [549/3585] Forecasting BUD...
[2025-12-16T20:18:11.311706] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-16T20:18:11.311737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-16T20:18:11.325326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-16T20:18:11.325948] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-16T20:18:11.326970] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-16T20:18:11.327025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:11.327060] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:11.327088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:11.327147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:11.390451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:11.391631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:11.391734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:11.391769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:11.515935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:11.516161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:11.516208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:11.516240] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:11.520162] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=79.83%)
[2025-12-16T20:18:11.520514] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-16T20:18:11.520678] [INFO ] [sig       ] BUD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:11.663532] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BUD.txt
[2025-12-16T20:18:11.663711] [INFO ] [sig       ] [549/3585] Completed BUD in 0.4s | 2.94 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-16T20:18:11.663753] [INFO ] [sig       ] [550/3585] Forecasting BUFC...
[2025-12-16T20:18:11.663784] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-16T20:18:11.663815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-16T20:18:11.674882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-16T20:18:11.675225] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-16T20:18:11.676121] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-16T20:18:11.676172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:11.676205] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:11.676231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:11.676289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:11.733872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:11.734666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:11.734762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:11.734796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:11.829426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:11.829663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:11.829708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:11.829741] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:11.833506] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=73.96%)
[2025-12-16T20:18:11.833816] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-16T20:18:11.833954] [INFO ] [sig       ] BUFC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:11.972420] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BUFC.txt
[2025-12-16T20:18:11.972653] [INFO ] [sig       ] [550/3585] Completed BUFC in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-16T20:18:11.972698] [INFO ] [sig       ] [551/3585] Forecasting BUG...
[2025-12-16T20:18:11.972729] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-16T20:18:11.972767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-16T20:18:11.985872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-16T20:18:11.986422] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-16T20:18:11.987355] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-16T20:18:11.987409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:11.987442] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:11.987470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:11.987528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:12.045651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:12.046753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:12.046852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:12.046886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:12.167032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:12.167248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:12.167316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:12.167352] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:12.171156] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=71.27%)
[2025-12-16T20:18:12.171484] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-16T20:18:12.171650] [INFO ] [sig       ] BUG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:12.315010] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BUG.txt
[2025-12-16T20:18:12.315192] [INFO ] [sig       ] [551/3585] Completed BUG in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-16T20:18:12.315235] [INFO ] [sig       ] [552/3585] Forecasting BUI...
[2025-12-16T20:18:12.315265] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-16T20:18:12.315296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-16T20:18:12.327885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-16T20:18:12.328304] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-16T20:18:12.329231] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-16T20:18:12.329284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:12.329316] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:12.329350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:12.329432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:12.388360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:12.389403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:12.389682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:12.389726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:12.508491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:12.508666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:12.508707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:12.508735] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:12.512152] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: DOWN (p=29.49%)
[2025-12-16T20:18:12.512436] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-16T20:18:12.512589] [INFO ] [sig       ] BUI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:12.652780] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BUI.txt
[2025-12-16T20:18:12.652925] [INFO ] [sig       ] [552/3585] Completed BUI in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-16T20:18:12.652965] [INFO ] [sig       ] [553/3585] Forecasting BURL...
[2025-12-16T20:18:12.652994] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-16T20:18:12.653023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-16T20:18:12.665001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-16T20:18:12.665333] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-16T20:18:12.666107] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-16T20:18:12.666159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:12.666192] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:12.666218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:12.666273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:12.721884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:12.722489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:12.722566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:12.722616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:12.842113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:12.842267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:12.842306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:12.842334] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:12.845715] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=49.32%)
[2025-12-16T20:18:12.845984] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-16T20:18:12.846108] [INFO ] [sig       ] BURL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:12.982360] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BURL.txt
[2025-12-16T20:18:12.982481] [INFO ] [sig       ] [553/3585] Completed BURL in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-16T20:18:12.982519] [INFO ] [sig       ] [554/3585] Forecasting BUSE...
[2025-12-16T20:18:12.982548] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-16T20:18:12.982601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-16T20:18:12.994248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-12-16T20:18:12.994597] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-16T20:18:12.995344] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-16T20:18:12.995395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:12.995455] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:12.995483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:12.995540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:13.050477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:13.051353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:13.051436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:13.051469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:13.169142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:13.169309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:13.169349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:13.169376] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:13.172730] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: DOWN (p=34.91%)
[2025-12-16T20:18:13.172993] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-16T20:18:13.173112] [INFO ] [sig       ] BUSE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:13.308459] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BUSE.txt
[2025-12-16T20:18:13.308624] [INFO ] [sig       ] [554/3585] Completed BUSE in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-16T20:18:13.308666] [INFO ] [sig       ] [555/3585] Forecasting BUXX...
[2025-12-16T20:18:13.308695] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-16T20:18:13.308726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-16T20:18:13.320692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-16T20:18:13.321082] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-16T20:18:13.321862] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-16T20:18:13.321914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:13.321946] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:13.321972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:13.322027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:13.378612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:13.379552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:13.379655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:13.379690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:13.500385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:13.500555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:13.500617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:13.500647] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:13.504146] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: DOWN (p=10.80%)
[2025-12-16T20:18:13.504422] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-16T20:18:13.504546] [INFO ] [sig       ] BUXX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:13.647312] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BUXX.txt
[2025-12-16T20:18:13.647533] [INFO ] [sig       ] [555/3585] Completed BUXX in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-16T20:18:13.647633] [INFO ] [sig       ] [556/3585] Forecasting BVFL...
[2025-12-16T20:18:13.647696] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-16T20:18:13.647738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-16T20:18:13.661856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-16T20:18:13.662425] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-16T20:18:13.663402] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-16T20:18:13.663459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:13.663494] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:13.663523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:13.663603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:13.722546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:13.723692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:13.723791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:13.723827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:13.839707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:13.839955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:13.839998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:13.840027] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:13.843852] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2025-12-16T20:18:13.844170] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-16T20:18:13.844307] [INFO ] [sig       ] BVFL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:13.985752] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BVFL.txt
[2025-12-16T20:18:13.985988] [INFO ] [sig       ] [556/3585] Completed BVFL in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-16T20:18:13.986034] [INFO ] [sig       ] [557/3585] Forecasting BVN...
[2025-12-16T20:18:13.986064] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-16T20:18:13.986100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-16T20:18:14.000266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-16T20:18:14.000827] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-16T20:18:14.001726] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-16T20:18:14.001813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:14.001848] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:14.001874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:14.001931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:14.057825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:14.058791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:14.058933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:14.058966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:14.182245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:14.182476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:14.182519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:14.182612] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:14.186666] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: DOWN (p=43.56%)
[2025-12-16T20:18:14.186977] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-16T20:18:14.187115] [INFO ] [sig       ] BVN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:14.328910] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BVN.txt
[2025-12-16T20:18:14.329112] [INFO ] [sig       ] [557/3585] Completed BVN in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-16T20:18:14.329171] [INFO ] [sig       ] [558/3585] Forecasting BVS...
[2025-12-16T20:18:14.329201] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-16T20:18:14.329236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-16T20:18:14.343129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-16T20:18:14.343679] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-16T20:18:14.344612] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-16T20:18:14.344665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:14.344697] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:14.344723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:14.344779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:14.401720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:14.402837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:14.402934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:14.402971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:14.528303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:14.528544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:14.528610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:14.528642] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:14.532886] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: UP (p=67.24%)
[2025-12-16T20:18:14.533193] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-16T20:18:14.533332] [INFO ] [sig       ] BVS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:14.672854] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BVS.txt
[2025-12-16T20:18:14.673064] [INFO ] [sig       ] [558/3585] Completed BVS in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-16T20:18:14.673105] [INFO ] [sig       ] [559/3585] Forecasting BWA...
[2025-12-16T20:18:14.673135] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-16T20:18:14.673168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-16T20:18:14.686930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-16T20:18:14.687465] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-16T20:18:14.688354] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-16T20:18:14.688407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:14.688439] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:14.688465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:14.688522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:14.746176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:14.747365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:14.747460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:14.747492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:14.884365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:14.884557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:14.884634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:14.884677] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:14.889750] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=74.51%)
[2025-12-16T20:18:14.890187] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-16T20:18:14.890385] [INFO ] [sig       ] BWA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:15.032475] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BWA.txt
[2025-12-16T20:18:15.032614] [INFO ] [sig       ] [559/3585] Completed BWA in 0.4s | 2.94 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-16T20:18:15.032655] [INFO ] [sig       ] [560/3585] Forecasting BWAY...
[2025-12-16T20:18:15.032684] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-16T20:18:15.032714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-16T20:18:15.044126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-16T20:18:15.044473] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-16T20:18:15.045291] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-16T20:18:15.045342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:15.045384] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:15.045412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:15.045468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:15.101635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:15.102259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:15.102340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:15.102373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:15.222075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:15.222226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:15.222265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:15.222293] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:15.225560] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: DOWN (p=21.77%)
[2025-12-16T20:18:15.225837] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-16T20:18:15.225958] [INFO ] [sig       ] BWAY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:15.359617] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BWAY.txt
[2025-12-16T20:18:15.359727] [INFO ] [sig       ] [560/3585] Completed BWAY in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-16T20:18:15.359765] [INFO ] [sig       ] [561/3585] Forecasting BWB...
[2025-12-16T20:18:15.359794] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-16T20:18:15.359823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-16T20:18:15.371361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-16T20:18:15.371712] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-16T20:18:15.372505] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-16T20:18:15.372558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:15.372617] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:15.372650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:15.372706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:15.428641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:15.429253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:15.429329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:15.429361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:15.553691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:15.553835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:15.553874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:15.553902] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:15.557299] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-12-16T20:18:15.557561] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-16T20:18:15.557699] [INFO ] [sig       ] BWB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:15.696148] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BWB.txt
[2025-12-16T20:18:15.696260] [INFO ] [sig       ] [561/3585] Completed BWB in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-16T20:18:15.696298] [INFO ] [sig       ] [562/3585] Forecasting BWEN...
[2025-12-16T20:18:15.696326] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-16T20:18:15.696356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-16T20:18:15.707836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-16T20:18:15.708196] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-16T20:18:15.708991] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-16T20:18:15.709043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:15.709076] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:15.709103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:15.709184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:15.767259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:15.767969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:15.768060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:15.768102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:15.888815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:15.888965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:15.889004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:15.889034] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:15.892486] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: UP (p=70.20%)
[2025-12-16T20:18:15.892775] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-16T20:18:15.892900] [INFO ] [sig       ] BWEN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:16.031106] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BWEN.txt
[2025-12-16T20:18:16.031267] [INFO ] [sig       ] [562/3585] Completed BWEN in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-16T20:18:16.031307] [INFO ] [sig       ] [563/3585] Forecasting BWFG...
[2025-12-16T20:18:16.031338] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-16T20:18:16.031367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-16T20:18:16.042286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-16T20:18:16.042638] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-16T20:18:16.043375] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-16T20:18:16.043426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:16.043457] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:16.043483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:16.043539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:16.099906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:16.100503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:16.100595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:16.100629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:16.216385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:16.216524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:16.216561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:16.216607] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:16.219858] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=84.17%)
[2025-12-16T20:18:16.220118] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-16T20:18:16.220235] [INFO ] [sig       ] BWFG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:16.355403] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BWFG.txt
[2025-12-16T20:18:16.355515] [INFO ] [sig       ] [563/3585] Completed BWFG in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-16T20:18:16.355557] [INFO ] [sig       ] [564/3585] Forecasting BWG...
[2025-12-16T20:18:16.355604] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-16T20:18:16.355635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-16T20:18:16.366314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-16T20:18:16.366641] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-16T20:18:16.367371] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-16T20:18:16.367421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:16.367451] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:16.367478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:16.367534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:16.423772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:16.424359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:16.424463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:16.424497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:16.544715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:16.544871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:16.544912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:16.544941] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:16.548305] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=10.53%)
[2025-12-16T20:18:16.548588] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-16T20:18:16.548713] [INFO ] [sig       ] BWG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:16.689208] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BWG.txt
[2025-12-16T20:18:16.689368] [INFO ] [sig       ] [564/3585] Completed BWG in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-16T20:18:16.689408] [INFO ] [sig       ] [565/3585] Forecasting BWIN...
[2025-12-16T20:18:16.689437] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-16T20:18:16.689470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-16T20:18:16.701721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-16T20:18:16.702066] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-16T20:18:16.702869] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-16T20:18:16.702921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:16.702954] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:16.702981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:16.703038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:16.760740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:16.761558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:16.761671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:16.761712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:16.879490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:16.879669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:16.879712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:16.879744] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:16.883129] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: UP (p=95.00%)
[2025-12-16T20:18:16.883396] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-16T20:18:16.883538] [INFO ] [sig       ] BWIN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:17.028007] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BWIN.txt
[2025-12-16T20:18:17.028145] [INFO ] [sig       ] [565/3585] Completed BWIN in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-16T20:18:17.028184] [INFO ] [sig       ] [566/3585] Forecasting BWMN...
[2025-12-16T20:18:17.028213] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-16T20:18:17.028243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-16T20:18:17.039833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-16T20:18:17.040236] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-16T20:18:17.041123] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-16T20:18:17.041189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:17.041223] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:17.041251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:17.041308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:17.098283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:17.099204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:17.099293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:17.099327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:17.221971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:17.222117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:17.222157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:17.222186] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:17.225501] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: DOWN (p=17.74%)
[2025-12-16T20:18:17.225777] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-16T20:18:17.225896] [INFO ] [sig       ] BWMN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:17.364599] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BWMN.txt
[2025-12-16T20:18:17.364751] [INFO ] [sig       ] [566/3585] Completed BWMN in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-16T20:18:17.364790] [INFO ] [sig       ] [567/3585] Forecasting BXC...
[2025-12-16T20:18:17.364820] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-16T20:18:17.364850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-16T20:18:17.376104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-16T20:18:17.376491] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-16T20:18:17.377348] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-16T20:18:17.377402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:17.377436] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:17.377465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:17.377522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:17.436032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:17.436881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:17.436969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:17.437004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:17.559551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:17.559725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:17.559780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:17.559811] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:17.563365] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=46.65%)
[2025-12-16T20:18:17.563738] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-16T20:18:17.563879] [INFO ] [sig       ] BXC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:17.704631] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BXC.txt
[2025-12-16T20:18:17.704798] [INFO ] [sig       ] [567/3585] Completed BXC in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-16T20:18:17.704852] [INFO ] [sig       ] [568/3585] Forecasting BXMX...
[2025-12-16T20:18:17.704894] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-16T20:18:17.704935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-16T20:18:17.717017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-16T20:18:17.717398] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-16T20:18:17.718192] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-16T20:18:17.718244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:17.718276] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:17.718304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:17.718361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:17.778729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:17.779352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:17.779428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:17.779463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:17.900298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:17.900445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:17.900487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:17.900515] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:17.903907] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: UP (p=78.75%)
[2025-12-16T20:18:17.904202] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-16T20:18:17.904329] [INFO ] [sig       ] BXMX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:18.040946] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BXMX.txt
[2025-12-16T20:18:18.041062] [INFO ] [sig       ] [568/3585] Completed BXMX in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-16T20:18:18.041100] [INFO ] [sig       ] [569/3585] Forecasting BXP...
[2025-12-16T20:18:18.041130] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-16T20:18:18.041159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-16T20:18:18.052174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-16T20:18:18.052498] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-16T20:18:18.053276] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-16T20:18:18.053327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:18.053358] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:18.053384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:18.053440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:18.109048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:18.109698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:18.109789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:18.109822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:18.230520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:18.230691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:18.230730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:18.230760] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:18.234123] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: UP (p=88.73%)
[2025-12-16T20:18:18.234409] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-16T20:18:18.234530] [INFO ] [sig       ] BXP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:18.371423] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BXP.txt
[2025-12-16T20:18:18.371550] [INFO ] [sig       ] [569/3585] Completed BXP in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-16T20:18:18.371605] [INFO ] [sig       ] [570/3585] Forecasting BXSL...
[2025-12-16T20:18:18.371635] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-16T20:18:18.371664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-16T20:18:18.382853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-16T20:18:18.383190] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-16T20:18:18.383971] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-16T20:18:18.384024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:18.384058] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:18.384087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:18.384148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:18.441444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:18.442146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:18.442225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:18.442259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:18.559931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:18.560068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:18.560112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:18.560148] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:18.563425] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=15.98%)
[2025-12-16T20:18:18.563705] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-16T20:18:18.563824] [INFO ] [sig       ] BXSL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:18.700923] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BXSL.txt
[2025-12-16T20:18:18.701036] [INFO ] [sig       ] [570/3585] Completed BXSL in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-16T20:18:18.701078] [INFO ] [sig       ] [571/3585] Forecasting BYD...
[2025-12-16T20:18:18.701114] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-16T20:18:18.701149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-16T20:18:18.712535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-16T20:18:18.712866] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-16T20:18:18.713628] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-16T20:18:18.713688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:18.713745] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:18.713782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:18.713838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:18.771249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:18.772020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:18.772102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:18.772140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:18.892371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:18.892518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:18.892558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:18.892605] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:18.895895] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=53.04%)
[2025-12-16T20:18:18.896159] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-16T20:18:18.896282] [INFO ] [sig       ] BYD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:19.033665] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BYD.txt
[2025-12-16T20:18:19.033801] [INFO ] [sig       ] [571/3585] Completed BYD in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-16T20:18:19.033841] [INFO ] [sig       ] [572/3585] Forecasting BYM...
[2025-12-16T20:18:19.033870] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-16T20:18:19.033900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-16T20:18:19.044803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-16T20:18:19.045151] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-16T20:18:19.045925] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-16T20:18:19.045977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:19.046008] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:19.046034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:19.046090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:19.102443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:19.103055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:19.103131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:19.103167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:19.222481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:19.222637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:19.222677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:19.222705] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:19.225972] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2025-12-16T20:18:19.226237] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-16T20:18:19.226357] [INFO ] [sig       ] BYM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:19.362621] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BYM.txt
[2025-12-16T20:18:19.362773] [INFO ] [sig       ] [572/3585] Completed BYM in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-16T20:18:19.362813] [INFO ] [sig       ] [573/3585] Forecasting BYRN...
[2025-12-16T20:18:19.362843] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-16T20:18:19.362872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-16T20:18:19.376683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-16T20:18:19.377015] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-16T20:18:19.377795] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-16T20:18:19.377846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:19.377877] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:19.377904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:19.377959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:19.432993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:19.433589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:19.433665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:19.433697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:19.554833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:19.554985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:19.555023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:19.555054] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:19.558440] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=53.35%)
[2025-12-16T20:18:19.558738] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-16T20:18:19.558864] [INFO ] [sig       ] BYRN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:19.697103] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BYRN.txt
[2025-12-16T20:18:19.697226] [INFO ] [sig       ] [573/3585] Completed BYRN in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-16T20:18:19.697263] [INFO ] [sig       ] [574/3585] Forecasting BYSI...
[2025-12-16T20:18:19.697292] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-16T20:18:19.697322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-16T20:18:19.708062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-16T20:18:19.708363] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-16T20:18:19.709165] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-16T20:18:19.709222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:19.709255] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:19.709282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:19.709339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:19.766425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:19.767137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:19.767218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:19.767249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:19.871610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:19.871722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:19.871759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:19.871817] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:19.875063] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2025-12-16T20:18:19.875357] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-16T20:18:19.875476] [INFO ] [sig       ] BYSI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:20.012903] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BYSI.txt
[2025-12-16T20:18:20.013033] [INFO ] [sig       ] [574/3585] Completed BYSI in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-16T20:18:20.013073] [INFO ] [sig       ] [575/3585] Forecasting BZ...
[2025-12-16T20:18:20.013101] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-16T20:18:20.013137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-16T20:18:20.024233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-16T20:18:20.024561] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-16T20:18:20.025337] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-16T20:18:20.025388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:20.025420] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:20.025447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:20.025502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:20.081055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:20.081826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:20.081908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:20.081948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:20.204649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:20.204793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:20.204830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:20.204859] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:20.208112] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: DOWN (p=7.53%)
[2025-12-16T20:18:20.208378] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-16T20:18:20.208500] [INFO ] [sig       ] BZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:20.344537] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BZ.txt
[2025-12-16T20:18:20.344704] [INFO ] [sig       ] [575/3585] Completed BZ in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-16T20:18:20.344746] [INFO ] [sig       ] [576/3585] Forecasting BZH...
[2025-12-16T20:18:20.344776] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-16T20:18:20.344806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-16T20:18:20.355764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-16T20:18:20.356135] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-16T20:18:20.356921] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-16T20:18:20.356973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:20.357004] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:20.357030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:20.357086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:20.412730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:20.413566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:20.413670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:20.413703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:20.528648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:20.528804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:20.528843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:20.528871] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:20.532160] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=83.95%)
[2025-12-16T20:18:20.532424] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-16T20:18:20.532542] [INFO ] [sig       ] BZH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:20.668683] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/BZH.txt
[2025-12-16T20:18:20.668819] [INFO ] [sig       ] [576/3585] Completed BZH in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-16T20:18:20.668859] [INFO ] [sig       ] [577/3585] Forecasting BZUN...
[2025-12-16T20:18:20.668888] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-16T20:18:20.668918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-16T20:18:20.679644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-16T20:18:20.679963] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-16T20:18:20.680751] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-16T20:18:20.680802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:20.680833] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:20.680859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:20.680915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:20.737561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:20.738472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:20.738559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:20.738611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:20.859286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:20.859445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:20.859484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:20.859512] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:20.862808] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: DOWN (p=23.98%)
[2025-12-16T20:18:20.863073] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-16T20:18:20.863190] [INFO ] [sig       ] BZUN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:20.999412] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/BZUN.txt
[2025-12-16T20:18:20.999542] [INFO ] [sig       ] [577/3585] Completed BZUN in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-16T20:18:20.999597] [INFO ] [sig       ] [578/3585] Forecasting C...
[2025-12-16T20:18:20.999629] [INFO ] [sig       ] Generating forecast for: C
[2025-12-16T20:18:20.999658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-16T20:18:21.010372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-16T20:18:21.010723] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-16T20:18:21.011514] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-16T20:18:21.011566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:21.011619] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:21.011647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:21.011703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:21.074210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:21.075122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:21.075217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:21.075256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:21.200616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:21.200766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:21.200804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:21.200832] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:21.204093] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: DOWN (p=26.50%)
[2025-12-16T20:18:21.204355] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-16T20:18:21.204473] [INFO ] [sig       ] C: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:21.338966] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/C.txt
[2025-12-16T20:18:21.339082] [INFO ] [sig       ] [578/3585] Completed C in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-16T20:18:21.339134] [INFO ] [sig       ] [579/3585] Forecasting CAAP...
[2025-12-16T20:18:21.339166] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-16T20:18:21.339196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-16T20:18:21.350321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-16T20:18:21.350658] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-16T20:18:21.351403] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-16T20:18:21.351454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:21.351485] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:21.351512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:21.351587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:21.407377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:21.407991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:21.408068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:21.408100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:21.525661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:21.525817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:21.525855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:21.525883] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:21.529215] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-12-16T20:18:21.529487] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-16T20:18:21.529629] [INFO ] [sig       ] CAAP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:21.670798] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CAAP.txt
[2025-12-16T20:18:21.670922] [INFO ] [sig       ] [579/3585] Completed CAAP in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-16T20:18:21.670961] [INFO ] [sig       ] [580/3585] Forecasting CAAS...
[2025-12-16T20:18:21.670990] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-16T20:18:21.671019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-16T20:18:21.681519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-16T20:18:21.681849] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-16T20:18:21.682635] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-16T20:18:21.682685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:21.682716] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:21.682743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:21.682798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:21.745630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:21.746445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:21.746526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:21.746561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:21.859392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:21.859565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:21.859624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:21.859656] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:21.863117] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: DOWN (p=26.49%)
[2025-12-16T20:18:21.863388] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-16T20:18:21.863516] [INFO ] [sig       ] CAAS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:22.003625] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CAAS.txt
[2025-12-16T20:18:22.003748] [INFO ] [sig       ] [580/3585] Completed CAAS in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-16T20:18:22.003785] [INFO ] [sig       ] [581/3585] Forecasting CABA...
[2025-12-16T20:18:22.003816] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-16T20:18:22.003845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-16T20:18:22.014887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-16T20:18:22.015240] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-16T20:18:22.016059] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-16T20:18:22.016111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:22.016144] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:22.016173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:22.016230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:22.074282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:22.075023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:22.075132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:22.075171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:22.191910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:22.192055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:22.192095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:22.192125] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:22.195489] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=93.48%)
[2025-12-16T20:18:22.195780] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-16T20:18:22.195904] [INFO ] [sig       ] CABA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:22.342075] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CABA.txt
[2025-12-16T20:18:22.342230] [INFO ] [sig       ] [581/3585] Completed CABA in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-16T20:18:22.342272] [INFO ] [sig       ] [582/3585] Forecasting CABO...
[2025-12-16T20:18:22.342303] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-16T20:18:22.342334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-16T20:18:22.353546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-16T20:18:22.353919] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-16T20:18:22.354681] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-16T20:18:22.354731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:22.354762] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:22.354789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:22.354845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:22.410229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:22.410940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:22.411018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:22.411051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:22.525435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:22.525594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:22.525634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:22.525663] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:22.528944] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=22.13%)
[2025-12-16T20:18:22.529225] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-16T20:18:22.529342] [INFO ] [sig       ] CABO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:22.670976] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CABO.txt
[2025-12-16T20:18:22.671134] [INFO ] [sig       ] [582/3585] Completed CABO in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-16T20:18:22.671182] [INFO ] [sig       ] [583/3585] Forecasting CAC...
[2025-12-16T20:18:22.671219] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-16T20:18:22.671255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-16T20:18:22.681990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-16T20:18:22.682326] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-16T20:18:22.683084] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-16T20:18:22.683134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:22.683167] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:22.683193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:22.683248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:22.739260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:22.739921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:22.739998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:22.740030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:22.859291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:22.859447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:22.859486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:22.859514] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:22.862914] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: DOWN (p=6.48%)
[2025-12-16T20:18:22.863204] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-16T20:18:22.863353] [INFO ] [sig       ] CAC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:23.000960] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CAC.txt
[2025-12-16T20:18:23.001092] [INFO ] [sig       ] [583/3585] Completed CAC in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-16T20:18:23.001132] [INFO ] [sig       ] [584/3585] Forecasting CACC...
[2025-12-16T20:18:23.001163] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-16T20:18:23.001205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-16T20:18:23.011819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-16T20:18:23.012151] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-16T20:18:23.012926] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-16T20:18:23.012986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:23.013020] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:23.013047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:23.013103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:23.068524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:23.069265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:23.069345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:23.069376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:23.184639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:23.184786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:23.184823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:23.184852] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:23.188105] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=66.97%)
[2025-12-16T20:18:23.188369] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-16T20:18:23.188487] [INFO ] [sig       ] CACC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:23.325125] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CACC.txt
[2025-12-16T20:18:23.325283] [INFO ] [sig       ] [584/3585] Completed CACC in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-16T20:18:23.325322] [INFO ] [sig       ] [585/3585] Forecasting CACI...
[2025-12-16T20:18:23.325352] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-16T20:18:23.325382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-16T20:18:23.335984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-12-16T20:18:23.336313] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-16T20:18:23.337075] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-16T20:18:23.337126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:23.337157] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:23.337184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:23.337239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:23.402149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:23.402985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:23.403065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:23.403099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:23.521931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:23.522093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:23.522132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:23.522160] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:23.525507] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=93.45%)
[2025-12-16T20:18:23.525786] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-16T20:18:23.525913] [INFO ] [sig       ] CACI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:23.664238] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CACI.txt
[2025-12-16T20:18:23.664393] [INFO ] [sig       ] [585/3585] Completed CACI in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-16T20:18:23.664434] [INFO ] [sig       ] [586/3585] Forecasting CADE...
[2025-12-16T20:18:23.664463] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-16T20:18:23.664493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-16T20:18:23.675616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-16T20:18:23.675927] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-16T20:18:23.676697] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-16T20:18:23.676747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:23.676779] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:23.676805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:23.676861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:23.733306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:23.733891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:23.733985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:23.734018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:23.852362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:23.852495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:23.852532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:23.852560] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:23.855882] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2025-12-16T20:18:23.856143] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-16T20:18:23.856262] [INFO ] [sig       ] CADE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:23.994125] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CADE.txt
[2025-12-16T20:18:23.994231] [INFO ] [sig       ] [586/3585] Completed CADE in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-16T20:18:23.994269] [INFO ] [sig       ] [587/3585] Forecasting CADL...
[2025-12-16T20:18:23.994297] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-16T20:18:23.994326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-16T20:18:24.005396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-16T20:18:24.005718] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-16T20:18:24.006457] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-16T20:18:24.006508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:24.006540] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:24.006584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:24.006644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:24.065258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:24.065899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:24.065978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:24.066012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:24.185896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:24.186032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:24.186069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:24.186098] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:24.189407] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=3.47%)
[2025-12-16T20:18:24.189697] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-16T20:18:24.189828] [INFO ] [sig       ] CADL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:24.328988] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CADL.txt
[2025-12-16T20:18:24.329100] [INFO ] [sig       ] [587/3585] Completed CADL in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-16T20:18:24.329173] [INFO ] [sig       ] [588/3585] Forecasting CAE...
[2025-12-16T20:18:24.329205] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-16T20:18:24.329236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-16T20:18:24.341433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-16T20:18:24.341819] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-16T20:18:24.342615] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-16T20:18:24.342666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:24.342725] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:24.342753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:24.342809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:24.398456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:24.399080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:24.399202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:24.399236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:24.516805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:24.516945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:24.516984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:24.517011] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:24.520321] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=8.30%)
[2025-12-16T20:18:24.520784] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-16T20:18:24.520905] [INFO ] [sig       ] CAE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:24.657391] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CAE.txt
[2025-12-16T20:18:24.657503] [INFO ] [sig       ] [588/3585] Completed CAE in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-16T20:18:24.657540] [INFO ] [sig       ] [589/3585] Forecasting CAF...
[2025-12-16T20:18:24.657585] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-16T20:18:24.657618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-16T20:18:24.668380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-16T20:18:24.668715] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-16T20:18:24.669489] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-16T20:18:24.669540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:24.669593] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:24.669623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:24.669679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:24.725458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:24.726129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:24.726208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:24.726239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:24.841115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:24.841272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:24.841312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:24.841338] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:24.844753] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=13.73%)
[2025-12-16T20:18:24.845061] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-16T20:18:24.845210] [INFO ] [sig       ] CAF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:24.986687] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CAF.txt
[2025-12-16T20:18:24.986836] [INFO ] [sig       ] [589/3585] Completed CAF in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-16T20:18:24.986887] [INFO ] [sig       ] [590/3585] Forecasting CAG...
[2025-12-16T20:18:24.986919] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-16T20:18:24.986949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-16T20:18:24.998789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-16T20:18:24.999191] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-16T20:18:24.999964] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-16T20:18:25.000015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:25.000047] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:25.000074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:25.000129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:25.058065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:25.058920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:25.059005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:25.059037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:25.177344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:25.177501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:25.177541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:25.177587] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:25.181042] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=76.82%)
[2025-12-16T20:18:25.181350] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-16T20:18:25.181484] [INFO ] [sig       ] CAG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:25.323777] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CAG.txt
[2025-12-16T20:18:25.323937] [INFO ] [sig       ] [590/3585] Completed CAG in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-16T20:18:25.323980] [INFO ] [sig       ] [591/3585] Forecasting CAH...
[2025-12-16T20:18:25.324010] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-16T20:18:25.324041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-16T20:18:25.336374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-16T20:18:25.336761] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-16T20:18:25.337538] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-16T20:18:25.337606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:25.337639] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:25.337666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:25.337721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:25.396269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:25.397127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:25.397210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:25.397250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:25.517516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:25.517690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:25.517748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:25.517777] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:25.521323] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=98.85%)
[2025-12-16T20:18:25.521661] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-16T20:18:25.521794] [INFO ] [sig       ] CAH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:25.664224] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CAH.txt
[2025-12-16T20:18:25.664397] [INFO ] [sig       ] [591/3585] Completed CAH in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-16T20:18:25.664441] [INFO ] [sig       ] [592/3585] Forecasting CAKE...
[2025-12-16T20:18:25.664472] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-16T20:18:25.664503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-16T20:18:25.675662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-16T20:18:25.676046] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-16T20:18:25.676843] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-16T20:18:25.676896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:25.676929] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:25.676955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:25.677011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:25.735374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:25.736276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:25.736362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:25.736395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:25.858593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:25.858740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:25.858779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:25.858806] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:25.862346] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: UP (p=96.30%)
[2025-12-16T20:18:25.862646] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-16T20:18:25.862773] [INFO ] [sig       ] CAKE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:26.009288] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CAKE.txt
[2025-12-16T20:18:26.009443] [INFO ] [sig       ] [592/3585] Completed CAKE in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-16T20:18:26.009483] [INFO ] [sig       ] [593/3585] Forecasting CAL...
[2025-12-16T20:18:26.009514] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-16T20:18:26.009543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-16T20:18:26.021928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-16T20:18:26.022367] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-16T20:18:26.023341] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-16T20:18:26.023404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:26.023447] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:26.023488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:26.023590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:26.090538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:26.091444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:26.091546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:26.091597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:26.212943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:26.213097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:26.213138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:26.213167] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:26.216665] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=56.35%)
[2025-12-16T20:18:26.216938] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-16T20:18:26.217073] [INFO ] [sig       ] CAL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:26.356291] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CAL.txt
[2025-12-16T20:18:26.356420] [INFO ] [sig       ] [593/3585] Completed CAL in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-16T20:18:26.356459] [INFO ] [sig       ] [594/3585] Forecasting CALC...
[2025-12-16T20:18:26.356489] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-16T20:18:26.356518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-16T20:18:26.367460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-16T20:18:26.367786] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-16T20:18:26.368546] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-16T20:18:26.368630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:26.368663] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:26.368690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:26.368745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:26.424723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:26.425323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:26.425401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:26.425434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:26.537888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:26.538038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:26.538078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:26.538106] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:26.541370] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: UP (p=75.49%)
[2025-12-16T20:18:26.541648] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-16T20:18:26.541770] [INFO ] [sig       ] CALC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:26.679471] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CALC.txt
[2025-12-16T20:18:26.679644] [INFO ] [sig       ] [594/3585] Completed CALC in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-16T20:18:26.679685] [INFO ] [sig       ] [595/3585] Forecasting CALM...
[2025-12-16T20:18:26.679717] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-16T20:18:26.679746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-16T20:18:26.691472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-16T20:18:26.691814] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-16T20:18:26.692556] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-16T20:18:26.692627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:26.692672] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:26.692700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:26.692756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:26.749632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:26.750444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:26.750524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:26.750556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:26.872285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:26.872428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:26.872467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:26.872495] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:26.875758] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: DOWN (p=21.56%)
[2025-12-16T20:18:26.876023] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-16T20:18:26.876144] [INFO ] [sig       ] CALM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:27.017728] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CALM.txt
[2025-12-16T20:18:27.017886] [INFO ] [sig       ] [595/3585] Completed CALM in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-16T20:18:27.017928] [INFO ] [sig       ] [596/3585] Forecasting CALX...
[2025-12-16T20:18:27.017957] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-16T20:18:27.017987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-16T20:18:27.029798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-16T20:18:27.030187] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-16T20:18:27.030978] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-16T20:18:27.031031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:27.031063] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:27.031089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:27.031146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:27.087445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:27.088345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:27.088430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:27.088462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:27.209912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:27.210059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:27.210099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:27.210127] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:27.213458] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=75.91%)
[2025-12-16T20:18:27.213737] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-16T20:18:27.213856] [INFO ] [sig       ] CALX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:27.351984] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CALX.txt
[2025-12-16T20:18:27.352114] [INFO ] [sig       ] [596/3585] Completed CALX in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-16T20:18:27.352154] [INFO ] [sig       ] [597/3585] Forecasting CAPL...
[2025-12-16T20:18:27.352182] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-16T20:18:27.352212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-16T20:18:27.364138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-16T20:18:27.364601] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-16T20:18:27.365380] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-16T20:18:27.365432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:27.365464] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:27.365491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:27.365546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:27.423794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:27.424684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:27.424771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:27.424804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:27.552776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:27.552936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:27.552978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:27.553007] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:27.557292] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=54.15%)
[2025-12-16T20:18:27.557699] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-16T20:18:27.557847] [INFO ] [sig       ] CAPL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:27.704296] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CAPL.txt
[2025-12-16T20:18:27.704451] [INFO ] [sig       ] [597/3585] Completed CAPL in 0.4s | 2.94 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-16T20:18:27.704492] [INFO ] [sig       ] [598/3585] Forecasting CARE...
[2025-12-16T20:18:27.704524] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-16T20:18:27.704554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-16T20:18:27.716121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-16T20:18:27.716445] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-16T20:18:27.717241] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-16T20:18:27.717302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:27.717343] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:27.717379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:27.717449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:27.784819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:27.785856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:27.785991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:27.786035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:27.905279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:27.905445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:27.905488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:27.905517] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:27.909091] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: DOWN (p=34.81%)
[2025-12-16T20:18:27.909436] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-16T20:18:27.909591] [INFO ] [sig       ] CARE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:28.049393] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CARE.txt
[2025-12-16T20:18:28.049532] [INFO ] [sig       ] [598/3585] Completed CARE in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-16T20:18:28.049587] [INFO ] [sig       ] [599/3585] Forecasting CARG...
[2025-12-16T20:18:28.049626] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-16T20:18:28.049657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-16T20:18:28.061194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-16T20:18:28.061547] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-16T20:18:28.062351] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-16T20:18:28.062402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:28.062435] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:28.062461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:28.062517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:28.118301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:28.119184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:28.119274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:28.119306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:28.240021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:28.240170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:28.240209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:28.240237] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:28.243587] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: UP (p=63.40%)
[2025-12-16T20:18:28.243854] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-16T20:18:28.243977] [INFO ] [sig       ] CARG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:28.382106] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CARG.txt
[2025-12-16T20:18:28.382227] [INFO ] [sig       ] [599/3585] Completed CARG in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-16T20:18:28.382265] [INFO ] [sig       ] [600/3585] Forecasting CARS...
[2025-12-16T20:18:28.382295] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-16T20:18:28.382324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-16T20:18:28.393727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-16T20:18:28.394043] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-16T20:18:28.394829] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-16T20:18:28.394880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:28.394911] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:28.394938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:28.394993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:28.450969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:28.451615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:28.451690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:28.451723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:28.577385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:28.577541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:28.577594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:28.577625] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:28.581047] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=89.45%)
[2025-12-16T20:18:28.581321] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-16T20:18:28.581467] [INFO ] [sig       ] CARS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:28.719097] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CARS.txt
[2025-12-16T20:18:28.719280] [INFO ] [sig       ] [600/3585] Completed CARS in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-16T20:18:28.719335] [INFO ] [sig       ] [601/3585] Forecasting CASH...
[2025-12-16T20:18:28.719378] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-16T20:18:28.719418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-16T20:18:28.730681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-16T20:18:28.730993] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-16T20:18:28.731794] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-16T20:18:28.731845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:28.731877] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:28.731904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:28.731960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:28.788669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:28.789322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:28.789403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:28.789436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:28.905420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:28.905561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:28.905617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:28.905646] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:28.908918] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: DOWN (p=30.91%)
[2025-12-16T20:18:28.909211] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-16T20:18:28.909332] [INFO ] [sig       ] CASH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:29.047242] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CASH.txt
[2025-12-16T20:18:29.047418] [INFO ] [sig       ] [601/3585] Completed CASH in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-16T20:18:29.047468] [INFO ] [sig       ] [602/3585] Forecasting CASS...
[2025-12-16T20:18:29.047501] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-16T20:18:29.047531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-16T20:18:29.058237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-16T20:18:29.058549] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-16T20:18:29.059343] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-16T20:18:29.059394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:29.059426] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:29.059453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:29.059509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:29.115528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:29.116205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:29.116283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:29.116315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:29.235821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:29.235973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:29.236012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:29.236057] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:29.239388] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-12-16T20:18:29.239696] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-16T20:18:29.239823] [INFO ] [sig       ] CASS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:29.382883] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CASS.txt
[2025-12-16T20:18:29.383021] [INFO ] [sig       ] [602/3585] Completed CASS in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-16T20:18:29.383061] [INFO ] [sig       ] [603/3585] Forecasting CASY...
[2025-12-16T20:18:29.383090] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-16T20:18:29.383121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-16T20:18:29.394194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-16T20:18:29.394509] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-16T20:18:29.395304] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-16T20:18:29.395358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:29.395392] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:29.395418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:29.395473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:29.451435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:29.452050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:29.452134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:29.452167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:29.571332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:29.571486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:29.571525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:29.571553] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:29.574915] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-12-16T20:18:29.575209] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-16T20:18:29.575343] [INFO ] [sig       ] CASY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:29.718966] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CASY.txt
[2025-12-16T20:18:29.719114] [INFO ] [sig       ] [603/3585] Completed CASY in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-16T20:18:29.719176] [INFO ] [sig       ] [604/3585] Forecasting CATH...
[2025-12-16T20:18:29.719206] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-16T20:18:29.719237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-16T20:18:29.730099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-16T20:18:29.730411] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-16T20:18:29.731184] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-16T20:18:29.731236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:29.731268] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:29.731295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:29.731362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:29.787940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:29.788670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:29.788750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:29.788796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:29.905278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:29.905435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:29.905481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:29.905515] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:29.908790] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: DOWN (p=33.67%)
[2025-12-16T20:18:29.909051] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-16T20:18:29.909208] [INFO ] [sig       ] CATH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:30.045236] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CATH.txt
[2025-12-16T20:18:30.045363] [INFO ] [sig       ] [604/3585] Completed CATH in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-16T20:18:30.045401] [INFO ] [sig       ] [605/3585] Forecasting CATO...
[2025-12-16T20:18:30.045431] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-16T20:18:30.045461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-16T20:18:30.056757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-16T20:18:30.057080] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-16T20:18:30.057856] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-16T20:18:30.057907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:30.057965] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:30.057993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:30.058048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:30.113143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:30.113845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:30.113923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:30.113955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:30.231424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:30.231584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:30.231625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:30.231653] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:30.234946] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2025-12-16T20:18:30.235217] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-16T20:18:30.235337] [INFO ] [sig       ] CATO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:30.373674] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CATO.txt
[2025-12-16T20:18:30.373828] [INFO ] [sig       ] [605/3585] Completed CATO in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-16T20:18:30.373869] [INFO ] [sig       ] [606/3585] Forecasting CATY...
[2025-12-16T20:18:30.373900] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-16T20:18:30.373930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-16T20:18:30.385615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-16T20:18:30.385931] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-16T20:18:30.386708] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-16T20:18:30.386759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:30.386791] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:30.386817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:30.386891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:30.442190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:30.442816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:30.442913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:30.442947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:30.562668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:30.562809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:30.562849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:30.562879] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:30.566243] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: DOWN (p=24.21%)
[2025-12-16T20:18:30.566541] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-16T20:18:30.566685] [INFO ] [sig       ] CATY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:30.710425] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CATY.txt
[2025-12-16T20:18:30.710551] [INFO ] [sig       ] [606/3585] Completed CATY in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-16T20:18:30.710608] [INFO ] [sig       ] [607/3585] Forecasting CAVA...
[2025-12-16T20:18:30.710639] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-16T20:18:30.710671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-16T20:18:30.722074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-16T20:18:30.722388] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-16T20:18:30.723193] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-16T20:18:30.723246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:30.723281] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:30.723309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:30.723366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:30.782062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:30.782731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:30.782813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:30.782847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:30.905698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:30.905846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:30.905885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:30.905913] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:30.909181] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=33.78%)
[2025-12-16T20:18:30.909458] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-16T20:18:30.909600] [INFO ] [sig       ] CAVA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:31.055099] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CAVA.txt
[2025-12-16T20:18:31.055251] [INFO ] [sig       ] [607/3585] Completed CAVA in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-16T20:18:31.055296] [INFO ] [sig       ] [608/3585] Forecasting CB...
[2025-12-16T20:18:31.055327] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-16T20:18:31.055359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-16T20:18:31.066482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-16T20:18:31.066825] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-16T20:18:31.067640] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-16T20:18:31.067692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:31.067725] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:31.067754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:31.067812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:31.125858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:31.126700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:31.126790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:31.126825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:31.245642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:31.245782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:31.245823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:31.245885] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:31.249285] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-16T20:18:31.249561] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-16T20:18:31.249708] [INFO ] [sig       ] CB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:31.390479] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CB.txt
[2025-12-16T20:18:31.390653] [INFO ] [sig       ] [608/3585] Completed CB in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-16T20:18:31.390696] [INFO ] [sig       ] [609/3585] Forecasting CBAN...
[2025-12-16T20:18:31.390725] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-16T20:18:31.390755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-16T20:18:31.402189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-16T20:18:31.402592] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-16T20:18:31.403359] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-16T20:18:31.403413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:31.403447] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:31.403473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:31.403528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:31.461458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:31.462315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:31.462399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:31.462433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:31.578332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:31.578494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:31.578540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:31.578587] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:31.582010] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: UP (p=84.43%)
[2025-12-16T20:18:31.582271] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-16T20:18:31.582401] [INFO ] [sig       ] CBAN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:31.724792] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CBAN.txt
[2025-12-16T20:18:31.724916] [INFO ] [sig       ] [609/3585] Completed CBAN in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-16T20:18:31.724956] [INFO ] [sig       ] [610/3585] Forecasting CBL...
[2025-12-16T20:18:31.724986] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-16T20:18:31.725016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-16T20:18:31.735865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-16T20:18:31.736206] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-16T20:18:31.736966] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-16T20:18:31.737016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:31.737047] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:31.737074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:31.737130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:31.796937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:31.797801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:31.797888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:31.797925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:31.922588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:31.922742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:31.922781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:31.922810] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:31.926120] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=96.42%)
[2025-12-16T20:18:31.926382] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-16T20:18:31.926503] [INFO ] [sig       ] CBL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:32.064745] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CBL.txt
[2025-12-16T20:18:32.064865] [INFO ] [sig       ] [610/3585] Completed CBL in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-16T20:18:32.064903] [INFO ] [sig       ] [611/3585] Forecasting CBNK...
[2025-12-16T20:18:32.064932] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-12-16T20:18:32.064961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-12-16T20:18:32.076202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-12-16T20:18:32.076547] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-12-16T20:18:32.077299] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-12-16T20:18:32.077350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:32.077385] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:32.077417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:32.077485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:32.133866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:32.134523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:32.134631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:32.134666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:32.251830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:32.251985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:32.252030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:32.252060] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:32.255444] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: DOWN (p=10.09%)
[2025-12-16T20:18:32.255834] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-12-16T20:18:32.256022] [INFO ] [sig       ] CBNK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:32.394539] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CBNK.txt
[2025-12-16T20:18:32.394687] [INFO ] [sig       ] [611/3585] Completed CBNK in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-16T20:18:32.394727] [INFO ] [sig       ] [612/3585] Forecasting CBRE...
[2025-12-16T20:18:32.394757] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-16T20:18:32.394787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-16T20:18:32.406207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-16T20:18:32.406530] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-16T20:18:32.407286] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-16T20:18:32.407337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:32.407369] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:32.407396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:32.407453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:32.463608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:32.464256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:32.464333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:32.464365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:32.582916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:32.583071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:32.583111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:32.583141] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:32.586559] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=7.44%)
[2025-12-16T20:18:32.586855] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-16T20:18:32.586983] [INFO ] [sig       ] CBRE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:32.731601] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CBRE.txt
[2025-12-16T20:18:32.731745] [INFO ] [sig       ] [612/3585] Completed CBRE in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-16T20:18:32.731784] [INFO ] [sig       ] [613/3585] Forecasting CBRL...
[2025-12-16T20:18:32.731815] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-16T20:18:32.731843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-16T20:18:32.743713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-12-16T20:18:32.744071] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-16T20:18:32.744912] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-16T20:18:32.744966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:32.745000] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:32.745035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:32.745100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:32.803035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:32.803805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:32.803905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:32.803940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:32.929831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:32.929979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:32.930018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:32.930048] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:32.933482] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: DOWN (p=18.73%)
[2025-12-16T20:18:32.933788] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-16T20:18:32.933910] [INFO ] [sig       ] CBRL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:33.074843] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CBRL.txt
[2025-12-16T20:18:33.074979] [INFO ] [sig       ] [613/3585] Completed CBRL in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-16T20:18:33.075020] [INFO ] [sig       ] [614/3585] Forecasting CBSH...
[2025-12-16T20:18:33.075049] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-16T20:18:33.075079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-16T20:18:33.086205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-16T20:18:33.086519] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-16T20:18:33.087273] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-16T20:18:33.087324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:33.087356] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:33.087382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:33.087438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:33.144369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:33.145122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:33.145217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:33.145250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:33.261763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:33.261913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:33.261953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:33.261983] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:33.265473] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: UP (p=77.36%)
[2025-12-16T20:18:33.265820] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-16T20:18:33.265952] [INFO ] [sig       ] CBSH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:33.402902] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CBSH.txt
[2025-12-16T20:18:33.403026] [INFO ] [sig       ] [614/3585] Completed CBSH in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-16T20:18:33.403065] [INFO ] [sig       ] [615/3585] Forecasting CBUS...
[2025-12-16T20:18:33.403095] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-16T20:18:33.403124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-16T20:18:33.414514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-12-16T20:18:33.414859] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-16T20:18:33.415624] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-16T20:18:33.415686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:33.415718] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:33.415746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:33.415801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:33.472400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:33.473319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:33.473434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:33.473468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:33.598971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:33.599207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:33.599257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:33.599287] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:33.602891] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=41.78%)
[2025-12-16T20:18:33.603184] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-16T20:18:33.603312] [INFO ] [sig       ] CBUS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:33.740345] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CBUS.txt
[2025-12-16T20:18:33.740490] [INFO ] [sig       ] [615/3585] Completed CBUS in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-16T20:18:33.740529] [INFO ] [sig       ] [616/3585] Forecasting CBZ...
[2025-12-16T20:18:33.740558] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-16T20:18:33.740607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-16T20:18:33.752092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-16T20:18:33.752444] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-16T20:18:33.753221] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-16T20:18:33.753272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:33.753304] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:33.753330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:33.753386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:33.811722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:33.812459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:33.812544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:33.812596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:33.934612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:33.934777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:33.934826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:33.934866] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:33.938727] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: DOWN (p=17.93%)
[2025-12-16T20:18:33.939012] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-16T20:18:33.939160] [INFO ] [sig       ] CBZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:34.081409] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CBZ.txt
[2025-12-16T20:18:34.081588] [INFO ] [sig       ] [616/3585] Completed CBZ in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-16T20:18:34.081633] [INFO ] [sig       ] [617/3585] Forecasting CC...
[2025-12-16T20:18:34.081662] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-16T20:18:34.081691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-16T20:18:34.093322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-16T20:18:34.093663] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-16T20:18:34.094396] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-16T20:18:34.094447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:34.094481] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:34.094510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:34.094565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:34.152755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:34.153529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:34.153628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:34.153663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:34.279152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:34.279307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:34.279345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:34.279373] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:34.282732] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2025-12-16T20:18:34.282994] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-16T20:18:34.283116] [INFO ] [sig       ] CC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:34.424095] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CC.txt
[2025-12-16T20:18:34.424276] [INFO ] [sig       ] [617/3585] Completed CC in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-16T20:18:34.424317] [INFO ] [sig       ] [618/3585] Forecasting CCAP...
[2025-12-16T20:18:34.424346] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-16T20:18:34.424383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-16T20:18:34.436954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-16T20:18:34.437304] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-16T20:18:34.438092] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-16T20:18:34.438142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:34.438173] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:34.438199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:34.438254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:34.495714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:34.496440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:34.496523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:34.496555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:34.619211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:34.619360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:34.619398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:34.619429] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:34.622843] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: DOWN (p=46.89%)
[2025-12-16T20:18:34.623113] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-16T20:18:34.623239] [INFO ] [sig       ] CCAP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:34.760094] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CCAP.txt
[2025-12-16T20:18:34.760259] [INFO ] [sig       ] [618/3585] Completed CCAP in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-16T20:18:34.760300] [INFO ] [sig       ] [619/3585] Forecasting CCB...
[2025-12-16T20:18:34.760330] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-16T20:18:34.760359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-16T20:18:34.771566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-12-16T20:18:34.771906] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-16T20:18:34.772662] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-16T20:18:34.772713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:34.772757] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:34.772785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:34.772841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:34.831255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:34.832059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:34.832137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:34.832169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:34.953319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:34.953473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:34.953512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:34.953542] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:34.957308] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: UP (p=87.88%)
[2025-12-16T20:18:34.957752] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-16T20:18:34.957924] [INFO ] [sig       ] CCB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:35.108925] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CCB.txt
[2025-12-16T20:18:35.109068] [INFO ] [sig       ] [619/3585] Completed CCB in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-16T20:18:35.109110] [INFO ] [sig       ] [620/3585] Forecasting CCBG...
[2025-12-16T20:18:35.109157] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-16T20:18:35.109188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-16T20:18:35.121167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-16T20:18:35.121491] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-16T20:18:35.122312] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-16T20:18:35.122366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:35.122400] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:35.122427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:35.122483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:35.183999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:35.184948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:35.185029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:35.185063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:35.301318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:35.301460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:35.301511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:35.301544] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:35.304900] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: DOWN (p=36.46%)
[2025-12-16T20:18:35.305162] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-16T20:18:35.305281] [INFO ] [sig       ] CCBG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:35.443650] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CCBG.txt
[2025-12-16T20:18:35.443785] [INFO ] [sig       ] [620/3585] Completed CCBG in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-16T20:18:35.443823] [INFO ] [sig       ] [621/3585] Forecasting CCCC...
[2025-12-16T20:18:35.443853] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-16T20:18:35.443882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-16T20:18:35.456117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-16T20:18:35.456562] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-16T20:18:35.457426] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-16T20:18:35.457483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:35.457524] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:35.457558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:35.457662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:35.516931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:35.517863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:35.517955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:35.517989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:35.640922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:35.641079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:35.641118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:35.641146] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:35.644453] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: UP (p=91.89%)
[2025-12-16T20:18:35.644736] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-16T20:18:35.644856] [INFO ] [sig       ] CCCC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:35.779297] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CCCC.txt
[2025-12-16T20:18:35.779406] [INFO ] [sig       ] [621/3585] Completed CCCC in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-16T20:18:35.779443] [INFO ] [sig       ] [622/3585] Forecasting CCD...
[2025-12-16T20:18:35.779472] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-16T20:18:35.779501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-16T20:18:35.791058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-16T20:18:35.791414] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-16T20:18:35.792261] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-16T20:18:35.792314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:35.792382] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:35.792421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:35.792502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:35.849947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:35.850570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:35.850668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:35.850701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:35.967462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:35.967621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:35.967661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:35.967689] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:35.970951] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: DOWN (p=49.95%)
[2025-12-16T20:18:35.971213] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-16T20:18:35.971333] [INFO ] [sig       ] CCD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:36.108354] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CCD.txt
[2025-12-16T20:18:36.108480] [INFO ] [sig       ] [622/3585] Completed CCD in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-16T20:18:36.108523] [INFO ] [sig       ] [623/3585] Forecasting CCEP...
[2025-12-16T20:18:36.108554] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-16T20:18:36.108600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-16T20:18:36.119711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-16T20:18:36.120058] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-16T20:18:36.120853] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-16T20:18:36.120903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:36.120934] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:36.120960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:36.121015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:36.181455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:36.182212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:36.182291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:36.182325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:36.305034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:36.305183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:36.305222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:36.305250] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:36.308626] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: DOWN (p=15.12%)
[2025-12-16T20:18:36.308894] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-16T20:18:36.309014] [INFO ] [sig       ] CCEP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:36.444168] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CCEP.txt
[2025-12-16T20:18:36.444290] [INFO ] [sig       ] [623/3585] Completed CCEP in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-16T20:18:36.444329] [INFO ] [sig       ] [624/3585] Forecasting CCI...
[2025-12-16T20:18:36.444357] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-16T20:18:36.444387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-16T20:18:36.455686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-16T20:18:36.456038] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-16T20:18:36.456889] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-16T20:18:36.456943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:36.456976] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:36.457004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:36.457062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:36.514068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:36.514826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:36.514908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:36.514942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:36.634582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:36.634733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:36.634770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:36.634801] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:36.638086] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=38.19%)
[2025-12-16T20:18:36.638349] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-16T20:18:36.638505] [INFO ] [sig       ] CCI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:36.774612] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CCI.txt
[2025-12-16T20:18:36.774753] [INFO ] [sig       ] [624/3585] Completed CCI in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-16T20:18:36.774793] [INFO ] [sig       ] [625/3585] Forecasting CCIF...
[2025-12-16T20:18:36.774822] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-16T20:18:36.774852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-16T20:18:36.786356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-16T20:18:36.786699] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-16T20:18:36.787466] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-16T20:18:36.787517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:36.787551] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:36.787599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:36.787661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:36.845075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:36.845752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:36.845832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:36.845866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:36.961667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:36.961818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:36.961857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:36.961929] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:36.965449] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2025-12-16T20:18:36.965754] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-16T20:18:36.965881] [INFO ] [sig       ] CCIF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:37.105547] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CCIF.txt
[2025-12-16T20:18:37.105698] [INFO ] [sig       ] [625/3585] Completed CCIF in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-16T20:18:37.105743] [INFO ] [sig       ] [626/3585] Forecasting CCJ...
[2025-12-16T20:18:37.105773] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-16T20:18:37.105802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-16T20:18:37.117054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-16T20:18:37.117413] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-16T20:18:37.118291] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-16T20:18:37.118345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:37.118378] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:37.118405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:37.118464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:37.176390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:37.177239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:37.177324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:37.177357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:37.297650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:37.297780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:37.297819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:37.297862] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:37.301315] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=48.54%)
[2025-12-16T20:18:37.301596] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-16T20:18:37.301723] [INFO ] [sig       ] CCJ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:37.437568] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CCJ.txt
[2025-12-16T20:18:37.437731] [INFO ] [sig       ] [626/3585] Completed CCJ in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-16T20:18:37.437770] [INFO ] [sig       ] [627/3585] Forecasting CCK...
[2025-12-16T20:18:37.437799] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-16T20:18:37.437828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-16T20:18:37.448702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-16T20:18:37.449058] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-16T20:18:37.449933] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-16T20:18:37.449986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:37.450019] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:37.450047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:37.450105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:37.507966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:37.508646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:37.508727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:37.508760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:37.630225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:37.630363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:37.630399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:37.630428] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:37.633659] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: DOWN (p=15.51%)
[2025-12-16T20:18:37.633920] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-16T20:18:37.634039] [INFO ] [sig       ] CCK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:37.770942] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CCK.txt
[2025-12-16T20:18:37.771073] [INFO ] [sig       ] [627/3585] Completed CCK in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-16T20:18:37.771111] [INFO ] [sig       ] [628/3585] Forecasting CCL...
[2025-12-16T20:18:37.771140] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-16T20:18:37.771171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-16T20:18:37.782545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-16T20:18:37.782927] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-16T20:18:37.783740] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-16T20:18:37.783792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:37.783824] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:37.783851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:37.783908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:37.843706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:37.844455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:37.844570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:37.844633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:37.966527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:37.966688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:37.966726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:37.966753] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:37.970078] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=47.56%)
[2025-12-16T20:18:37.970344] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-16T20:18:37.970462] [INFO ] [sig       ] CCL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:38.105540] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CCL.txt
[2025-12-16T20:18:38.105679] [INFO ] [sig       ] [628/3585] Completed CCL in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-16T20:18:38.105718] [INFO ] [sig       ] [629/3585] Forecasting CCLD...
[2025-12-16T20:18:38.105747] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-16T20:18:38.105776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-16T20:18:38.117024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-16T20:18:38.117361] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-16T20:18:38.118208] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-16T20:18:38.118261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:38.118295] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:38.118322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:38.118378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:38.176228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:38.176849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:38.176929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:38.176962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:38.296734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:38.296852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:38.296889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:38.296918] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:38.300270] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=43.17%)
[2025-12-16T20:18:38.300534] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-16T20:18:38.300705] [INFO ] [sig       ] CCLD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:38.438010] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CCLD.txt
[2025-12-16T20:18:38.438122] [INFO ] [sig       ] [629/3585] Completed CCLD in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-16T20:18:38.438160] [INFO ] [sig       ] [630/3585] Forecasting CCNE...
[2025-12-16T20:18:38.438190] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-16T20:18:38.438218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-16T20:18:38.449334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-16T20:18:38.449725] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-16T20:18:38.450500] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-16T20:18:38.450553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:38.450619] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:38.450673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:38.450734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:38.509279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:38.509970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:38.510049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:38.510081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:38.627892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:38.627995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:38.628031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:38.628059] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:38.634622] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: UP (p=90.52%)
[2025-12-16T20:18:38.634933] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-16T20:18:38.635062] [INFO ] [sig       ] CCNE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:38.772171] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CCNE.txt
[2025-12-16T20:18:38.772282] [INFO ] [sig       ] [630/3585] Completed CCNE in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-16T20:18:38.772321] [INFO ] [sig       ] [631/3585] Forecasting CCO...
[2025-12-16T20:18:38.772349] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-16T20:18:38.772378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-16T20:18:38.784059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-16T20:18:38.784401] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-16T20:18:38.785211] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-16T20:18:38.785264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:38.785298] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:38.785326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:38.785384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:38.843260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:38.843906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:38.843994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:38.844027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:38.963369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:38.963484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:38.963521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:38.963550] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:38.966699] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=0.31%)
[2025-12-16T20:18:38.966961] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-16T20:18:38.967080] [INFO ] [sig       ] CCO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:39.103208] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CCO.txt
[2025-12-16T20:18:39.103330] [INFO ] [sig       ] [631/3585] Completed CCO in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-16T20:18:39.103369] [INFO ] [sig       ] [632/3585] Forecasting CCOI...
[2025-12-16T20:18:39.103400] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-16T20:18:39.103431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-16T20:18:39.114856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-16T20:18:39.115202] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-16T20:18:39.116082] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-16T20:18:39.116136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:39.116168] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:39.116195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:39.116253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:39.174111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:39.174762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:39.174880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:39.174927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:39.288066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:39.288189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:39.288225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:39.288255] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:39.291614] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: UP (p=83.04%)
[2025-12-16T20:18:39.291907] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-16T20:18:39.292037] [INFO ] [sig       ] CCOI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:39.426221] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CCOI.txt
[2025-12-16T20:18:39.426333] [INFO ] [sig       ] [632/3585] Completed CCOI in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-16T20:18:39.426370] [INFO ] [sig       ] [633/3585] Forecasting CCRN...
[2025-12-16T20:18:39.426399] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-16T20:18:39.426427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-16T20:18:39.437856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-16T20:18:39.438220] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-16T20:18:39.439081] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-16T20:18:39.439158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:39.439192] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:39.439219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:39.439274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:39.499149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:39.499927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:39.500005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:39.500038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:39.618947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:39.619099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:39.619154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:39.619186] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:39.622554] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: DOWN (p=21.42%)
[2025-12-16T20:18:39.622843] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-16T20:18:39.622972] [INFO ] [sig       ] CCRN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:39.760462] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CCRN.txt
[2025-12-16T20:18:39.760598] [INFO ] [sig       ] [633/3585] Completed CCRN in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-16T20:18:39.760640] [INFO ] [sig       ] [634/3585] Forecasting CCS...
[2025-12-16T20:18:39.760672] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-16T20:18:39.760709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-16T20:18:39.771829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-16T20:18:39.772156] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-16T20:18:39.772941] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-16T20:18:39.772992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:39.773023] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:39.773050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:39.773106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:39.828998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:39.829800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:39.829893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:39.829937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:39.948247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:39.948387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:39.948425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:39.948453] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:39.951777] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: UP (p=91.45%)
[2025-12-16T20:18:39.952041] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-16T20:18:39.952164] [INFO ] [sig       ] CCS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:40.088420] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CCS.txt
[2025-12-16T20:18:40.088546] [INFO ] [sig       ] [634/3585] Completed CCS in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-16T20:18:40.088602] [INFO ] [sig       ] [635/3585] Forecasting CCSI...
[2025-12-16T20:18:40.088633] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-16T20:18:40.088662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-16T20:18:40.099244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-16T20:18:40.099594] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-16T20:18:40.100338] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-16T20:18:40.100389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:40.100421] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:40.100448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:40.100504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:40.155258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:40.155881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:40.155960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:40.155991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:40.268658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:40.268804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:40.268842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:40.268871] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:40.272183] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: DOWN (p=32.57%)
[2025-12-16T20:18:40.272450] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-16T20:18:40.272569] [INFO ] [sig       ] CCSI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:40.411352] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CCSI.txt
[2025-12-16T20:18:40.411509] [INFO ] [sig       ] [635/3585] Completed CCSI in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-16T20:18:40.411551] [INFO ] [sig       ] [636/3585] Forecasting CDC...
[2025-12-16T20:18:40.411597] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-16T20:18:40.411628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-16T20:18:40.422282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-16T20:18:40.422609] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-16T20:18:40.423379] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-16T20:18:40.423429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:40.423461] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:40.423488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:40.423543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:40.479162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:40.479841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:40.479942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:40.479976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:40.596977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:40.597128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:40.597167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:40.597195] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:40.600589] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: DOWN (p=5.79%)
[2025-12-16T20:18:40.600854] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-16T20:18:40.600972] [INFO ] [sig       ] CDC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:40.738250] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CDC.txt
[2025-12-16T20:18:40.738391] [INFO ] [sig       ] [636/3585] Completed CDC in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-16T20:18:40.738429] [INFO ] [sig       ] [637/3585] Forecasting CDE...
[2025-12-16T20:18:40.738459] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-16T20:18:40.738489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-16T20:18:40.749973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-16T20:18:40.750310] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-16T20:18:40.751103] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-16T20:18:40.751153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:40.751184] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:40.751210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:40.751266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:40.806194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:40.806829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:40.806906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:40.806938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:40.927634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:40.927791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:40.927828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:40.927856] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:40.931161] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=87.63%)
[2025-12-16T20:18:40.931419] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-16T20:18:40.931540] [INFO ] [sig       ] CDE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:41.065681] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CDE.txt
[2025-12-16T20:18:41.065805] [INFO ] [sig       ] [637/3585] Completed CDE in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-16T20:18:41.065843] [INFO ] [sig       ] [638/3585] Forecasting CDIO...
[2025-12-16T20:18:41.065871] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-16T20:18:41.065901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-16T20:18:41.076531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-16T20:18:41.076876] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-16T20:18:41.077638] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-16T20:18:41.077688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:41.077720] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:41.077746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:41.077802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:41.135990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:41.136779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:41.136863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:41.136896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:41.258702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:41.258864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:41.258903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:41.258932] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:41.262266] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: DOWN (p=21.77%)
[2025-12-16T20:18:41.262542] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-16T20:18:41.262685] [INFO ] [sig       ] CDIO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:41.397694] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CDIO.txt
[2025-12-16T20:18:41.397821] [INFO ] [sig       ] [638/3585] Completed CDIO in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-16T20:18:41.397860] [INFO ] [sig       ] [639/3585] Forecasting CDL...
[2025-12-16T20:18:41.397890] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-16T20:18:41.397918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-16T20:18:41.408489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-16T20:18:41.408838] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-16T20:18:41.409633] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-16T20:18:41.409683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:41.409740] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:41.409768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:41.409823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:41.464923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:41.465733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:41.465814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:41.465846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:41.571461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:41.571610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:41.571650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:41.571678] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:41.574890] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=0.71%)
[2025-12-16T20:18:41.575151] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-16T20:18:41.575272] [INFO ] [sig       ] CDL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:41.712114] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CDL.txt
[2025-12-16T20:18:41.712233] [INFO ] [sig       ] [639/3585] Completed CDL in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-16T20:18:41.712270] [INFO ] [sig       ] [640/3585] Forecasting CDNA...
[2025-12-16T20:18:41.712300] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-16T20:18:41.712329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-16T20:18:41.723546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-16T20:18:41.723887] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-16T20:18:41.724673] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-16T20:18:41.724735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:41.724774] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:41.724806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:41.724861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:41.780636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:41.781213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:41.781295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:41.781327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:41.898286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:41.898425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:41.898463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:41.898491] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:41.901808] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: UP (p=83.75%)
[2025-12-16T20:18:41.902069] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-16T20:18:41.902189] [INFO ] [sig       ] CDNA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:42.042766] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CDNA.txt
[2025-12-16T20:18:42.042887] [INFO ] [sig       ] [640/3585] Completed CDNA in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-16T20:18:42.042925] [INFO ] [sig       ] [641/3585] Forecasting CDNS...
[2025-12-16T20:18:42.042955] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-16T20:18:42.042984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-16T20:18:42.053835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-16T20:18:42.054166] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-16T20:18:42.054936] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-16T20:18:42.054987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:42.055019] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:42.055046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:42.055102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:42.111205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:42.111822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:42.111899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:42.111931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:42.229016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:42.229157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:42.229199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:42.229226] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:42.232422] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: DOWN (p=36.53%)
[2025-12-16T20:18:42.232708] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-16T20:18:42.232826] [INFO ] [sig       ] CDNS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:42.367037] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CDNS.txt
[2025-12-16T20:18:42.367148] [INFO ] [sig       ] [641/3585] Completed CDNS in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-16T20:18:42.367186] [INFO ] [sig       ] [642/3585] Forecasting CDP...
[2025-12-16T20:18:42.367215] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-16T20:18:42.367244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-16T20:18:42.378032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-16T20:18:42.378363] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-16T20:18:42.379116] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-16T20:18:42.379281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:42.379322] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:42.379353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:42.379409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:42.434533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:42.435147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:42.435226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:42.435257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:42.552626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:42.552744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:42.552780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:42.552842] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:42.556040] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=75.76%)
[2025-12-16T20:18:42.556306] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-16T20:18:42.556427] [INFO ] [sig       ] CDP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:42.693561] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CDP.txt
[2025-12-16T20:18:42.693711] [INFO ] [sig       ] [642/3585] Completed CDP in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-16T20:18:42.693750] [INFO ] [sig       ] [643/3585] Forecasting CDRE...
[2025-12-16T20:18:42.693780] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-16T20:18:42.693810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-16T20:18:42.704646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-16T20:18:42.704972] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-16T20:18:42.705726] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-16T20:18:42.705789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:42.705822] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:42.705848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:42.705904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:42.762408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:42.763020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:42.763095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:42.763127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:42.880610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:42.880769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:42.880814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:42.880845] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:42.884092] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=92.45%)
[2025-12-16T20:18:42.884357] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-16T20:18:42.884479] [INFO ] [sig       ] CDRE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:43.019704] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CDRE.txt
[2025-12-16T20:18:43.019820] [INFO ] [sig       ] [643/3585] Completed CDRE in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-16T20:18:43.019858] [INFO ] [sig       ] [644/3585] Forecasting CDRO...
[2025-12-16T20:18:43.019887] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-16T20:18:43.019916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-16T20:18:43.030430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-16T20:18:43.030765] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-16T20:18:43.031508] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-16T20:18:43.031559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:43.031616] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:43.031646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:43.031703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:43.086712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:43.087317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:43.087395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:43.087427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:43.196654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:43.196806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:43.196846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:43.196875] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:43.200213] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: UP (p=85.47%)
[2025-12-16T20:18:43.200475] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-16T20:18:43.200610] [INFO ] [sig       ] CDRO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:43.335385] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CDRO.txt
[2025-12-16T20:18:43.335500] [INFO ] [sig       ] [644/3585] Completed CDRO in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-16T20:18:43.335536] [INFO ] [sig       ] [645/3585] Forecasting CDTX...
[2025-12-16T20:18:43.335565] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-16T20:18:43.335614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-16T20:18:43.346602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-16T20:18:43.346947] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-16T20:18:43.347726] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-16T20:18:43.347777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:43.347807] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:43.347833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:43.347888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:43.402938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:43.403540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:43.403637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:43.403669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:43.520549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:43.520716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:43.520763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:43.520797] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:43.524030] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: UP (p=63.86%)
[2025-12-16T20:18:43.524290] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-16T20:18:43.524412] [INFO ] [sig       ] CDTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:43.662081] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CDTX.txt
[2025-12-16T20:18:43.662190] [INFO ] [sig       ] [645/3585] Completed CDTX in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-16T20:18:43.662227] [INFO ] [sig       ] [646/3585] Forecasting CDXS...
[2025-12-16T20:18:43.662256] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-16T20:18:43.662283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-16T20:18:43.673158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-16T20:18:43.673479] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-16T20:18:43.674240] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-16T20:18:43.674292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:43.674324] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:43.674350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:43.674405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:43.730858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:43.731444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:43.731518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:43.731550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:43.853833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:43.853979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:43.854016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:43.854045] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:43.857297] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: DOWN (p=9.34%)
[2025-12-16T20:18:43.857554] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-16T20:18:43.857693] [INFO ] [sig       ] CDXS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:43.993854] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CDXS.txt
[2025-12-16T20:18:43.993966] [INFO ] [sig       ] [646/3585] Completed CDXS in 0.3s | 2.95 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-16T20:18:43.994009] [INFO ] [sig       ] [647/3585] Forecasting CDZI...
[2025-12-16T20:18:43.994038] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-16T20:18:43.994068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-16T20:18:44.004879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-16T20:18:44.005201] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-16T20:18:44.005997] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-16T20:18:44.006048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:44.006080] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:44.006107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:44.006163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:44.061365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:44.062083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:44.062163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:44.062195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:44.182403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:44.182534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:44.182586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:44.182618] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:44.185819] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: UP (p=56.21%)
[2025-12-16T20:18:44.186078] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-16T20:18:44.186195] [INFO ] [sig       ] CDZI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:44.321936] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CDZI.txt
[2025-12-16T20:18:44.322046] [INFO ] [sig       ] [647/3585] Completed CDZI in 0.3s | 2.95 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-16T20:18:44.322084] [INFO ] [sig       ] [648/3585] Forecasting CE...
[2025-12-16T20:18:44.322114] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-16T20:18:44.322143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-16T20:18:44.333216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-16T20:18:44.333537] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-16T20:18:44.334290] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-16T20:18:44.334341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:44.334372] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:44.334398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:44.334454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:44.390352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:44.390958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:44.391035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:44.391067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:44.514206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:44.514324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:44.514361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:44.514389] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:44.517691] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-12-16T20:18:44.517955] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-16T20:18:44.518091] [INFO ] [sig       ] CE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:44.654536] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CE.txt
[2025-12-16T20:18:44.654669] [INFO ] [sig       ] [648/3585] Completed CE in 0.3s | 2.95 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-16T20:18:44.654709] [INFO ] [sig       ] [649/3585] Forecasting CECO...
[2025-12-16T20:18:44.654737] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-16T20:18:44.654766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-16T20:18:44.666746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-16T20:18:44.667092] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-16T20:18:44.667921] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-16T20:18:44.667973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:44.668006] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:44.668036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:44.668093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:44.725781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:44.726396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:44.726505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:44.726539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:44.844075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:44.844206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:44.844246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:44.844276] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:44.847676] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-16T20:18:44.848001] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-16T20:18:44.848128] [INFO ] [sig       ] CECO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:44.989038] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CECO.txt
[2025-12-16T20:18:44.989190] [INFO ] [sig       ] [649/3585] Completed CECO in 0.3s | 2.95 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-16T20:18:44.989231] [INFO ] [sig       ] [650/3585] Forecasting CEG...
[2025-12-16T20:18:44.989259] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-16T20:18:44.989289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-16T20:18:45.000661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-16T20:18:45.001007] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-16T20:18:45.001765] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-16T20:18:45.001815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:45.001847] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:45.001874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:45.001930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:45.058060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:45.058672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:45.058748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:45.058779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:45.180398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:45.180536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:45.180613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:45.180648] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:45.184053] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: DOWN (p=5.48%)
[2025-12-16T20:18:45.184357] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-16T20:18:45.184484] [INFO ] [sig       ] CEG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:45.323281] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CEG.txt
[2025-12-16T20:18:45.323405] [INFO ] [sig       ] [650/3585] Completed CEG in 0.3s | 2.95 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-16T20:18:45.323444] [INFO ] [sig       ] [651/3585] Forecasting CELC...
[2025-12-16T20:18:45.323473] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-16T20:18:45.323502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-16T20:18:45.335076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-16T20:18:45.335397] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-16T20:18:45.336167] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-16T20:18:45.336217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:45.336249] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:45.336275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:45.336331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:45.392654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:45.393286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:45.393365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:45.393398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:45.509949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:45.510076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:45.510116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:45.510145] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:45.513515] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-12-16T20:18:45.513809] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-16T20:18:45.513938] [INFO ] [sig       ] CELC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:45.652165] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CELC.txt
[2025-12-16T20:18:45.652286] [INFO ] [sig       ] [651/3585] Completed CELC in 0.3s | 2.95 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-16T20:18:45.652325] [INFO ] [sig       ] [652/3585] Forecasting CELH...
[2025-12-16T20:18:45.652354] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-16T20:18:45.652383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-16T20:18:45.663842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-16T20:18:45.664168] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-16T20:18:45.664956] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-16T20:18:45.665007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:45.665038] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:45.665065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:45.665121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:45.723170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:45.723864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:45.723958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:45.723993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:45.841876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:45.842020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:45.842060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:45.842092] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:45.845520] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: UP (p=79.82%)
[2025-12-16T20:18:45.845814] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-16T20:18:45.845936] [INFO ] [sig       ] CELH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:45.982595] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CELH.txt
[2025-12-16T20:18:45.982756] [INFO ] [sig       ] [652/3585] Completed CELH in 0.3s | 2.95 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-16T20:18:45.982798] [INFO ] [sig       ] [653/3585] Forecasting CELZ...
[2025-12-16T20:18:45.982829] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-16T20:18:45.982861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-16T20:18:45.993762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-16T20:18:45.994107] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-16T20:18:45.994890] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-16T20:18:45.994943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:45.994977] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:45.995006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:45.995064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:46.052287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:46.053071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:46.053151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:46.053185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:46.168436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:46.168599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:46.168640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:46.168668] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:46.172069] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: DOWN (p=41.58%)
[2025-12-16T20:18:46.172348] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-16T20:18:46.172475] [INFO ] [sig       ] CELZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:46.313515] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CELZ.txt
[2025-12-16T20:18:46.313658] [INFO ] [sig       ] [653/3585] Completed CELZ in 0.3s | 2.95 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-16T20:18:46.313699] [INFO ] [sig       ] [654/3585] Forecasting CENTA...
[2025-12-16T20:18:46.313728] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-16T20:18:46.313757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-16T20:18:46.325154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-16T20:18:46.325475] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-16T20:18:46.326244] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-16T20:18:46.326296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:46.326338] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:46.326366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:46.326421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:46.381384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:46.381989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:46.382067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:46.382098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:46.500403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:46.500560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:46.500621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:46.500653] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:46.504179] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: DOWN (p=20.40%)
[2025-12-16T20:18:46.504471] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-16T20:18:46.504622] [INFO ] [sig       ] CENTA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:46.697799] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CENTA.txt
[2025-12-16T20:18:46.697955] [INFO ] [sig       ] [654/3585] Completed CENTA in 0.4s | 2.95 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-16T20:18:46.697998] [INFO ] [sig       ] [655/3585] Forecasting CENX...
[2025-12-16T20:18:46.698029] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-16T20:18:46.698060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-16T20:18:46.709889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-16T20:18:46.710254] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-16T20:18:46.711066] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-16T20:18:46.711119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:46.711153] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:46.711181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:46.711240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:46.769314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:46.769961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:46.770041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:46.770075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:46.893825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:46.893968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:46.894007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:46.894035] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:46.897306] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: DOWN (p=6.56%)
[2025-12-16T20:18:46.897592] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-16T20:18:46.897718] [INFO ] [sig       ] CENX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:47.052856] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CENX.txt
[2025-12-16T20:18:47.053004] [INFO ] [sig       ] [655/3585] Completed CENX in 0.4s | 2.95 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-16T20:18:47.053043] [INFO ] [sig       ] [656/3585] Forecasting CERS...
[2025-12-16T20:18:47.053074] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-16T20:18:47.053104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-16T20:18:47.064901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-16T20:18:47.065237] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-16T20:18:47.065999] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-16T20:18:47.066050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:47.066109] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:47.066138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:47.066194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:47.122377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:47.122990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:47.123067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:47.123099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:47.237881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:47.238018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:47.238056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:47.238084] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:47.241357] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-16T20:18:47.241639] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-16T20:18:47.241759] [INFO ] [sig       ] CERS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:47.377643] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CERS.txt
[2025-12-16T20:18:47.377756] [INFO ] [sig       ] [656/3585] Completed CERS in 0.3s | 2.95 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-16T20:18:47.377794] [INFO ] [sig       ] [657/3585] Forecasting CETX...
[2025-12-16T20:18:47.377828] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-16T20:18:47.377858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-16T20:18:47.390467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-16T20:18:47.390965] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-16T20:18:47.391883] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-16T20:18:47.391934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:47.391966] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:47.391992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:47.392047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:47.450022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:47.450981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:47.451066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:47.451098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:47.561331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:47.561485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:47.561526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:47.561554] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:47.564903] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=11.49%)
[2025-12-16T20:18:47.565169] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-16T20:18:47.565294] [INFO ] [sig       ] CETX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:47.703564] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CETX.txt
[2025-12-16T20:18:47.703729] [INFO ] [sig       ] [657/3585] Completed CETX in 0.3s | 2.95 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-16T20:18:47.703790] [INFO ] [sig       ] [658/3585] Forecasting CEVA...
[2025-12-16T20:18:47.703837] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-16T20:18:47.703878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-16T20:18:47.715830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-16T20:18:47.716179] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-16T20:18:47.716966] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-16T20:18:47.717018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:47.717051] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:47.717078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:47.717135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:47.777348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:47.778229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:47.778313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:47.778347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:47.910297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:47.910487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:47.910535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:47.910569] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:47.914648] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: UP (p=61.31%)
[2025-12-16T20:18:47.914995] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-16T20:18:47.915143] [INFO ] [sig       ] CEVA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:48.058863] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CEVA.txt
[2025-12-16T20:18:48.059030] [INFO ] [sig       ] [658/3585] Completed CEVA in 0.4s | 2.95 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-16T20:18:48.059079] [INFO ] [sig       ] [659/3585] Forecasting CF...
[2025-12-16T20:18:48.059111] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-16T20:18:48.059171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-16T20:18:48.070567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-12-16T20:18:48.070971] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-16T20:18:48.071842] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-16T20:18:48.071906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:48.071953] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:48.071987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:48.072044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:48.132436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:48.133356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:48.133455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:48.133504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:48.259817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:48.259977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:48.260016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:48.260081] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:48.263590] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=86.43%)
[2025-12-16T20:18:48.263923] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-16T20:18:48.264058] [INFO ] [sig       ] CF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:48.406189] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CF.txt
[2025-12-16T20:18:48.406341] [INFO ] [sig       ] [659/3585] Completed CF in 0.3s | 2.95 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-16T20:18:48.406384] [INFO ] [sig       ] [660/3585] Forecasting CFFN...
[2025-12-16T20:18:48.406414] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-16T20:18:48.406448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-16T20:18:48.418918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-16T20:18:48.419295] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-16T20:18:48.420142] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-16T20:18:48.420195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:48.420228] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:48.420255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:48.420311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:48.477436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:48.478283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:48.478365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:48.478400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:48.599499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:48.599666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:48.599709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:48.599740] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:48.603337] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: DOWN (p=12.33%)
[2025-12-16T20:18:48.603632] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-16T20:18:48.603762] [INFO ] [sig       ] CFFN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:48.749341] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CFFN.txt
[2025-12-16T20:18:48.749512] [INFO ] [sig       ] [660/3585] Completed CFFN in 0.3s | 2.95 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-16T20:18:48.749553] [INFO ] [sig       ] [661/3585] Forecasting CFG...
[2025-12-16T20:18:48.749601] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-16T20:18:48.749635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-16T20:18:48.761737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-16T20:18:48.762098] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-16T20:18:48.762894] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-16T20:18:48.762944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:48.762975] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:48.763001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:48.763056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:48.819515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:48.820159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:48.820238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:48.820269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:48.947536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:48.947715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:48.947757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:48.947804] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:48.951497] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: UP (p=75.54%)
[2025-12-16T20:18:48.951805] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-16T20:18:48.951936] [INFO ] [sig       ] CFG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:49.099819] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CFG.txt
[2025-12-16T20:18:49.099957] [INFO ] [sig       ] [661/3585] Completed CFG in 0.4s | 2.94 sym/s | Total: 3.7m | ETA: 16.5m
[2025-12-16T20:18:49.100000] [INFO ] [sig       ] [662/3585] Forecasting CFO...
[2025-12-16T20:18:49.100030] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-16T20:18:49.100062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-16T20:18:49.111928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-16T20:18:49.112307] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-16T20:18:49.113098] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-16T20:18:49.113150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:49.113183] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:49.113209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:49.113275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:49.174347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:49.175167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:49.175251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:49.175284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:49.291401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:49.291551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:49.291609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:49.291639] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:49.295227] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-12-16T20:18:49.295518] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-16T20:18:49.295681] [INFO ] [sig       ] CFO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:49.438209] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CFO.txt
[2025-12-16T20:18:49.438347] [INFO ] [sig       ] [662/3585] Completed CFO in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.5m
[2025-12-16T20:18:49.438387] [INFO ] [sig       ] [663/3585] Forecasting CG...
[2025-12-16T20:18:49.438419] [INFO ] [sig       ] Generating forecast for: CG
[2025-12-16T20:18:49.438449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-12-16T20:18:49.450056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-12-16T20:18:49.450453] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-12-16T20:18:49.451288] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-12-16T20:18:49.451342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:49.451375] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:49.451402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:49.451459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:49.512299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:49.513066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:49.513146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:49.513196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:49.636891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:49.637043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:49.637085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:49.637113] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:49.640599] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: DOWN (p=22.06%)
[2025-12-16T20:18:49.640870] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-12-16T20:18:49.640993] [INFO ] [sig       ] CG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:49.783787] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CG.txt
[2025-12-16T20:18:49.783931] [INFO ] [sig       ] [663/3585] Completed CG in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-16T20:18:49.783970] [INFO ] [sig       ] [664/3585] Forecasting CGABL...
[2025-12-16T20:18:49.784000] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-16T20:18:49.784031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-16T20:18:49.795212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-16T20:18:49.795562] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-16T20:18:49.796366] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-16T20:18:49.796419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:49.796452] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:49.796480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:49.796537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:49.852045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:49.852784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:49.852864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:49.852897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:49.966980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:49.967132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:49.967172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:49.967201] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:49.970639] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=98.07%)
[2025-12-16T20:18:49.970904] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-16T20:18:49.971026] [INFO ] [sig       ] CGABL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:50.108242] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CGABL.txt
[2025-12-16T20:18:50.108391] [INFO ] [sig       ] [664/3585] Completed CGABL in 0.3s | 2.95 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-16T20:18:50.108431] [INFO ] [sig       ] [665/3585] Forecasting CGBD...
[2025-12-16T20:18:50.108463] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-16T20:18:50.108492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-16T20:18:50.119942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-16T20:18:50.120281] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-16T20:18:50.121047] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-16T20:18:50.121098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:50.121129] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:50.121155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:50.121221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:50.176717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:50.177560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:50.177682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:50.177715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:50.293641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:50.293791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:50.293829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:50.293856] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:50.297135] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: UP (p=71.83%)
[2025-12-16T20:18:50.297398] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-16T20:18:50.297518] [INFO ] [sig       ] CGBD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:50.432719] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CGBD.txt
[2025-12-16T20:18:50.432858] [INFO ] [sig       ] [665/3585] Completed CGBD in 0.3s | 2.95 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-16T20:18:50.432900] [INFO ] [sig       ] [666/3585] Forecasting CGC...
[2025-12-16T20:18:50.432932] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-16T20:18:50.432963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-16T20:18:50.444483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-16T20:18:50.444873] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-16T20:18:50.445653] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-16T20:18:50.445703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:50.445734] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:50.445761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:50.445816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:50.502117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:50.502925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:50.503035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:50.503068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:50.622092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:50.622239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:50.622277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:50.622305] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:50.625591] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2025-12-16T20:18:50.625862] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-16T20:18:50.626008] [INFO ] [sig       ] CGC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:50.765041] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CGC.txt
[2025-12-16T20:18:50.765192] [INFO ] [sig       ] [666/3585] Completed CGC in 0.3s | 2.95 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-16T20:18:50.765233] [INFO ] [sig       ] [667/3585] Forecasting CGEM...
[2025-12-16T20:18:50.765263] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-16T20:18:50.765293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-16T20:18:50.776568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-16T20:18:50.776961] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-16T20:18:50.777772] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-16T20:18:50.777843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:50.777886] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:50.777920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:50.777991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:50.834795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:50.835547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:50.835647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:50.835681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:50.951942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:50.952095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:50.952135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:50.952164] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:50.955559] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: UP (p=92.70%)
[2025-12-16T20:18:50.955850] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-16T20:18:50.955975] [INFO ] [sig       ] CGEM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:51.093591] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CGEM.txt
[2025-12-16T20:18:51.093726] [INFO ] [sig       ] [667/3585] Completed CGEM in 0.3s | 2.95 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-16T20:18:51.093766] [INFO ] [sig       ] [668/3585] Forecasting CGEN...
[2025-12-16T20:18:51.093795] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-16T20:18:51.093824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-16T20:18:51.105834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-16T20:18:51.106153] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-16T20:18:51.106924] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-16T20:18:51.106975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:51.107006] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:51.107033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:51.107088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:51.161654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:51.162330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:51.162411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:51.162443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:51.280295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:51.280459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:51.280504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:51.280534] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:51.283943] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: UP (p=92.98%)
[2025-12-16T20:18:51.284217] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-16T20:18:51.284342] [INFO ] [sig       ] CGEN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:51.418953] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CGEN.txt
[2025-12-16T20:18:51.419107] [INFO ] [sig       ] [668/3585] Completed CGEN in 0.3s | 2.95 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-16T20:18:51.419211] [INFO ] [sig       ] [669/3585] Forecasting CGNX...
[2025-12-16T20:18:51.419245] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-16T20:18:51.419277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-16T20:18:51.431476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-16T20:18:51.431865] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-16T20:18:51.432661] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-16T20:18:51.432713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:51.432748] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:51.432776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:51.432832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:51.489515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:51.490204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:51.490284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:51.490317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:51.615160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:51.615317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:51.615357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:51.615387] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:51.618728] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: DOWN (p=6.40%)
[2025-12-16T20:18:51.618997] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-16T20:18:51.619116] [INFO ] [sig       ] CGNX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:51.763367] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CGNX.txt
[2025-12-16T20:18:51.763553] [INFO ] [sig       ] [669/3585] Completed CGNX in 0.3s | 2.95 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-16T20:18:51.763617] [INFO ] [sig       ] [670/3585] Forecasting CGO...
[2025-12-16T20:18:51.763649] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-16T20:18:51.763679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-16T20:18:51.775220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-16T20:18:51.775621] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-16T20:18:51.776394] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-16T20:18:51.776445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:51.776478] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:51.776504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:51.776560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:51.835455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:51.836338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:51.836426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:51.836458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:51.947050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:51.947206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:51.947245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:51.947273] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:51.950687] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: DOWN (p=44.76%)
[2025-12-16T20:18:51.950981] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-16T20:18:51.951108] [INFO ] [sig       ] CGO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:52.090211] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CGO.txt
[2025-12-16T20:18:52.090369] [INFO ] [sig       ] [670/3585] Completed CGO in 0.3s | 2.95 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-16T20:18:52.090410] [INFO ] [sig       ] [671/3585] Forecasting CGON...
[2025-12-16T20:18:52.090441] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-16T20:18:52.090470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-16T20:18:52.101477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-16T20:18:52.101865] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-16T20:18:52.102651] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-16T20:18:52.102703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:52.102735] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:52.102761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:52.102817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:52.159282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:52.160147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:52.160232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:52.160265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:52.279852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:52.280010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:52.280050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:52.280078] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:52.283394] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: DOWN (p=47.31%)
[2025-12-16T20:18:52.283687] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-16T20:18:52.283814] [INFO ] [sig       ] CGON: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:52.421223] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CGON.txt
[2025-12-16T20:18:52.421356] [INFO ] [sig       ] [671/3585] Completed CGON in 0.3s | 2.95 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-16T20:18:52.421395] [INFO ] [sig       ] [672/3585] Forecasting CGTX...
[2025-12-16T20:18:52.421425] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-16T20:18:52.421455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-16T20:18:52.433349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-16T20:18:52.433660] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-16T20:18:52.434402] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-16T20:18:52.434453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:52.434485] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:52.434511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:52.434565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:52.489434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:52.490076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:52.490153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:52.490185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:52.611537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:52.611719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:52.611760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:52.611789] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:52.615156] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: DOWN (p=5.39%)
[2025-12-16T20:18:52.615441] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-16T20:18:52.615563] [INFO ] [sig       ] CGTX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:52.752758] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CGTX.txt
[2025-12-16T20:18:52.752911] [INFO ] [sig       ] [672/3585] Completed CGTX in 0.3s | 2.95 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-16T20:18:52.752951] [INFO ] [sig       ] [673/3585] Forecasting CHCI...
[2025-12-16T20:18:52.752980] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-16T20:18:52.753009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-16T20:18:52.764972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-16T20:18:52.765305] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-16T20:18:52.766063] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-16T20:18:52.766114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:52.766174] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:52.766202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:52.766259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:52.824247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:52.825113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:52.825195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:52.825229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:52.939030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:52.939214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:52.939254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:52.939281] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:52.942825] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=74.85%)
[2025-12-16T20:18:52.943097] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-16T20:18:52.943223] [INFO ] [sig       ] CHCI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:53.080103] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CHCI.txt
[2025-12-16T20:18:53.080255] [INFO ] [sig       ] [673/3585] Completed CHCI in 0.3s | 2.95 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-16T20:18:53.080296] [INFO ] [sig       ] [674/3585] Forecasting CHCO...
[2025-12-16T20:18:53.080327] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-16T20:18:53.080358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-16T20:18:53.098099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-16T20:18:53.098757] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-16T20:18:53.099828] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-16T20:18:53.099884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:53.099944] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:53.099971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:53.100028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:53.175465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:53.177011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:53.177151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:53.177200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:53.318646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:53.318828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:53.318870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:53.318899] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:53.322407] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: UP (p=80.89%)
[2025-12-16T20:18:53.322704] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-16T20:18:53.322834] [INFO ] [sig       ] CHCO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:53.463204] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CHCO.txt
[2025-12-16T20:18:53.463370] [INFO ] [sig       ] [674/3585] Completed CHCO in 0.4s | 2.95 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-16T20:18:53.463412] [INFO ] [sig       ] [675/3585] Forecasting CHD...
[2025-12-16T20:18:53.463443] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-16T20:18:53.463472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-16T20:18:53.478093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-16T20:18:53.478497] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-16T20:18:53.479370] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-16T20:18:53.479424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:53.479459] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:53.479486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:53.479542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:53.538032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:53.538851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:53.538932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:53.538966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:53.663557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:53.663730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:53.663772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:53.663801] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:53.667276] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: DOWN (p=34.11%)
[2025-12-16T20:18:53.667546] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-16T20:18:53.667690] [INFO ] [sig       ] CHD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:53.808685] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CHD.txt
[2025-12-16T20:18:53.808820] [INFO ] [sig       ] [675/3585] Completed CHD in 0.3s | 2.95 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-16T20:18:53.808860] [INFO ] [sig       ] [676/3585] Forecasting CHDN...
[2025-12-16T20:18:53.808892] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-16T20:18:53.808929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-16T20:18:53.821977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-16T20:18:53.822385] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-16T20:18:53.823192] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-16T20:18:53.823247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:53.823279] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:53.823306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:53.823363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:53.881643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:53.882455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:53.882541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:53.882592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:54.005089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:54.005248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:54.005289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:54.005352] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:54.008915] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: UP (p=86.94%)
[2025-12-16T20:18:54.009221] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-16T20:18:54.009352] [INFO ] [sig       ] CHDN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:54.151931] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CHDN.txt
[2025-12-16T20:18:54.152088] [INFO ] [sig       ] [676/3585] Completed CHDN in 0.3s | 2.95 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-16T20:18:54.152129] [INFO ] [sig       ] [677/3585] Forecasting CHE...
[2025-12-16T20:18:54.152160] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-16T20:18:54.152190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-16T20:18:54.164018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-16T20:18:54.164287] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-16T20:18:54.165082] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-16T20:18:54.165133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:54.165164] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:54.165190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:54.165244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:54.222071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:54.222950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:54.223033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:54.223064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:54.340660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:54.340817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:54.340858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:54.340887] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:54.344253] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: UP (p=59.59%)
[2025-12-16T20:18:54.344553] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-16T20:18:54.344702] [INFO ] [sig       ] CHE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:54.483758] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CHE.txt
[2025-12-16T20:18:54.483890] [INFO ] [sig       ] [677/3585] Completed CHE in 0.3s | 2.95 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-16T20:18:54.483929] [INFO ] [sig       ] [678/3585] Forecasting CHEF...
[2025-12-16T20:18:54.483968] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-16T20:18:54.483998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-16T20:18:54.497132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-16T20:18:54.497513] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-16T20:18:54.498292] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-16T20:18:54.498345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:54.498390] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:54.498419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:54.498475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:54.557160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:54.558053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:54.558139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:54.558173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:54.674462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:54.674641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:54.674681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:54.674710] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:54.678064] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: DOWN (p=26.46%)
[2025-12-16T20:18:54.678331] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-16T20:18:54.678452] [INFO ] [sig       ] CHEF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:54.819390] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CHEF.txt
[2025-12-16T20:18:54.819549] [INFO ] [sig       ] [678/3585] Completed CHEF in 0.3s | 2.95 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-16T20:18:54.819614] [INFO ] [sig       ] [679/3585] Forecasting CHH...
[2025-12-16T20:18:54.819645] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-16T20:18:54.819676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-16T20:18:54.831959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-16T20:18:54.832565] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-16T20:18:54.833381] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-16T20:18:54.833435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:54.833467] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:54.833492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:54.833547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:54.889900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:54.890811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:54.890898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:54.890932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:55.014196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:55.014350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:55.014391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:55.014419] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:55.017833] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: UP (p=96.77%)
[2025-12-16T20:18:55.018130] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-16T20:18:55.018253] [INFO ] [sig       ] CHH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:55.165706] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CHH.txt
[2025-12-16T20:18:55.165852] [INFO ] [sig       ] [679/3585] Completed CHH in 0.3s | 2.95 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-16T20:18:55.165893] [INFO ] [sig       ] [680/3585] Forecasting CHI...
[2025-12-16T20:18:55.165924] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-16T20:18:55.165956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-16T20:18:55.177854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-16T20:18:55.178211] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-16T20:18:55.179031] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-16T20:18:55.179083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:55.179117] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:55.179172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:55.179230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:55.237044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:55.237811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:55.237893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:55.237927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:55.362229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:55.362381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:55.362423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:55.362452] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:55.365930] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-12-16T20:18:55.366213] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-16T20:18:55.366341] [INFO ] [sig       ] CHI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:55.518879] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CHI.txt
[2025-12-16T20:18:55.519032] [INFO ] [sig       ] [680/3585] Completed CHI in 0.4s | 2.95 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-16T20:18:55.519072] [INFO ] [sig       ] [681/3585] Forecasting CHKP...
[2025-12-16T20:18:55.519102] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-16T20:18:55.519167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-16T20:18:55.531410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-16T20:18:55.531754] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-16T20:18:55.532499] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-16T20:18:55.532557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:55.532618] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:55.532649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:55.532705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:55.589941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:55.590846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:55.590928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:55.590966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:55.721983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:55.722140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:55.722188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:55.722224] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:55.725784] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=59.32%)
[2025-12-16T20:18:55.726084] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-16T20:18:55.726227] [INFO ] [sig       ] CHKP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:55.871661] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CHKP.txt
[2025-12-16T20:18:55.871827] [INFO ] [sig       ] [681/3585] Completed CHKP in 0.4s | 2.95 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-16T20:18:55.871877] [INFO ] [sig       ] [682/3585] Forecasting CHMI...
[2025-12-16T20:18:55.871909] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-16T20:18:55.871941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-16T20:18:55.884175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-16T20:18:55.884521] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-16T20:18:55.885312] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-16T20:18:55.885365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:55.885396] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:55.885422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:55.885477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:55.943803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:55.944675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:55.944758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:55.944791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:56.074376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:56.074536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:56.074596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:56.074628] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:56.078166] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: UP (p=88.93%)
[2025-12-16T20:18:56.078483] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-16T20:18:56.078638] [INFO ] [sig       ] CHMI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:56.232698] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CHMI.txt
[2025-12-16T20:18:56.232872] [INFO ] [sig       ] [682/3585] Completed CHMI in 0.4s | 2.94 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-16T20:18:56.232923] [INFO ] [sig       ] [683/3585] Forecasting CHRD...
[2025-12-16T20:18:56.232969] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-16T20:18:56.233009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-16T20:18:56.246732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-16T20:18:56.247216] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-16T20:18:56.248197] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-16T20:18:56.248253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:56.248289] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:56.248327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:56.248387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:56.326657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:56.327874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:56.328044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:56.328101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:56.500026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:56.500220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:56.500280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:56.500325] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:56.505882] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-12-16T20:18:56.506443] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-16T20:18:56.506708] [INFO ] [sig       ] CHRD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:56.738883] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CHRD.txt
[2025-12-16T20:18:56.739093] [INFO ] [sig       ] [683/3585] Completed CHRD in 0.5s | 2.94 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-16T20:18:56.739159] [INFO ] [sig       ] [684/3585] Forecasting CHRS...
[2025-12-16T20:18:56.739196] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-16T20:18:56.739232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-16T20:18:56.760406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-16T20:18:56.760959] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-16T20:18:56.762264] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-16T20:18:56.762337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:56.762390] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:56.762435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:56.762518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:56.851333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:56.852521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:56.852660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:56.852717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:57.010819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:57.010980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:57.011024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:57.011054] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:57.014621] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: UP (p=62.64%)
[2025-12-16T20:18:57.014946] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-16T20:18:57.015083] [INFO ] [sig       ] CHRS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:57.194387] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CHRS.txt
[2025-12-16T20:18:57.194596] [INFO ] [sig       ] [684/3585] Completed CHRS in 0.5s | 2.94 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-16T20:18:57.194647] [INFO ] [sig       ] [685/3585] Forecasting CHSCL...
[2025-12-16T20:18:57.194679] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-16T20:18:57.194711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-16T20:18:57.207365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-16T20:18:57.207784] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-16T20:18:57.208639] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-16T20:18:57.208694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:57.208728] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:57.208757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:57.208815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:57.267689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:57.268640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:57.268727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:57.268761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:57.387189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:57.387338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:57.387381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:57.387429] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:57.390917] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=65.26%)
[2025-12-16T20:18:57.391216] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-16T20:18:57.391340] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:57.532873] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CHSCL.txt
[2025-12-16T20:18:57.533025] [INFO ] [sig       ] [685/3585] Completed CHSCL in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-16T20:18:57.533065] [INFO ] [sig       ] [686/3585] Forecasting CHSCM...
[2025-12-16T20:18:57.533095] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-16T20:18:57.533126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-16T20:18:57.544234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-16T20:18:57.544547] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-16T20:18:57.545394] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-16T20:18:57.545447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:57.545480] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:57.545507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:57.545564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:57.603737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:57.604420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:57.604503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:57.604536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:57.719194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:57.719345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:57.719385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:57.719415] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:57.722844] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: DOWN (p=42.82%)
[2025-12-16T20:18:57.723125] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-16T20:18:57.723247] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:57.861075] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CHSCM.txt
[2025-12-16T20:18:57.861229] [INFO ] [sig       ] [686/3585] Completed CHSCM in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-16T20:18:57.861269] [INFO ] [sig       ] [687/3585] Forecasting CHSCN...
[2025-12-16T20:18:57.861297] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-16T20:18:57.861326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-16T20:18:57.876758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-16T20:18:57.877286] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-16T20:18:57.878475] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-16T20:18:57.878547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:57.878633] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:57.878687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:57.878784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:57.956222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:57.957361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:57.957471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:57.957520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:58.069665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:58.069821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:58.069860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:58.069889] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:58.073215] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: UP (p=95.46%)
[2025-12-16T20:18:58.073482] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-16T20:18:58.073622] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:58.215068] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CHSCN.txt
[2025-12-16T20:18:58.215219] [INFO ] [sig       ] [687/3585] Completed CHSCN in 0.4s | 2.94 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-16T20:18:58.215262] [INFO ] [sig       ] [688/3585] Forecasting CHSCO...
[2025-12-16T20:18:58.215291] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-16T20:18:58.215321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-16T20:18:58.226736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-16T20:18:58.227084] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-16T20:18:58.227845] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-16T20:18:58.227896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:58.227929] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:58.227956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:58.228011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:58.284370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:58.285261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:58.285345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:58.285380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:58.394508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:58.394675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:58.394715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:58.394744] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:58.398462] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: DOWN (p=25.33%)
[2025-12-16T20:18:58.398747] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-16T20:18:58.398870] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:58.543983] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CHSCO.txt
[2025-12-16T20:18:58.544157] [INFO ] [sig       ] [688/3585] Completed CHSCO in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-16T20:18:58.544212] [INFO ] [sig       ] [689/3585] Forecasting CHSCP...
[2025-12-16T20:18:58.544244] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-16T20:18:58.544274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-16T20:18:58.555786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-16T20:18:58.556155] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-16T20:18:58.556977] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-16T20:18:58.557031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:58.557074] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:58.557103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:58.557160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:58.618478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:58.619409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:58.619497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:58.619530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:58.725633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:58.725785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:58.725826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:58.725855] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:58.729288] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-12-16T20:18:58.729569] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-16T20:18:58.729715] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:58.871235] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CHSCP.txt
[2025-12-16T20:18:58.871387] [INFO ] [sig       ] [689/3585] Completed CHSCP in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-16T20:18:58.871428] [INFO ] [sig       ] [690/3585] Forecasting CHWY...
[2025-12-16T20:18:58.871457] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-16T20:18:58.871487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-16T20:18:58.883418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-16T20:18:58.883821] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-16T20:18:58.884755] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-16T20:18:58.884842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:58.884876] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:58.884904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:58.884963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:58.944374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:58.945258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:58.945341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:58.945374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:59.073283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:59.073448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:59.073497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:59.073533] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:59.077134] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-12-16T20:18:59.077431] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-16T20:18:59.077567] [INFO ] [sig       ] CHWY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:59.221529] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CHWY.txt
[2025-12-16T20:18:59.221717] [INFO ] [sig       ] [690/3585] Completed CHWY in 0.4s | 2.94 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-16T20:18:59.221765] [INFO ] [sig       ] [691/3585] Forecasting CHY...
[2025-12-16T20:18:59.221801] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-16T20:18:59.221833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-16T20:18:59.233723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-16T20:18:59.234107] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-16T20:18:59.234871] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-16T20:18:59.234922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:59.234954] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:59.234980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:59.235038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:59.290609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:59.291436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:59.291517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:59.291549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:59.405951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:59.406107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:59.406146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:59.406175] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:59.409521] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: UP (p=96.49%)
[2025-12-16T20:18:59.409817] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-16T20:18:59.409944] [INFO ] [sig       ] CHY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:18:59.549213] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CHY.txt
[2025-12-16T20:18:59.549371] [INFO ] [sig       ] [691/3585] Completed CHY in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-16T20:18:59.549411] [INFO ] [sig       ] [692/3585] Forecasting CI...
[2025-12-16T20:18:59.549441] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-16T20:18:59.549470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-16T20:18:59.560760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-16T20:18:59.561144] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-16T20:18:59.561919] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-16T20:18:59.561978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:59.562008] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:59.562035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:59.562091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:59.618355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:59.619217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:59.619302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:59.619334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:18:59.738315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:18:59.738452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:18:59.738489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:18:59.738517] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:18:59.741806] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: DOWN (p=49.59%)
[2025-12-16T20:18:59.742067] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-16T20:18:59.742191] [INFO ] [sig       ] CI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:18:59.879265] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CI.txt
[2025-12-16T20:18:59.879384] [INFO ] [sig       ] [692/3585] Completed CI in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-16T20:18:59.879421] [INFO ] [sig       ] [693/3585] Forecasting CIA...
[2025-12-16T20:18:59.879456] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-16T20:18:59.879486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-16T20:18:59.890749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-16T20:18:59.891123] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-16T20:18:59.891966] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-16T20:18:59.892020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:18:59.892052] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:18:59.892078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:18:59.892134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:18:59.948241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:18:59.949066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:18:59.949161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:18:59.949197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:00.065292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:00.065402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:00.065438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:00.065495] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:00.068825] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: UP (p=73.40%)
[2025-12-16T20:19:00.069088] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-16T20:19:00.069220] [INFO ] [sig       ] CIA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:00.207005] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CIA.txt
[2025-12-16T20:19:00.207125] [INFO ] [sig       ] [693/3585] Completed CIA in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-16T20:19:00.207164] [INFO ] [sig       ] [694/3585] Forecasting CIB...
[2025-12-16T20:19:00.207193] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-16T20:19:00.207223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-16T20:19:00.218029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-16T20:19:00.218298] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-16T20:19:00.219046] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-16T20:19:00.219097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:00.219151] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:00.219179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:00.219237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:00.274739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:00.275298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:00.275374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:00.275406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:00.394865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:00.394971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:00.395007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:00.395034] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:00.398158] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=87.46%)
[2025-12-16T20:19:00.398414] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-16T20:19:00.398532] [INFO ] [sig       ] CIB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:00.536540] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CIB.txt
[2025-12-16T20:19:00.536663] [INFO ] [sig       ] [694/3585] Completed CIB in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-16T20:19:00.536702] [INFO ] [sig       ] [695/3585] Forecasting CIEN...
[2025-12-16T20:19:00.536731] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-16T20:19:00.536759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-16T20:19:00.547610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-16T20:19:00.547877] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-16T20:19:00.548610] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-16T20:19:00.548660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:00.548690] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:00.548717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:00.548773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:00.605155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:00.605745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:00.605822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:00.605854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:00.727225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:00.727356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:00.727393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:00.727422] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:00.730689] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=78.78%)
[2025-12-16T20:19:00.730947] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-16T20:19:00.731066] [INFO ] [sig       ] CIEN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:00.867268] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CIEN.txt
[2025-12-16T20:19:00.867374] [INFO ] [sig       ] [695/3585] Completed CIEN in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-16T20:19:00.867412] [INFO ] [sig       ] [696/3585] Forecasting CIF...
[2025-12-16T20:19:00.867441] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-16T20:19:00.867471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-16T20:19:00.878662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-16T20:19:00.878954] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-16T20:19:00.879743] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-16T20:19:00.879795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:00.879826] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:00.879853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:00.879909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:00.935391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:00.936158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:00.936238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:00.936271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:01.038855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:01.038951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:01.038986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:01.039030] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:01.042101] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=88.38%)
[2025-12-16T20:19:01.042356] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-16T20:19:01.042475] [INFO ] [sig       ] CIF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:01.177080] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CIF.txt
[2025-12-16T20:19:01.177190] [INFO ] [sig       ] [696/3585] Completed CIF in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-16T20:19:01.177228] [INFO ] [sig       ] [697/3585] Forecasting CIG...
[2025-12-16T20:19:01.177257] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-16T20:19:01.177286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-16T20:19:01.188468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-16T20:19:01.188750] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-16T20:19:01.189500] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-16T20:19:01.189551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:01.189603] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:01.189633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:01.189689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:01.245066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:01.245687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:01.246033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:01.246069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:01.362365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:01.362517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:01.362559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:01.362607] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:01.365886] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: UP (p=58.61%)
[2025-12-16T20:19:01.366155] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-16T20:19:01.366275] [INFO ] [sig       ] CIG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:01.501100] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CIG.txt
[2025-12-16T20:19:01.501212] [INFO ] [sig       ] [697/3585] Completed CIG in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-16T20:19:01.501250] [INFO ] [sig       ] [698/3585] Forecasting CIGI...
[2025-12-16T20:19:01.501278] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-16T20:19:01.501306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-16T20:19:01.512641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-16T20:19:01.513002] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-16T20:19:01.513784] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-16T20:19:01.513836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:01.513868] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:01.513895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:01.513951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:01.569856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:01.570550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:01.570644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:01.570677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:01.701545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:01.701716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:01.701756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:01.701784] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:01.705178] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: UP (p=59.90%)
[2025-12-16T20:19:01.705479] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-16T20:19:01.705628] [INFO ] [sig       ] CIGI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:01.844853] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CIGI.txt
[2025-12-16T20:19:01.845007] [INFO ] [sig       ] [698/3585] Completed CIGI in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-16T20:19:01.845049] [INFO ] [sig       ] [699/3585] Forecasting CII...
[2025-12-16T20:19:01.845079] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-16T20:19:01.845109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-16T20:19:01.856676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-16T20:19:01.857060] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-16T20:19:01.857864] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-16T20:19:01.857918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:01.857950] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:01.857976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:01.858032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:01.919391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:01.920507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:01.920688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:01.920732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:02.055709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:02.055860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:02.055898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:02.055926] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:02.059263] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: DOWN (p=31.49%)
[2025-12-16T20:19:02.059539] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-16T20:19:02.059680] [INFO ] [sig       ] CII: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:02.196900] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CII.txt
[2025-12-16T20:19:02.197057] [INFO ] [sig       ] [699/3585] Completed CII in 0.4s | 2.94 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-16T20:19:02.197099] [INFO ] [sig       ] [700/3585] Forecasting CIM...
[2025-12-16T20:19:02.197129] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-16T20:19:02.197159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-16T20:19:02.208424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-16T20:19:02.208801] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-16T20:19:02.209607] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-16T20:19:02.209659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:02.209691] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:02.209719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:02.209786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:02.265359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:02.266202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:02.266322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:02.266356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:02.384401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:02.384550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:02.384608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:02.384639] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:02.387915] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-16T20:19:02.388191] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-16T20:19:02.388318] [INFO ] [sig       ] CIM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:02.545268] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CIM.txt
[2025-12-16T20:19:02.545421] [INFO ] [sig       ] [700/3585] Completed CIM in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-16T20:19:02.545461] [INFO ] [sig       ] [701/3585] Forecasting CINF...
[2025-12-16T20:19:02.545493] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-16T20:19:02.545522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-16T20:19:02.557731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-16T20:19:02.558106] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-16T20:19:02.558877] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-16T20:19:02.558928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:02.558960] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:02.558986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:02.559042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:02.616755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:02.617625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:02.617710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:02.617747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:02.739954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:02.740126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:02.740180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:02.740210] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:02.743542] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: DOWN (p=11.13%)
[2025-12-16T20:19:02.743842] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-16T20:19:02.743974] [INFO ] [sig       ] CINF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:02.883441] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CINF.txt
[2025-12-16T20:19:02.883613] [INFO ] [sig       ] [701/3585] Completed CINF in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-16T20:19:02.883654] [INFO ] [sig       ] [702/3585] Forecasting CING...
[2025-12-16T20:19:02.883685] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-16T20:19:02.883715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-16T20:19:02.895289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-16T20:19:02.895685] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-16T20:19:02.896463] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-16T20:19:02.896528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:02.896561] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:02.896619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:02.896678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:02.954630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:02.955485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:02.955593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:02.955629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:03.072823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:03.072977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:03.073016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:03.073044] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:03.076362] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: DOWN (p=22.24%)
[2025-12-16T20:19:03.076662] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-16T20:19:03.076787] [INFO ] [sig       ] CING: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:03.212559] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CING.txt
[2025-12-16T20:19:03.212707] [INFO ] [sig       ] [702/3585] Completed CING in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-16T20:19:03.212746] [INFO ] [sig       ] [703/3585] Forecasting CIO...
[2025-12-16T20:19:03.212776] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-16T20:19:03.212805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-16T20:19:03.223756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-16T20:19:03.224035] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-16T20:19:03.224786] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-16T20:19:03.224836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:03.224869] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:03.224896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:03.224952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:03.281640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:03.282316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:03.282396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:03.282429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:03.397553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:03.397711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:03.397749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:03.397778] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:03.401071] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=7.52%)
[2025-12-16T20:19:03.401338] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-16T20:19:03.401458] [INFO ] [sig       ] CIO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:03.537970] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CIO.txt
[2025-12-16T20:19:03.538151] [INFO ] [sig       ] [703/3585] Completed CIO in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-16T20:19:03.538195] [INFO ] [sig       ] [704/3585] Forecasting CION...
[2025-12-16T20:19:03.538224] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-16T20:19:03.538254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-16T20:19:03.549233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-16T20:19:03.549512] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-16T20:19:03.550293] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-16T20:19:03.550355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:03.550387] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:03.550414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:03.550471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:03.606387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:03.606999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:03.607076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:03.607110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:03.733418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:03.733558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:03.733613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:03.733642] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:03.736888] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-12-16T20:19:03.737158] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-16T20:19:03.737300] [INFO ] [sig       ] CION: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:03.875427] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CION.txt
[2025-12-16T20:19:03.875553] [INFO ] [sig       ] [704/3585] Completed CION in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-16T20:19:03.875608] [INFO ] [sig       ] [705/3585] Forecasting CIVB...
[2025-12-16T20:19:03.875640] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-16T20:19:03.875670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-16T20:19:03.886759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-16T20:19:03.887023] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-16T20:19:03.887800] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-16T20:19:03.887857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:03.887898] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:03.887925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:03.887980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:03.944175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:03.944913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:03.944994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:03.945027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:04.065437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:04.065604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:04.065644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:04.065673] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:04.068980] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: UP (p=96.13%)
[2025-12-16T20:19:04.069280] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-16T20:19:04.069401] [INFO ] [sig       ] CIVB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:04.206647] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CIVB.txt
[2025-12-16T20:19:04.206785] [INFO ] [sig       ] [705/3585] Completed CIVB in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-16T20:19:04.206824] [INFO ] [sig       ] [706/3585] Forecasting CIVI...
[2025-12-16T20:19:04.206854] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-16T20:19:04.206884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-16T20:19:04.218220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-16T20:19:04.218849] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-16T20:19:04.220403] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-16T20:19:04.220538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:04.220605] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:04.220637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:04.220700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:04.277707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:04.278594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:04.278678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:04.278712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:04.397644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:04.397791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:04.397831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:04.397861] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:04.401335] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=82.06%)
[2025-12-16T20:19:04.401624] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-16T20:19:04.401749] [INFO ] [sig       ] CIVI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:04.539469] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CIVI.txt
[2025-12-16T20:19:04.539629] [INFO ] [sig       ] [706/3585] Completed CIVI in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-16T20:19:04.539671] [INFO ] [sig       ] [707/3585] Forecasting CLB...
[2025-12-16T20:19:04.539703] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-16T20:19:04.539734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-16T20:19:04.550945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-16T20:19:04.551264] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-16T20:19:04.552046] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-16T20:19:04.552097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:04.552157] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:04.552190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:04.552246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:04.608690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:04.609566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:04.609670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:04.609702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:04.725022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:04.725173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:04.725220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:04.725254] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:04.728594] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-12-16T20:19:04.728873] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-16T20:19:04.728992] [INFO ] [sig       ] CLB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:04.864561] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CLB.txt
[2025-12-16T20:19:04.864712] [INFO ] [sig       ] [707/3585] Completed CLB in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-16T20:19:04.864751] [INFO ] [sig       ] [708/3585] Forecasting CLBK...
[2025-12-16T20:19:04.864780] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-16T20:19:04.864809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-16T20:19:04.876208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-16T20:19:04.876482] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-16T20:19:04.877278] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-16T20:19:04.877338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:04.877377] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:04.877404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:04.877461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:04.935585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:04.936515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:04.936618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:04.936653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:05.050142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:05.050302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:05.050342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:05.050370] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:05.053719] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-12-16T20:19:05.053987] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-16T20:19:05.054108] [INFO ] [sig       ] CLBK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:05.190531] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CLBK.txt
[2025-12-16T20:19:05.190682] [INFO ] [sig       ] [708/3585] Completed CLBK in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-16T20:19:05.190722] [INFO ] [sig       ] [709/3585] Forecasting CLCO...
[2025-12-16T20:19:05.190751] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-16T20:19:05.190781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-16T20:19:05.201708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-16T20:19:05.201994] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-16T20:19:05.202788] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-16T20:19:05.202839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:05.202871] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:05.202897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:05.202953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:05.259117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:05.259899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:05.259977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:05.260008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:05.379205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:05.379357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:05.379412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:05.379441] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:05.382718] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: DOWN (p=12.71%)
[2025-12-16T20:19:05.382981] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-16T20:19:05.383101] [INFO ] [sig       ] CLCO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:05.520220] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CLCO.txt
[2025-12-16T20:19:05.520372] [INFO ] [sig       ] [709/3585] Completed CLCO in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-16T20:19:05.520410] [INFO ] [sig       ] [710/3585] Forecasting CLDX...
[2025-12-16T20:19:05.520440] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-16T20:19:05.520470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-16T20:19:05.531153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-16T20:19:05.531455] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-16T20:19:05.532231] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-16T20:19:05.532281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:05.532312] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:05.532339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:05.532394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:05.590637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:05.591486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:05.591570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:05.591623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:05.711595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:05.711751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:05.711791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:05.711853] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:05.715238] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: DOWN (p=42.30%)
[2025-12-16T20:19:05.715509] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-16T20:19:05.715652] [INFO ] [sig       ] CLDX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:05.859499] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CLDX.txt
[2025-12-16T20:19:05.859668] [INFO ] [sig       ] [710/3585] Completed CLDX in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-16T20:19:05.859711] [INFO ] [sig       ] [711/3585] Forecasting CLF...
[2025-12-16T20:19:05.859748] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-16T20:19:05.859784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-16T20:19:05.871230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-16T20:19:05.871590] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-16T20:19:05.872426] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-16T20:19:05.872480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:05.872512] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:05.872539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:05.872613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:05.932490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:05.933535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:05.933669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:05.933715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:06.061839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:06.062000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:06.062052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:06.062084] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:06.065532] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-12-16T20:19:06.065837] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-16T20:19:06.065969] [INFO ] [sig       ] CLF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:06.213712] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CLF.txt
[2025-12-16T20:19:06.213904] [INFO ] [sig       ] [711/3585] Completed CLF in 0.4s | 2.94 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-16T20:19:06.213969] [INFO ] [sig       ] [712/3585] Forecasting CLFD...
[2025-12-16T20:19:06.214020] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-16T20:19:06.214067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-16T20:19:06.226383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-16T20:19:06.226763] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-16T20:19:06.227570] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-16T20:19:06.227643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:06.227676] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:06.227703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:06.227761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:06.285858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:06.286666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:06.286747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:06.286781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:06.409498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:06.409670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:06.409711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:06.409742] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:06.413060] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: DOWN (p=34.50%)
[2025-12-16T20:19:06.413335] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-16T20:19:06.413460] [INFO ] [sig       ] CLFD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:06.554345] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CLFD.txt
[2025-12-16T20:19:06.554491] [INFO ] [sig       ] [712/3585] Completed CLFD in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-16T20:19:06.554530] [INFO ] [sig       ] [713/3585] Forecasting CLH...
[2025-12-16T20:19:06.554561] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-16T20:19:06.554610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-16T20:19:06.565439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-16T20:19:06.565742] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-16T20:19:06.566477] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-16T20:19:06.566527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:06.566586] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:06.566616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:06.566673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:06.622560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:06.623428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:06.623512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:06.623546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:06.742587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:06.742734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:06.742775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:06.742804] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:06.746172] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=93.85%)
[2025-12-16T20:19:06.746442] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-16T20:19:06.746569] [INFO ] [sig       ] CLH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:06.887627] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CLH.txt
[2025-12-16T20:19:06.887794] [INFO ] [sig       ] [713/3585] Completed CLH in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-16T20:19:06.887834] [INFO ] [sig       ] [714/3585] Forecasting CLLS...
[2025-12-16T20:19:06.887865] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-16T20:19:06.887894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-16T20:19:06.900103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-16T20:19:06.900461] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-16T20:19:06.901237] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-16T20:19:06.901289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:06.901321] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:06.901347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:06.901401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:06.957667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:06.958504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:06.958608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:06.958642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:07.088313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:07.088475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:07.088516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:07.088545] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:07.092215] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: DOWN (p=0.11%)
[2025-12-16T20:19:07.092534] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-16T20:19:07.092691] [INFO ] [sig       ] CLLS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:07.236065] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CLLS.txt
[2025-12-16T20:19:07.236218] [INFO ] [sig       ] [714/3585] Completed CLLS in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-16T20:19:07.236258] [INFO ] [sig       ] [715/3585] Forecasting CLMB...
[2025-12-16T20:19:07.236288] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-16T20:19:07.236318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-16T20:19:07.248173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-16T20:19:07.248532] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-16T20:19:07.249336] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-16T20:19:07.249389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:07.249420] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:07.249446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:07.249501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:07.306147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:07.307022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:07.307109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:07.307143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:07.424214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:07.424365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:07.424405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:07.424435] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:07.427814] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-16T20:19:07.428100] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-16T20:19:07.428231] [INFO ] [sig       ] CLMB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:07.570998] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CLMB.txt
[2025-12-16T20:19:07.571141] [INFO ] [sig       ] [715/3585] Completed CLMB in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-16T20:19:07.571180] [INFO ] [sig       ] [716/3585] Forecasting CLNE...
[2025-12-16T20:19:07.571212] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-16T20:19:07.571247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-16T20:19:07.583454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-16T20:19:07.583796] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-16T20:19:07.584564] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-16T20:19:07.584635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:07.584668] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:07.584696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:07.584752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:07.641514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:07.642165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:07.642245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:07.642279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:07.759360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:07.759513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:07.759554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:07.759610] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:07.762994] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: UP (p=52.21%)
[2025-12-16T20:19:07.763271] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-16T20:19:07.763416] [INFO ] [sig       ] CLNE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:07.899498] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CLNE.txt
[2025-12-16T20:19:07.899664] [INFO ] [sig       ] [716/3585] Completed CLNE in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-16T20:19:07.899713] [INFO ] [sig       ] [717/3585] Forecasting CLNN...
[2025-12-16T20:19:07.899744] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-12-16T20:19:07.899774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-12-16T20:19:07.911320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-12-16T20:19:07.911687] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-12-16T20:19:07.912447] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-12-16T20:19:07.912499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:07.912533] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:07.912562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:07.912650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:07.969348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:07.970117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:07.970229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:07.970267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:08.089605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:08.089762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:08.089802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:08.089832] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:08.093326] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=15.57%)
[2025-12-16T20:19:08.093900] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-12-16T20:19:08.094062] [INFO ] [sig       ] CLNN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:08.230347] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CLNN.txt
[2025-12-16T20:19:08.230475] [INFO ] [sig       ] [717/3585] Completed CLNN in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-16T20:19:08.230513] [INFO ] [sig       ] [718/3585] Forecasting CLOA...
[2025-12-16T20:19:08.230544] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-16T20:19:08.230590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-16T20:19:08.242058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-16T20:19:08.242356] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-16T20:19:08.243142] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-16T20:19:08.243196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:08.243232] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:08.243267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:08.243338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:08.300028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:08.300850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:08.300933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:08.300967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:08.401443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:08.401609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:08.401649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:08.401677] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:08.404991] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=93.59%)
[2025-12-16T20:19:08.405256] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-16T20:19:08.405395] [INFO ] [sig       ] CLOA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:08.545132] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CLOA.txt
[2025-12-16T20:19:08.545279] [INFO ] [sig       ] [718/3585] Completed CLOA in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-16T20:19:08.545327] [INFO ] [sig       ] [719/3585] Forecasting CLRB...
[2025-12-16T20:19:08.545362] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-16T20:19:08.545398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-16T20:19:08.556403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-16T20:19:08.556755] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-16T20:19:08.557524] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-16T20:19:08.557593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:08.557627] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:08.557653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:08.557709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:08.616125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:08.617010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:08.617097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:08.617132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:08.737338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:08.737494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:08.737533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:08.737563] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:08.741261] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: UP (p=68.32%)
[2025-12-16T20:19:08.741593] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-16T20:19:08.741728] [INFO ] [sig       ] CLRB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:08.878989] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CLRB.txt
[2025-12-16T20:19:08.879139] [INFO ] [sig       ] [719/3585] Completed CLRB in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-16T20:19:08.879180] [INFO ] [sig       ] [720/3585] Forecasting CLRO...
[2025-12-16T20:19:08.879208] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-16T20:19:08.879237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-16T20:19:08.890216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-16T20:19:08.890552] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-16T20:19:08.891326] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-16T20:19:08.891379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:08.891413] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:08.891442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:08.891498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:08.947843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:08.948608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:08.948687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:08.948719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:09.061123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:09.061272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:09.061310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:09.061358] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:09.065326] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: UP (p=75.69%)
[2025-12-16T20:19:09.065628] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-16T20:19:09.065751] [INFO ] [sig       ] CLRO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:09.220429] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CLRO.txt
[2025-12-16T20:19:09.220655] [INFO ] [sig       ] [720/3585] Completed CLRO in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-16T20:19:09.220701] [INFO ] [sig       ] [721/3585] Forecasting CLS...
[2025-12-16T20:19:09.220735] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-16T20:19:09.220767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-16T20:19:09.233596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-16T20:19:09.233944] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-16T20:19:09.234720] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-16T20:19:09.234774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:09.234807] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:09.234835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:09.234892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:09.292077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:09.292967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:09.293050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:09.293082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:09.417013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:09.417163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:09.417202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:09.417232] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:09.420755] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-16T20:19:09.421022] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-16T20:19:09.421144] [INFO ] [sig       ] CLS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:09.557927] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CLS.txt
[2025-12-16T20:19:09.558060] [INFO ] [sig       ] [721/3585] Completed CLS in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-16T20:19:09.558098] [INFO ] [sig       ] [722/3585] Forecasting CLX...
[2025-12-16T20:19:09.558126] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-16T20:19:09.558156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-16T20:19:09.569924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-16T20:19:09.570239] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-16T20:19:09.571012] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-16T20:19:09.571063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:09.571094] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:09.571120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:09.571175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:09.626547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:09.627247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:09.627359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:09.627400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:09.750236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:09.750385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:09.750424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:09.750452] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:09.753810] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-12-16T20:19:09.754071] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-16T20:19:09.754189] [INFO ] [sig       ] CLX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:09.891056] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CLX.txt
[2025-12-16T20:19:09.891193] [INFO ] [sig       ] [722/3585] Completed CLX in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-16T20:19:09.891233] [INFO ] [sig       ] [723/3585] Forecasting CM...
[2025-12-16T20:19:09.891269] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-16T20:19:09.891305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-16T20:19:09.902677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-16T20:19:09.902949] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-16T20:19:09.903699] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-16T20:19:09.903749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:09.903781] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:09.903807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:09.903862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:09.959678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:09.960495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:09.960596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:09.960631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:10.075372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:10.075530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:10.075589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:10.075622] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:10.078935] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=97.69%)
[2025-12-16T20:19:10.079230] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-16T20:19:10.079358] [INFO ] [sig       ] CM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:10.217635] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CM.txt
[2025-12-16T20:19:10.217790] [INFO ] [sig       ] [723/3585] Completed CM in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-16T20:19:10.217829] [INFO ] [sig       ] [724/3585] Forecasting CMA...
[2025-12-16T20:19:10.217859] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-16T20:19:10.217890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-16T20:19:10.231023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-16T20:19:10.231431] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-16T20:19:10.232293] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-16T20:19:10.232346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:10.232406] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:10.232447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:10.232505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:10.290436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:10.291292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:10.291373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:10.291405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:10.410304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:10.410463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:10.410506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:10.410533] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:10.413822] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: UP (p=56.35%)
[2025-12-16T20:19:10.414082] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-16T20:19:10.414201] [INFO ] [sig       ] CMA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:10.551510] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CMA.txt
[2025-12-16T20:19:10.551695] [INFO ] [sig       ] [724/3585] Completed CMA in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-16T20:19:10.551744] [INFO ] [sig       ] [725/3585] Forecasting CMC...
[2025-12-16T20:19:10.551776] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-16T20:19:10.551808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-16T20:19:10.563202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-16T20:19:10.563532] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-16T20:19:10.564341] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-16T20:19:10.564395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:10.564427] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:10.564456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:10.564513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:10.623644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:10.624356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:10.624438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:10.624472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:10.749894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:10.750043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:10.750084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:10.750113] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:10.753620] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=39.84%)
[2025-12-16T20:19:10.753935] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-16T20:19:10.754073] [INFO ] [sig       ] CMC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:10.894137] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CMC.txt
[2025-12-16T20:19:10.894276] [INFO ] [sig       ] [725/3585] Completed CMC in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-16T20:19:10.894317] [INFO ] [sig       ] [726/3585] Forecasting CMCM...
[2025-12-16T20:19:10.894347] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-16T20:19:10.894378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-16T20:19:10.905046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-16T20:19:10.905359] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-16T20:19:10.906178] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-16T20:19:10.906230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:10.906263] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:10.906290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:10.906346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:10.968040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:10.969189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:10.969301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:10.969356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:11.092594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:11.092741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:11.092781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:11.092811] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:11.096211] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=85.96%)
[2025-12-16T20:19:11.096477] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-16T20:19:11.096614] [INFO ] [sig       ] CMCM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:11.233076] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CMCM.txt
[2025-12-16T20:19:11.233207] [INFO ] [sig       ] [726/3585] Completed CMCM in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-16T20:19:11.233245] [INFO ] [sig       ] [727/3585] Forecasting CMCO...
[2025-12-16T20:19:11.233276] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-16T20:19:11.233305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-16T20:19:11.244262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-16T20:19:11.244556] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-16T20:19:11.245338] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-16T20:19:11.245390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:11.245423] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:11.245451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:11.245508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:11.302141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:11.302815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:11.302893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:11.302925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:11.419655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:11.419807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:11.419848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:11.419910] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:11.423300] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-12-16T20:19:11.423594] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-16T20:19:11.423723] [INFO ] [sig       ] CMCO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:11.566992] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CMCO.txt
[2025-12-16T20:19:11.567139] [INFO ] [sig       ] [727/3585] Completed CMCO in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-16T20:19:11.567179] [INFO ] [sig       ] [728/3585] Forecasting CMCSA...
[2025-12-16T20:19:11.567209] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-16T20:19:11.567247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-16T20:19:11.579771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-16T20:19:11.580085] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-16T20:19:11.580915] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-16T20:19:11.580974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:11.581015] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:11.581043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:11.581101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:11.639682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:11.640538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:11.640640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:11.640676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:11.763333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:11.763487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:11.763526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:11.763556] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:11.766912] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: DOWN (p=6.48%)
[2025-12-16T20:19:11.767184] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-16T20:19:11.767310] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:11.907013] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CMCSA.txt
[2025-12-16T20:19:11.907150] [INFO ] [sig       ] [728/3585] Completed CMCSA in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-16T20:19:11.907192] [INFO ] [sig       ] [729/3585] Forecasting CME...
[2025-12-16T20:19:11.907222] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-16T20:19:11.907253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-16T20:19:11.918966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-16T20:19:11.919322] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-16T20:19:11.920101] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-16T20:19:11.920153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:11.920184] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:11.920211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:11.920266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:11.976269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:11.976913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:11.976991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:11.977024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:12.099058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:12.099236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:12.099275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:12.099305] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:12.102634] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: UP (p=79.76%)
[2025-12-16T20:19:12.102929] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-16T20:19:12.103062] [INFO ] [sig       ] CME: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:12.238220] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CME.txt
[2025-12-16T20:19:12.238354] [INFO ] [sig       ] [729/3585] Completed CME in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-16T20:19:12.238393] [INFO ] [sig       ] [730/3585] Forecasting CMG...
[2025-12-16T20:19:12.238423] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-16T20:19:12.238453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-16T20:19:12.250132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-16T20:19:12.250427] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-16T20:19:12.251194] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-16T20:19:12.251245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:12.251275] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:12.251301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:12.251356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:12.307031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:12.307769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:12.307850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:12.307882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:12.425343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:12.425500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:12.425547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:12.425609] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:12.428896] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=70.00%)
[2025-12-16T20:19:12.429177] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-16T20:19:12.429303] [INFO ] [sig       ] CMG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:12.572082] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CMG.txt
[2025-12-16T20:19:12.572236] [INFO ] [sig       ] [730/3585] Completed CMG in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-16T20:19:12.572277] [INFO ] [sig       ] [731/3585] Forecasting CMI...
[2025-12-16T20:19:12.572306] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-16T20:19:12.572336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-16T20:19:12.584434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-16T20:19:12.584830] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-16T20:19:12.585661] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-16T20:19:12.585714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:12.585745] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:12.585770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:12.585825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:12.641345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:12.642248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:12.642334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:12.642367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:12.764089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:12.764247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:12.764285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:12.764313] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:12.767664] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=19.42%)
[2025-12-16T20:19:12.767970] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-16T20:19:12.768100] [INFO ] [sig       ] CMI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:12.910833] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CMI.txt
[2025-12-16T20:19:12.910987] [INFO ] [sig       ] [731/3585] Completed CMI in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-16T20:19:12.911027] [INFO ] [sig       ] [732/3585] Forecasting CMMB...
[2025-12-16T20:19:12.911057] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-16T20:19:12.911086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-16T20:19:12.921712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-16T20:19:12.922053] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-16T20:19:12.922823] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-16T20:19:12.922875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:12.922907] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:12.922934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:12.922990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:12.979275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:12.979917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:12.979996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:12.980027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:13.097275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:13.097427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:13.097467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:13.097497] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:13.100824] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: UP (p=84.26%)
[2025-12-16T20:19:13.101091] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-16T20:19:13.101215] [INFO ] [sig       ] CMMB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:13.237173] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CMMB.txt
[2025-12-16T20:19:13.237309] [INFO ] [sig       ] [732/3585] Completed CMMB in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-16T20:19:13.237348] [INFO ] [sig       ] [733/3585] Forecasting CMP...
[2025-12-16T20:19:13.237377] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-16T20:19:13.237408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-16T20:19:13.248693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-16T20:19:13.248972] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-16T20:19:13.249765] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-16T20:19:13.249816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:13.249848] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:13.249873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:13.249928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:13.305157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:13.305923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:13.306002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:13.306034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:13.425839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:13.426005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:13.426043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:13.426071] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:13.429367] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-12-16T20:19:13.429647] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-16T20:19:13.429768] [INFO ] [sig       ] CMP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:13.567012] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CMP.txt
[2025-12-16T20:19:13.567135] [INFO ] [sig       ] [733/3585] Completed CMP in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-16T20:19:13.567174] [INFO ] [sig       ] [734/3585] Forecasting CMPO...
[2025-12-16T20:19:13.567203] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-16T20:19:13.567232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-16T20:19:13.578345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-16T20:19:13.578625] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-16T20:19:13.579387] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-16T20:19:13.579437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:13.579468] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:13.579494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:13.579550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:13.635915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:13.636606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:13.636715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:13.636748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:13.761494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:13.761686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:13.761728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:13.761757] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:13.765125] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=45.72%)
[2025-12-16T20:19:13.765413] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-16T20:19:13.765539] [INFO ] [sig       ] CMPO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:13.905034] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CMPO.txt
[2025-12-16T20:19:13.905187] [INFO ] [sig       ] [734/3585] Completed CMPO in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-16T20:19:13.905228] [INFO ] [sig       ] [735/3585] Forecasting CMPS...
[2025-12-16T20:19:13.905257] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-16T20:19:13.905286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-16T20:19:13.916130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-16T20:19:13.916444] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-16T20:19:13.917223] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-16T20:19:13.917275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:13.917307] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:13.917333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:13.917399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:13.973374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:13.974091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:13.974170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:13.974202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:14.096135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:14.096285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:14.096325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:14.096355] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:14.099930] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: DOWN (p=37.96%)
[2025-12-16T20:19:14.100274] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-16T20:19:14.100419] [INFO ] [sig       ] CMPS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:14.241397] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CMPS.txt
[2025-12-16T20:19:14.241566] [INFO ] [sig       ] [735/3585] Completed CMPS in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-16T20:19:14.241625] [INFO ] [sig       ] [736/3585] Forecasting CMPX...
[2025-12-16T20:19:14.241656] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-16T20:19:14.241685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-16T20:19:14.252861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-16T20:19:14.253156] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-16T20:19:14.253920] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-16T20:19:14.253971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:14.254003] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:14.254029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:14.254084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:14.311436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:14.312281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:14.312367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:14.312407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:14.428371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:14.428517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:14.428558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:14.428604] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:14.431961] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=34.12%)
[2025-12-16T20:19:14.432236] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-16T20:19:14.432357] [INFO ] [sig       ] CMPX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:14.573510] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CMPX.txt
[2025-12-16T20:19:14.573665] [INFO ] [sig       ] [736/3585] Completed CMPX in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-16T20:19:14.573706] [INFO ] [sig       ] [737/3585] Forecasting CMRE...
[2025-12-16T20:19:14.573735] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-16T20:19:14.573764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-16T20:19:14.585040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-16T20:19:14.585316] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-16T20:19:14.586081] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-16T20:19:14.586142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:14.586175] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:14.586202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:14.586257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:14.643072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:14.643851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:14.643956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:14.643990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:14.764183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:14.764326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:14.764365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:14.764395] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:14.767740] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: DOWN (p=3.51%)
[2025-12-16T20:19:14.768002] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-16T20:19:14.768122] [INFO ] [sig       ] CMRE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:14.905878] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CMRE.txt
[2025-12-16T20:19:14.906060] [INFO ] [sig       ] [737/3585] Completed CMRE in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-16T20:19:14.906103] [INFO ] [sig       ] [738/3585] Forecasting CMS...
[2025-12-16T20:19:14.906132] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-16T20:19:14.906162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-16T20:19:14.917255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-16T20:19:14.917668] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-16T20:19:14.918514] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-16T20:19:14.918594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:14.918642] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:14.918673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:14.918731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:14.976918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:14.977785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:14.977869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:14.977904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:15.117491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:15.117658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:15.117698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:15.117726] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:15.121088] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=91.27%)
[2025-12-16T20:19:15.121351] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-16T20:19:15.121495] [INFO ] [sig       ] CMS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:15.258909] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CMS.txt
[2025-12-16T20:19:15.259017] [INFO ] [sig       ] [738/3585] Completed CMS in 0.4s | 2.94 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-16T20:19:15.259054] [INFO ] [sig       ] [739/3585] Forecasting CMSA...
[2025-12-16T20:19:15.259084] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-16T20:19:15.259113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-16T20:19:15.270162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-16T20:19:15.270468] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-16T20:19:15.271235] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-16T20:19:15.271286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:15.271317] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:15.271343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:15.271399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:15.328246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:15.328872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:15.328951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:15.328984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:15.444521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:15.444658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:15.444700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:15.444729] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:15.447878] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=52.34%)
[2025-12-16T20:19:15.448143] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-16T20:19:15.448260] [INFO ] [sig       ] CMSA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:15.585978] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CMSA.txt
[2025-12-16T20:19:15.586097] [INFO ] [sig       ] [739/3585] Completed CMSA in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-16T20:19:15.586136] [INFO ] [sig       ] [740/3585] Forecasting CMSC...
[2025-12-16T20:19:15.586165] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-16T20:19:15.586195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-16T20:19:15.598246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-16T20:19:15.598709] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-16T20:19:15.599543] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-16T20:19:15.599615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:15.599650] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:15.599678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:15.599736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:15.659001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:15.659953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:15.660042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:15.660075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:15.778991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:15.779177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:15.779221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:15.779248] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:15.782721] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=73.90%)
[2025-12-16T20:19:15.782984] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-16T20:19:15.783104] [INFO ] [sig       ] CMSC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:15.930470] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CMSC.txt
[2025-12-16T20:19:15.930653] [INFO ] [sig       ] [740/3585] Completed CMSC in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-16T20:19:15.930703] [INFO ] [sig       ] [741/3585] Forecasting CMSD...
[2025-12-16T20:19:15.930734] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-16T20:19:15.930763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-16T20:19:15.942379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-16T20:19:15.942728] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-16T20:19:15.943468] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-16T20:19:15.943518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:15.943592] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:15.943623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:15.943680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:15.999507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:16.000339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:16.000422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:16.000456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:16.123034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:16.123187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:16.123226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:16.123253] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:16.126679] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-12-16T20:19:16.126992] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-16T20:19:16.127130] [INFO ] [sig       ] CMSD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:16.288778] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CMSD.txt
[2025-12-16T20:19:16.288940] [INFO ] [sig       ] [741/3585] Completed CMSD in 0.4s | 2.94 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-16T20:19:16.288983] [INFO ] [sig       ] [742/3585] Forecasting CMTG...
[2025-12-16T20:19:16.289012] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-16T20:19:16.289042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-16T20:19:16.300001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-16T20:19:16.300291] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-16T20:19:16.301106] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-16T20:19:16.301158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:16.301202] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:16.301230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:16.301287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:16.357795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:16.358402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:16.358481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:16.358512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:16.478471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:16.478617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:16.478657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:16.478686] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:16.482004] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: UP (p=92.09%)
[2025-12-16T20:19:16.482280] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-16T20:19:16.482421] [INFO ] [sig       ] CMTG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:16.619851] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CMTG.txt
[2025-12-16T20:19:16.619971] [INFO ] [sig       ] [742/3585] Completed CMTG in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-16T20:19:16.620011] [INFO ] [sig       ] [743/3585] Forecasting CMTL...
[2025-12-16T20:19:16.620041] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-16T20:19:16.620072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-16T20:19:16.638707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-16T20:19:16.639005] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-16T20:19:16.639830] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-16T20:19:16.639882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:16.639915] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:16.639941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:16.640002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:16.697358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:16.698094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:16.698175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:16.698208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:16.821331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:16.821487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:16.821528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:16.821556] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:16.824978] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: UP (p=59.54%)
[2025-12-16T20:19:16.825273] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-16T20:19:16.825405] [INFO ] [sig       ] CMTL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:16.973476] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CMTL.txt
[2025-12-16T20:19:16.973670] [INFO ] [sig       ] [743/3585] Completed CMTL in 0.4s | 2.94 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-16T20:19:16.973714] [INFO ] [sig       ] [744/3585] Forecasting CNA...
[2025-12-16T20:19:16.973743] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-16T20:19:16.973774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-16T20:19:16.992539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-16T20:19:16.992944] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-16T20:19:16.993746] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-16T20:19:16.993799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:16.993830] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:16.993857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:16.993912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:17.050680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:17.051562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:17.051668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:17.051700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:17.170132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:17.170284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:17.170340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:17.170399] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:17.173826] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: UP (p=58.73%)
[2025-12-16T20:19:17.174096] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-16T20:19:17.174221] [INFO ] [sig       ] CNA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:17.311426] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CNA.txt
[2025-12-16T20:19:17.311567] [INFO ] [sig       ] [744/3585] Completed CNA in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-16T20:19:17.311626] [INFO ] [sig       ] [745/3585] Forecasting CNC...
[2025-12-16T20:19:17.311656] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-16T20:19:17.311690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-16T20:19:17.323787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-16T20:19:17.324095] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-16T20:19:17.324879] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-16T20:19:17.324932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:17.324965] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:17.324992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:17.325049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:17.383115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:17.384027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:17.384112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:17.384144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:17.504033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:17.504209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:17.504251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:17.504278] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:17.507721] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=18.01%)
[2025-12-16T20:19:17.508008] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-16T20:19:17.508140] [INFO ] [sig       ] CNC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:17.644497] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CNC.txt
[2025-12-16T20:19:17.644652] [INFO ] [sig       ] [745/3585] Completed CNC in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-16T20:19:17.644695] [INFO ] [sig       ] [746/3585] Forecasting CNF...
[2025-12-16T20:19:17.644724] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-16T20:19:17.644754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-16T20:19:17.655953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-16T20:19:17.656269] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-16T20:19:17.657026] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-16T20:19:17.657077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:17.657109] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:17.657135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:17.657191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:17.712310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:17.712921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:17.713010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:17.713043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:17.828864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:17.829030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:17.829076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:17.829109] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:17.833211] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=91.25%)
[2025-12-16T20:19:17.833560] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-16T20:19:17.833729] [INFO ] [sig       ] CNF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:17.972322] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CNF.txt
[2025-12-16T20:19:17.972444] [INFO ] [sig       ] [746/3585] Completed CNF in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-16T20:19:17.972482] [INFO ] [sig       ] [747/3585] Forecasting CNI...
[2025-12-16T20:19:17.972512] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-16T20:19:17.972542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-16T20:19:17.983876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-16T20:19:17.984136] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-16T20:19:17.984883] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-16T20:19:17.984934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:17.984964] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:17.984990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:17.985045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:18.040893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:18.041506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:18.041609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:18.041646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:18.161172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:18.161302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:18.161340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:18.161369] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:18.164677] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=96.18%)
[2025-12-16T20:19:18.164944] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-16T20:19:18.165067] [INFO ] [sig       ] CNI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:18.303974] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CNI.txt
[2025-12-16T20:19:18.304099] [INFO ] [sig       ] [747/3585] Completed CNI in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-16T20:19:18.304139] [INFO ] [sig       ] [748/3585] Forecasting CNK...
[2025-12-16T20:19:18.304169] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-16T20:19:18.304200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-16T20:19:18.315936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-16T20:19:18.316215] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-16T20:19:18.317014] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-16T20:19:18.317067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:18.317099] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:18.317138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:18.317196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:18.375486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:18.376160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:18.376239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:18.376273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:18.499290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:18.499442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:18.499481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:18.499513] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:18.502919] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: DOWN (p=32.72%)
[2025-12-16T20:19:18.503187] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-16T20:19:18.503307] [INFO ] [sig       ] CNK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:18.641820] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CNK.txt
[2025-12-16T20:19:18.641940] [INFO ] [sig       ] [748/3585] Completed CNK in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-16T20:19:18.641977] [INFO ] [sig       ] [749/3585] Forecasting CNM...
[2025-12-16T20:19:18.642007] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-16T20:19:18.642035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-16T20:19:18.654469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-16T20:19:18.654876] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-16T20:19:18.655748] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-16T20:19:18.655801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:18.655832] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:18.655858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:18.655913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:18.712053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:18.712995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:18.713081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:18.713113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:18.846593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:18.846758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:18.846800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:18.846829] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:18.850423] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-12-16T20:19:18.850722] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-16T20:19:18.850850] [INFO ] [sig       ] CNM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:18.988754] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CNM.txt
[2025-12-16T20:19:18.988909] [INFO ] [sig       ] [749/3585] Completed CNM in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-16T20:19:18.988950] [INFO ] [sig       ] [750/3585] Forecasting CNMD...
[2025-12-16T20:19:18.988979] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-16T20:19:18.989009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-16T20:19:19.001233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-16T20:19:19.001658] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-16T20:19:19.002454] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-16T20:19:19.002507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:19.002539] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:19.002567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:19.002652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:19.063384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:19.064248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:19.064339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:19.064375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:19.187279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:19.187429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:19.187473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:19.187508] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:19.190922] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-16T20:19:19.191190] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-16T20:19:19.191314] [INFO ] [sig       ] CNMD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:19.327411] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CNMD.txt
[2025-12-16T20:19:19.327535] [INFO ] [sig       ] [750/3585] Completed CNMD in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-16T20:19:19.327596] [INFO ] [sig       ] [751/3585] Forecasting CNNE...
[2025-12-16T20:19:19.327628] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-16T20:19:19.327657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-16T20:19:19.339754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-16T20:19:19.340035] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-16T20:19:19.340789] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-16T20:19:19.340839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:19.340870] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:19.340897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:19.340953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:19.397374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:19.398113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:19.398223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:19.398259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:19.522325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:19.522477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:19.522517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:19.522548] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:19.526001] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=66.24%)
[2025-12-16T20:19:19.526287] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-16T20:19:19.526412] [INFO ] [sig       ] CNNE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:19.664686] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CNNE.txt
[2025-12-16T20:19:19.664822] [INFO ] [sig       ] [751/3585] Completed CNNE in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-16T20:19:19.664861] [INFO ] [sig       ] [752/3585] Forecasting CNO...
[2025-12-16T20:19:19.664891] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-16T20:19:19.664927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-16T20:19:19.676221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-16T20:19:19.676518] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-16T20:19:19.677292] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-16T20:19:19.677345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:19.677377] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:19.677406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:19.677462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:19.735011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:19.735776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:19.735856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:19.735890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:19.855796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:19.855943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:19.855981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:19.856011] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:19.862705] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=9.84%)
[2025-12-16T20:19:19.863180] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-16T20:19:19.863357] [INFO ] [sig       ] CNO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:20.001552] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CNO.txt
[2025-12-16T20:19:20.001759] [INFO ] [sig       ] [752/3585] Completed CNO in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-16T20:19:20.001819] [INFO ] [sig       ] [753/3585] Forecasting CNOB...
[2025-12-16T20:19:20.001865] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-16T20:19:20.001912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-16T20:19:20.016090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-16T20:19:20.016459] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-16T20:19:20.017285] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-16T20:19:20.017339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:20.017373] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:20.017401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:20.017458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:20.080787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:20.081789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:20.081908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:20.081959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:20.206448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:20.206618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:20.206661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:20.206691] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:20.210150] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: DOWN (p=27.59%)
[2025-12-16T20:19:20.210418] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-16T20:19:20.210541] [INFO ] [sig       ] CNOB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:20.353623] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CNOB.txt
[2025-12-16T20:19:20.353759] [INFO ] [sig       ] [753/3585] Completed CNOB in 0.4s | 2.94 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-16T20:19:20.353799] [INFO ] [sig       ] [754/3585] Forecasting CNP...
[2025-12-16T20:19:20.353828] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-16T20:19:20.353858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-16T20:19:20.365501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-16T20:19:20.365843] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-16T20:19:20.366667] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-16T20:19:20.366720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:20.366753] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:20.366780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:20.366837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:20.423020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:20.423801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:20.423880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:20.423918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:20.549192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:20.549352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:20.549394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:20.549425] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:20.552890] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: UP (p=87.39%)
[2025-12-16T20:19:20.553172] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-16T20:19:20.553302] [INFO ] [sig       ] CNP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:20.696264] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CNP.txt
[2025-12-16T20:19:20.696415] [INFO ] [sig       ] [754/3585] Completed CNP in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-16T20:19:20.696455] [INFO ] [sig       ] [755/3585] Forecasting CNQ...
[2025-12-16T20:19:20.696485] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-16T20:19:20.696515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-16T20:19:20.707530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-16T20:19:20.707831] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-16T20:19:20.708594] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-16T20:19:20.708646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:20.708678] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:20.708705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:20.708765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:20.765470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:20.766297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:20.766378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:20.766410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:20.890700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:20.890853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:20.890900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:20.890937] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:20.894340] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: UP (p=75.99%)
[2025-12-16T20:19:20.894623] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-16T20:19:20.894747] [INFO ] [sig       ] CNQ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:21.042172] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CNQ.txt
[2025-12-16T20:19:21.042311] [INFO ] [sig       ] [755/3585] Completed CNQ in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-16T20:19:21.042351] [INFO ] [sig       ] [756/3585] Forecasting CNS...
[2025-12-16T20:19:21.042381] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-16T20:19:21.042411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-16T20:19:21.053614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-16T20:19:21.053901] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-16T20:19:21.054705] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-16T20:19:21.054759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:21.054791] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:21.054818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:21.054877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:21.111262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:21.111926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:21.112006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:21.112038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:21.230929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:21.231057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:21.231093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:21.231120] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:21.234797] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=79.85%)
[2025-12-16T20:19:21.235092] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-16T20:19:21.235220] [INFO ] [sig       ] CNS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:21.371334] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CNS.txt
[2025-12-16T20:19:21.371457] [INFO ] [sig       ] [756/3585] Completed CNS in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-16T20:19:21.371495] [INFO ] [sig       ] [757/3585] Forecasting CNSP...
[2025-12-16T20:19:21.371526] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-16T20:19:21.371555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-16T20:19:21.382682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-16T20:19:21.383019] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-16T20:19:21.383790] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-16T20:19:21.383847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:21.383882] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:21.383909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:21.383968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:21.440526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:21.441188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:21.441269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:21.441302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:21.563172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:21.563336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:21.563378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:21.563407] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:21.566824] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: UP (p=65.51%)
[2025-12-16T20:19:21.567088] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-16T20:19:21.567210] [INFO ] [sig       ] CNSP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:21.710047] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CNSP.txt
[2025-12-16T20:19:21.710183] [INFO ] [sig       ] [757/3585] Completed CNSP in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-16T20:19:21.710222] [INFO ] [sig       ] [758/3585] Forecasting CNTA...
[2025-12-16T20:19:21.710252] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-16T20:19:21.710283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-16T20:19:21.722345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-16T20:19:21.722677] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-16T20:19:21.723448] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-16T20:19:21.723501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:21.723561] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:21.723609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:21.723674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:21.781340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:21.782058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:21.782139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:21.782174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:21.899692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:21.899845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:21.899886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:21.899915] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:21.903303] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: DOWN (p=44.10%)
[2025-12-16T20:19:21.903562] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-16T20:19:21.903700] [INFO ] [sig       ] CNTA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:22.045995] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CNTA.txt
[2025-12-16T20:19:22.046121] [INFO ] [sig       ] [758/3585] Completed CNTA in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-16T20:19:22.046161] [INFO ] [sig       ] [759/3585] Forecasting CNTY...
[2025-12-16T20:19:22.046192] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-16T20:19:22.046222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-16T20:19:22.057432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-16T20:19:22.057735] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-16T20:19:22.058480] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-16T20:19:22.058530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:22.058561] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:22.058608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:22.058667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:22.116210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:22.116988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:22.117068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:22.117103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:22.241776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:22.241935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:22.241986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:22.242019] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:22.245507] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: UP (p=77.73%)
[2025-12-16T20:19:22.245810] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-16T20:19:22.245963] [INFO ] [sig       ] CNTY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:22.388627] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CNTY.txt
[2025-12-16T20:19:22.388761] [INFO ] [sig       ] [759/3585] Completed CNTY in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-16T20:19:22.388800] [INFO ] [sig       ] [760/3585] Forecasting CNVS...
[2025-12-16T20:19:22.388829] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-16T20:19:22.388859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-16T20:19:22.399992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-16T20:19:22.400285] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-16T20:19:22.401099] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-16T20:19:22.401152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:22.401185] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:22.401212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:22.401268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:22.458968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:22.459656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:22.459736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:22.459770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:22.580609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:22.580786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:22.580832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:22.580863] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:22.584414] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-12-16T20:19:22.584756] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-16T20:19:22.584895] [INFO ] [sig       ] CNVS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:22.728811] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CNVS.txt
[2025-12-16T20:19:22.728940] [INFO ] [sig       ] [760/3585] Completed CNVS in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-16T20:19:22.728980] [INFO ] [sig       ] [761/3585] Forecasting CNX...
[2025-12-16T20:19:22.729009] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-16T20:19:22.729039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-16T20:19:22.740354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-16T20:19:22.740761] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-16T20:19:22.741640] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-16T20:19:22.741705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:22.741739] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:22.741767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:22.741824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:22.800250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:22.801098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:22.801186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:22.801219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:22.924477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:22.924642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:22.924686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:22.924748] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:22.928156] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-12-16T20:19:22.928429] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-16T20:19:22.928553] [INFO ] [sig       ] CNX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:23.065422] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CNX.txt
[2025-12-16T20:19:23.065567] [INFO ] [sig       ] [761/3585] Completed CNX in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-16T20:19:23.065625] [INFO ] [sig       ] [762/3585] Forecasting CNXC...
[2025-12-16T20:19:23.065654] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-16T20:19:23.065685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-16T20:19:23.080405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-16T20:19:23.080861] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-16T20:19:23.081849] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-16T20:19:23.081911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:23.081952] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:23.081988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:23.082065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:23.143375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:23.144236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:23.144320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:23.144353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:23.264317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:23.264466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:23.264505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:23.264534] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:23.267994] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: UP (p=72.32%)
[2025-12-16T20:19:23.268254] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-16T20:19:23.268375] [INFO ] [sig       ] CNXC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:23.405240] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CNXC.txt
[2025-12-16T20:19:23.405393] [INFO ] [sig       ] [762/3585] Completed CNXC in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-16T20:19:23.405432] [INFO ] [sig       ] [763/3585] Forecasting CNXN...
[2025-12-16T20:19:23.405462] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-16T20:19:23.405492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-16T20:19:23.416364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-16T20:19:23.416695] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-16T20:19:23.417435] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-16T20:19:23.417486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:23.417517] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:23.417543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:23.417619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:23.475718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:23.476357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:23.476463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:23.476499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:23.596065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:23.596211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:23.596248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:23.596278] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:23.599590] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: DOWN (p=27.91%)
[2025-12-16T20:19:23.599859] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-16T20:19:23.599982] [INFO ] [sig       ] CNXN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:23.737589] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CNXN.txt
[2025-12-16T20:19:23.737766] [INFO ] [sig       ] [763/3585] Completed CNXN in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-16T20:19:23.737813] [INFO ] [sig       ] [764/3585] Forecasting COCO...
[2025-12-16T20:19:23.737844] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-16T20:19:23.737875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-16T20:19:23.749515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-16T20:19:23.749853] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-16T20:19:23.750676] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-16T20:19:23.750736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:23.750771] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:23.750799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:23.750856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:23.808564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:23.809360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:23.809446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:23.809479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:23.932945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:23.933093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:23.933131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:23.933159] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:23.936475] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: UP (p=96.89%)
[2025-12-16T20:19:23.936799] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-16T20:19:23.936921] [INFO ] [sig       ] COCO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:24.073123] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/COCO.txt
[2025-12-16T20:19:24.073252] [INFO ] [sig       ] [764/3585] Completed COCO in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-16T20:19:24.073295] [INFO ] [sig       ] [765/3585] Forecasting CODA...
[2025-12-16T20:19:24.073325] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-16T20:19:24.073355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-16T20:19:24.084368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-16T20:19:24.084728] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-16T20:19:24.085481] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-16T20:19:24.085531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:24.085563] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:24.085608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:24.085669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:24.142009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:24.142891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:24.142977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:24.143011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:24.256473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:24.256644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:24.256692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:24.256722] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:24.260189] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: UP (p=70.27%)
[2025-12-16T20:19:24.260469] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-16T20:19:24.260621] [INFO ] [sig       ] CODA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:24.404618] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CODA.txt
[2025-12-16T20:19:24.404818] [INFO ] [sig       ] [765/3585] Completed CODA in 0.3s | 2.95 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-16T20:19:24.404872] [INFO ] [sig       ] [766/3585] Forecasting CODI...
[2025-12-16T20:19:24.404911] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-16T20:19:24.404945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-16T20:19:24.416906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-16T20:19:24.417300] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-16T20:19:24.418163] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-16T20:19:24.418218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:24.418251] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:24.418278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:24.418334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:24.476806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:24.477708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:24.477811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:24.477847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:24.596737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:24.596888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:24.596926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:24.596955] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:24.600257] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-12-16T20:19:24.600535] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-16T20:19:24.600691] [INFO ] [sig       ] CODI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:24.737749] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CODI.txt
[2025-12-16T20:19:24.737890] [INFO ] [sig       ] [766/3585] Completed CODI in 0.3s | 2.95 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-16T20:19:24.737931] [INFO ] [sig       ] [767/3585] Forecasting COEP...
[2025-12-16T20:19:24.737961] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-16T20:19:24.737990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-16T20:19:24.748959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-16T20:19:24.749303] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-16T20:19:24.750131] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-16T20:19:24.750184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:24.750218] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:24.750246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:24.750303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:24.808256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:24.809036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:24.809119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:24.809178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:24.931147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:24.931298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:24.931338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:24.931369] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:24.934842] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=82.03%)
[2025-12-16T20:19:24.935118] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-16T20:19:24.935244] [INFO ] [sig       ] COEP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:25.075861] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/COEP.txt
[2025-12-16T20:19:25.076013] [INFO ] [sig       ] [767/3585] Completed COEP in 0.3s | 2.95 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-16T20:19:25.076070] [INFO ] [sig       ] [768/3585] Forecasting COF...
[2025-12-16T20:19:25.076101] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-16T20:19:25.076133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-16T20:19:25.087680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-16T20:19:25.088007] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-16T20:19:25.088790] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-16T20:19:25.088843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:25.088875] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:25.088903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:25.088959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:25.146541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:25.147605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:25.147766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:25.147812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:25.296722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:25.296879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:25.296936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:25.296966] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:25.300482] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=28.87%)
[2025-12-16T20:19:25.300773] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-16T20:19:25.300902] [INFO ] [sig       ] COF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:25.439458] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/COF.txt
[2025-12-16T20:19:25.439624] [INFO ] [sig       ] [768/3585] Completed COF in 0.4s | 2.94 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-16T20:19:25.439669] [INFO ] [sig       ] [769/3585] Forecasting COFS...
[2025-12-16T20:19:25.439700] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-16T20:19:25.439735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-16T20:19:25.450669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-16T20:19:25.450961] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-16T20:19:25.451770] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-16T20:19:25.451830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:25.451863] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:25.451891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:25.451947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:25.509149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:25.509860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:25.509955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:25.509990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:25.624770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:25.624919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:25.624959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:25.624989] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:25.628324] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-12-16T20:19:25.628608] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-16T20:19:25.628733] [INFO ] [sig       ] COFS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:25.769892] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/COFS.txt
[2025-12-16T20:19:25.770048] [INFO ] [sig       ] [769/3585] Completed COFS in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-16T20:19:25.770087] [INFO ] [sig       ] [770/3585] Forecasting COIN...
[2025-12-16T20:19:25.770116] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-16T20:19:25.770145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-16T20:19:25.781387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-16T20:19:25.781698] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-16T20:19:25.782457] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-16T20:19:25.782508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:25.782541] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:25.782568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:25.782644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:25.840470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:25.841315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:25.841397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:25.841432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:25.967084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:25.967233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:25.967273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:25.967303] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:25.970632] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: DOWN (p=27.57%)
[2025-12-16T20:19:25.970902] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-16T20:19:25.971025] [INFO ] [sig       ] COIN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:26.108552] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/COIN.txt
[2025-12-16T20:19:26.108715] [INFO ] [sig       ] [770/3585] Completed COIN in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-16T20:19:26.108762] [INFO ] [sig       ] [771/3585] Forecasting COKE...
[2025-12-16T20:19:26.108799] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-16T20:19:26.108832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-16T20:19:26.120024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-12-16T20:19:26.120321] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-16T20:19:26.121152] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-16T20:19:26.121205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:26.121240] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:26.121268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:26.121325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:26.179022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:26.179775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:26.179857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:26.179890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:26.300534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:26.300698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:26.300745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:26.300784] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:26.304209] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: DOWN (p=31.83%)
[2025-12-16T20:19:26.304479] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-16T20:19:26.304621] [INFO ] [sig       ] COKE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:26.463957] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/COKE.txt
[2025-12-16T20:19:26.464152] [INFO ] [sig       ] [771/3585] Completed COKE in 0.4s | 2.94 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-16T20:19:26.464218] [INFO ] [sig       ] [772/3585] Forecasting COLB...
[2025-12-16T20:19:26.464261] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-16T20:19:26.464302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-16T20:19:26.475865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-16T20:19:26.476202] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-16T20:19:26.477067] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-16T20:19:26.477121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:26.477166] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:26.477196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:26.477254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:26.533797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:26.534642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:26.534729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:26.534763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:26.658109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:26.658293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:26.658338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:26.658368] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:26.662029] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2025-12-16T20:19:26.662323] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-16T20:19:26.662455] [INFO ] [sig       ] COLB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:26.805618] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/COLB.txt
[2025-12-16T20:19:26.805792] [INFO ] [sig       ] [772/3585] Completed COLB in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-16T20:19:26.805835] [INFO ] [sig       ] [773/3585] Forecasting COLD...
[2025-12-16T20:19:26.805866] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-16T20:19:26.805898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-16T20:19:26.817659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-16T20:19:26.817991] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-16T20:19:26.818794] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-16T20:19:26.818846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:26.818880] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:26.818908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:26.818965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:26.878240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:26.879123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:26.879230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:26.879264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:27.007199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:27.007353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:27.007394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:27.007423] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:27.010851] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=48.10%)
[2025-12-16T20:19:27.011114] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-16T20:19:27.011239] [INFO ] [sig       ] COLD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:27.148041] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/COLD.txt
[2025-12-16T20:19:27.148198] [INFO ] [sig       ] [773/3585] Completed COLD in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-16T20:19:27.148239] [INFO ] [sig       ] [774/3585] Forecasting COLL...
[2025-12-16T20:19:27.148270] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-16T20:19:27.148299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-16T20:19:27.159470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-16T20:19:27.159766] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-16T20:19:27.160511] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-16T20:19:27.160562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:27.160614] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:27.160642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:27.160699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:27.215709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:27.216344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:27.216423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:27.216455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:27.339504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:27.339662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:27.339721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:27.339774] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:27.343094] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: DOWN (p=13.86%)
[2025-12-16T20:19:27.343362] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-16T20:19:27.343485] [INFO ] [sig       ] COLL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:27.484335] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/COLL.txt
[2025-12-16T20:19:27.484476] [INFO ] [sig       ] [774/3585] Completed COLL in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-16T20:19:27.484515] [INFO ] [sig       ] [775/3585] Forecasting COLM...
[2025-12-16T20:19:27.484544] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-16T20:19:27.484590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-16T20:19:27.495877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-16T20:19:27.496161] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-16T20:19:27.496968] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-16T20:19:27.497019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:27.497076] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:27.497104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:27.497161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:27.553067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:27.553682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:27.553772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:27.553805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:27.670714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:27.670850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:27.670887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:27.670916] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:27.674099] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-12-16T20:19:27.674359] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-16T20:19:27.674476] [INFO ] [sig       ] COLM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:27.812715] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/COLM.txt
[2025-12-16T20:19:27.812893] [INFO ] [sig       ] [775/3585] Completed COLM in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-16T20:19:27.812940] [INFO ] [sig       ] [776/3585] Forecasting COMM...
[2025-12-16T20:19:27.812986] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-16T20:19:27.813029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-16T20:19:27.826322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-16T20:19:27.826740] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-16T20:19:27.827669] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-16T20:19:27.827742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:27.827788] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:27.827827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:27.827900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:27.885839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:27.886728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:27.886810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:27.886842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:28.006566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:28.006729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:28.006768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:28.006797] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:28.010116] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=55.78%)
[2025-12-16T20:19:28.010384] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-16T20:19:28.010509] [INFO ] [sig       ] COMM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:28.144616] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/COMM.txt
[2025-12-16T20:19:28.144745] [INFO ] [sig       ] [776/3585] Completed COMM in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-16T20:19:28.144790] [INFO ] [sig       ] [777/3585] Forecasting COMP...
[2025-12-16T20:19:28.144827] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-16T20:19:28.144862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-16T20:19:28.155995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-16T20:19:28.156276] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-16T20:19:28.157029] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-16T20:19:28.157080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:28.157112] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:28.157139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:28.157194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:28.212955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:28.213695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:28.213775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:28.213807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:28.339495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:28.339708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:28.339748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:28.339777] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:28.343268] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=13.42%)
[2025-12-16T20:19:28.343538] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-16T20:19:28.343681] [INFO ] [sig       ] COMP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:28.482807] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/COMP.txt
[2025-12-16T20:19:28.482996] [INFO ] [sig       ] [777/3585] Completed COMP in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-16T20:19:28.483038] [INFO ] [sig       ] [778/3585] Forecasting CONL...
[2025-12-16T20:19:28.483067] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-16T20:19:28.483108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-16T20:19:28.497773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-16T20:19:28.498149] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-16T20:19:28.499078] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-16T20:19:28.499163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:28.499202] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:28.499231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:28.499298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:28.559949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:28.560842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:28.560932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:28.560964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:28.684071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:28.684236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:28.684282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:28.684342] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:28.687761] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: DOWN (p=13.90%)
[2025-12-16T20:19:28.688049] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-16T20:19:28.688174] [INFO ] [sig       ] CONL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:28.827814] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CONL.txt
[2025-12-16T20:19:28.827966] [INFO ] [sig       ] [778/3585] Completed CONL in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-16T20:19:28.828006] [INFO ] [sig       ] [779/3585] Forecasting COO...
[2025-12-16T20:19:28.828037] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-16T20:19:28.828066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-16T20:19:28.839875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-16T20:19:28.840178] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-16T20:19:28.840947] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-16T20:19:28.841000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:28.841034] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:28.841062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:28.841118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:28.898103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:28.898780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:28.898872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:28.898911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:29.020467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:29.020639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:29.020701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:29.020759] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:29.024153] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: DOWN (p=37.79%)
[2025-12-16T20:19:29.024422] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-16T20:19:29.024547] [INFO ] [sig       ] COO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:29.162657] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/COO.txt
[2025-12-16T20:19:29.162799] [INFO ] [sig       ] [779/3585] Completed COO in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-16T20:19:29.162843] [INFO ] [sig       ] [780/3585] Forecasting COP...
[2025-12-16T20:19:29.162874] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-16T20:19:29.162903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-16T20:19:29.174474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-16T20:19:29.174762] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-16T20:19:29.175489] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-16T20:19:29.175539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:29.175587] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:29.175617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:29.175673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:29.232151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:29.232808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:29.232888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:29.232922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:29.347742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:29.347895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:29.347938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:29.347967] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:29.351316] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=67.37%)
[2025-12-16T20:19:29.351600] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-16T20:19:29.351728] [INFO ] [sig       ] COP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:29.490609] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/COP.txt
[2025-12-16T20:19:29.490745] [INFO ] [sig       ] [780/3585] Completed COP in 0.3s | 2.95 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-16T20:19:29.490787] [INFO ] [sig       ] [781/3585] Forecasting COPP...
[2025-12-16T20:19:29.490817] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-16T20:19:29.490855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-16T20:19:29.502564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-16T20:19:29.502913] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-16T20:19:29.503686] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-16T20:19:29.503738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:29.503770] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:29.503796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:29.503852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:29.559871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:29.560514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:29.560614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:29.560666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:29.677781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:29.678060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:29.678104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:29.678134] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:29.681649] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=79.47%)
[2025-12-16T20:19:29.681936] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-16T20:19:29.682066] [INFO ] [sig       ] COPP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:29.818894] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/COPP.txt
[2025-12-16T20:19:29.819037] [INFO ] [sig       ] [781/3585] Completed COPP in 0.3s | 2.95 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-16T20:19:29.819076] [INFO ] [sig       ] [782/3585] Forecasting CORZ...
[2025-12-16T20:19:29.819107] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-16T20:19:29.819167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-16T20:19:29.831502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-16T20:19:29.831870] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-16T20:19:29.832665] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-16T20:19:29.832721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:29.832759] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:29.832793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:29.832863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:29.890355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:29.891162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:29.891250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:29.891284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:30.012981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:30.013132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:30.013169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:30.013197] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:30.016471] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: UP (p=61.43%)
[2025-12-16T20:19:30.016751] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-16T20:19:30.016870] [INFO ] [sig       ] CORZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:30.154612] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CORZ.txt
[2025-12-16T20:19:30.154748] [INFO ] [sig       ] [782/3585] Completed CORZ in 0.3s | 2.95 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-16T20:19:30.154790] [INFO ] [sig       ] [783/3585] Forecasting CORZZ...
[2025-12-16T20:19:30.154821] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-16T20:19:30.154850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-16T20:19:30.166477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-16T20:19:30.166839] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-16T20:19:30.167584] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-16T20:19:30.167636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:30.167668] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:30.167705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:30.167761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:30.225137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:30.225833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:30.225914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:30.225947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:30.336487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:30.336644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:30.336682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:30.336711] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:30.340004] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-12-16T20:19:30.340261] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-16T20:19:30.340380] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:30.480459] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CORZZ.txt
[2025-12-16T20:19:30.480611] [INFO ] [sig       ] [783/3585] Completed CORZZ in 0.3s | 2.95 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-16T20:19:30.480654] [INFO ] [sig       ] [784/3585] Forecasting COTY...
[2025-12-16T20:19:30.480686] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-16T20:19:30.480718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-16T20:19:30.492525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-16T20:19:30.492931] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-16T20:19:30.493725] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-16T20:19:30.493776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:30.493808] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:30.493834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:30.493889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:30.550370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:30.551239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:30.551324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:30.551356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:30.672661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:30.672819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:30.672858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:30.672886] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:30.676201] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: DOWN (p=21.93%)
[2025-12-16T20:19:30.676478] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-16T20:19:30.676619] [INFO ] [sig       ] COTY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:30.816378] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/COTY.txt
[2025-12-16T20:19:30.816535] [INFO ] [sig       ] [784/3585] Completed COTY in 0.3s | 2.95 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-16T20:19:30.816594] [INFO ] [sig       ] [785/3585] Forecasting COWG...
[2025-12-16T20:19:30.816627] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-16T20:19:30.816657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-16T20:19:30.828392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-16T20:19:30.828792] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-16T20:19:30.829608] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-16T20:19:30.829661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:30.829693] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:30.829720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:30.829777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:30.889195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:30.889948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:30.890057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:30.890092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:31.013620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:31.013772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:31.013814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:31.013843] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:31.017285] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=7.71%)
[2025-12-16T20:19:31.017559] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-16T20:19:31.017701] [INFO ] [sig       ] COWG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:31.214049] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/COWG.txt
[2025-12-16T20:19:31.214188] [INFO ] [sig       ] [785/3585] Completed COWG in 0.4s | 2.94 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-16T20:19:31.214227] [INFO ] [sig       ] [786/3585] Forecasting COYA...
[2025-12-16T20:19:31.214256] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-16T20:19:31.214285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-16T20:19:31.225841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-16T20:19:31.226164] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-16T20:19:31.226923] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-16T20:19:31.226974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:31.227006] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:31.227033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:31.227088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:31.283751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:31.284448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:31.284528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:31.284560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:31.396251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:31.396400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:31.396441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:31.396471] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:31.399918] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: DOWN (p=5.03%)
[2025-12-16T20:19:31.400190] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-16T20:19:31.400328] [INFO ] [sig       ] COYA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:31.543331] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/COYA.txt
[2025-12-16T20:19:31.543464] [INFO ] [sig       ] [786/3585] Completed COYA in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-16T20:19:31.543504] [INFO ] [sig       ] [787/3585] Forecasting CP...
[2025-12-16T20:19:31.543535] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-16T20:19:31.543598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-16T20:19:31.555746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-16T20:19:31.556046] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-16T20:19:31.556809] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-16T20:19:31.556864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:31.556895] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:31.556921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:31.556976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:31.616145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:31.616831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:31.616913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:31.616947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:31.745939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:31.746093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:31.746133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:31.746163] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:31.749661] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=94.79%)
[2025-12-16T20:19:31.749968] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-16T20:19:31.750092] [INFO ] [sig       ] CP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:31.896447] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CP.txt
[2025-12-16T20:19:31.896604] [INFO ] [sig       ] [787/3585] Completed CP in 0.4s | 2.94 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-16T20:19:31.896646] [INFO ] [sig       ] [788/3585] Forecasting CPA...
[2025-12-16T20:19:31.896675] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-16T20:19:31.896704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-16T20:19:31.908191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-16T20:19:31.908494] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-16T20:19:31.909301] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-16T20:19:31.909358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:31.909405] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:31.909436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:31.909497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:31.968487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:31.972189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:31.972301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:31.972337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:32.092383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:32.092528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:32.092568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:32.092617] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:32.096089] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=91.81%)
[2025-12-16T20:19:32.096371] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-16T20:19:32.096498] [INFO ] [sig       ] CPA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:32.240322] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CPA.txt
[2025-12-16T20:19:32.240483] [INFO ] [sig       ] [788/3585] Completed CPA in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-16T20:19:32.240523] [INFO ] [sig       ] [789/3585] Forecasting CPB...
[2025-12-16T20:19:32.240553] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-16T20:19:32.240603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-16T20:19:32.251797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-16T20:19:32.252097] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-16T20:19:32.252878] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-16T20:19:32.252930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:32.252962] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:32.252988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:32.253047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:32.310696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:32.311397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:32.311480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:32.311513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:32.428298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:32.428448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:32.428486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:32.428514] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:32.431928] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-16T20:19:32.432193] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-16T20:19:32.432314] [INFO ] [sig       ] CPB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:32.571717] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CPB.txt
[2025-12-16T20:19:32.571849] [INFO ] [sig       ] [789/3585] Completed CPB in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-16T20:19:32.571888] [INFO ] [sig       ] [790/3585] Forecasting CPF...
[2025-12-16T20:19:32.571917] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-16T20:19:32.571948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-16T20:19:32.588761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-16T20:19:32.589163] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-16T20:19:32.589931] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-16T20:19:32.589981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:32.590012] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:32.590039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:32.590095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:32.649231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:32.650006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:32.650089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:32.650124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:32.770709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:32.770867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:32.770907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:32.770938] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:32.774425] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: UP (p=50.54%)
[2025-12-16T20:19:32.774738] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-16T20:19:32.774886] [INFO ] [sig       ] CPF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:32.924594] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CPF.txt
[2025-12-16T20:19:32.924761] [INFO ] [sig       ] [790/3585] Completed CPF in 0.4s | 2.94 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-16T20:19:32.924802] [INFO ] [sig       ] [791/3585] Forecasting CPIX...
[2025-12-16T20:19:32.924831] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-16T20:19:32.924861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-16T20:19:32.936737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-16T20:19:32.937098] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-16T20:19:32.937900] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-16T20:19:32.937963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:32.937995] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:32.938021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:32.938075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:32.997478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:32.998367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:32.998450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:32.998482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:33.122592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:33.122737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:33.122777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:33.122806] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:33.126177] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: DOWN (p=8.78%)
[2025-12-16T20:19:33.126447] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-16T20:19:33.126588] [INFO ] [sig       ] CPIX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:33.267028] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CPIX.txt
[2025-12-16T20:19:33.267160] [INFO ] [sig       ] [791/3585] Completed CPIX in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-16T20:19:33.267200] [INFO ] [sig       ] [792/3585] Forecasting CPK...
[2025-12-16T20:19:33.267228] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-16T20:19:33.267258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-16T20:19:33.278421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-16T20:19:33.278743] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-16T20:19:33.279503] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-16T20:19:33.279554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:33.279635] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:33.279664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:33.279720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:33.336630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:33.337348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:33.337429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:33.337462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:33.456510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:33.456716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:33.456759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:33.456788] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:33.460960] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=96.82%)
[2025-12-16T20:19:33.461233] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-16T20:19:33.461357] [INFO ] [sig       ] CPK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:33.603831] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CPK.txt
[2025-12-16T20:19:33.603981] [INFO ] [sig       ] [792/3585] Completed CPK in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-16T20:19:33.604022] [INFO ] [sig       ] [793/3585] Forecasting CPNG...
[2025-12-16T20:19:33.604051] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-16T20:19:33.604082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-16T20:19:33.615214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-16T20:19:33.615500] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-16T20:19:33.616253] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-16T20:19:33.616304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:33.616335] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:33.616362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:33.616418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:33.673274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:33.674096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:33.674176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:33.674210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:33.803416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:33.803609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:33.803653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:33.803681] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:33.807264] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=70.43%)
[2025-12-16T20:19:33.807552] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-16T20:19:33.807728] [INFO ] [sig       ] CPNG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:33.949947] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CPNG.txt
[2025-12-16T20:19:33.950098] [INFO ] [sig       ] [793/3585] Completed CPNG in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-16T20:19:33.950137] [INFO ] [sig       ] [794/3585] Forecasting CPRI...
[2025-12-16T20:19:33.950165] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-16T20:19:33.950196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-16T20:19:33.961723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-16T20:19:33.962092] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-16T20:19:33.962875] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-16T20:19:33.962927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:33.962958] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:33.962983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:33.963038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:34.021730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:34.022561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:34.022662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:34.022696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:34.146181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:34.146338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:34.146377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:34.146406] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:34.149910] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-12-16T20:19:34.150204] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-16T20:19:34.150331] [INFO ] [sig       ] CPRI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:34.300335] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CPRI.txt
[2025-12-16T20:19:34.300484] [INFO ] [sig       ] [794/3585] Completed CPRI in 0.4s | 2.94 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-16T20:19:34.300524] [INFO ] [sig       ] [795/3585] Forecasting CPRX...
[2025-12-16T20:19:34.300554] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-16T20:19:34.300604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-16T20:19:34.312178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-16T20:19:34.312516] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-16T20:19:34.313298] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-16T20:19:34.313350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:34.313383] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:34.313411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:34.313467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:34.371496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:34.372371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:34.372455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:34.372489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:34.493013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:34.493159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:34.493200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:34.493262] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:34.496967] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2025-12-16T20:19:34.497260] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-16T20:19:34.497403] [INFO ] [sig       ] CPRX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:34.643889] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CPRX.txt
[2025-12-16T20:19:34.644023] [INFO ] [sig       ] [795/3585] Completed CPRX in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-16T20:19:34.644061] [INFO ] [sig       ] [796/3585] Forecasting CPS...
[2025-12-16T20:19:34.644091] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-16T20:19:34.644121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-16T20:19:34.655748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-16T20:19:34.656041] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-16T20:19:34.656833] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-16T20:19:34.656913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:34.656950] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:34.656978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:34.657037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:34.715367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:34.716293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:34.716376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:34.716411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:34.839864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:34.840021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:34.840062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:34.840091] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:34.843480] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: DOWN (p=17.27%)
[2025-12-16T20:19:34.843767] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-16T20:19:34.843890] [INFO ] [sig       ] CPS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:34.999491] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CPS.txt
[2025-12-16T20:19:34.999642] [INFO ] [sig       ] [796/3585] Completed CPS in 0.4s | 2.94 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-16T20:19:34.999684] [INFO ] [sig       ] [797/3585] Forecasting CPSH...
[2025-12-16T20:19:34.999713] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-16T20:19:34.999742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-16T20:19:35.011238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-16T20:19:35.011529] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-16T20:19:35.012312] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-16T20:19:35.012369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:35.012430] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:35.012467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:35.012528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:35.070210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:35.070896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:35.070992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:35.071033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:35.194539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:35.194709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:35.194751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:35.194781] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:35.198307] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-12-16T20:19:35.198619] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-16T20:19:35.198751] [INFO ] [sig       ] CPSH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:35.337180] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CPSH.txt
[2025-12-16T20:19:35.337327] [INFO ] [sig       ] [797/3585] Completed CPSH in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-16T20:19:35.337366] [INFO ] [sig       ] [798/3585] Forecasting CPSS...
[2025-12-16T20:19:35.337396] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-16T20:19:35.337426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-16T20:19:35.349610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-16T20:19:35.349985] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-16T20:19:35.350788] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-16T20:19:35.350840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:35.350872] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:35.350898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:35.350955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:35.406947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:35.407754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:35.407840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:35.407879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:35.511043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:35.511204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:35.511242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:35.511269] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:35.514616] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=92.87%)
[2025-12-16T20:19:35.514891] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-16T20:19:35.515034] [INFO ] [sig       ] CPSS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:35.653295] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CPSS.txt
[2025-12-16T20:19:35.653435] [INFO ] [sig       ] [798/3585] Completed CPSS in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-16T20:19:35.653474] [INFO ] [sig       ] [799/3585] Forecasting CPZ...
[2025-12-16T20:19:35.653505] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-16T20:19:35.653535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-16T20:19:35.665297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-16T20:19:35.665611] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-16T20:19:35.666425] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-16T20:19:35.666477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:35.666510] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:35.666537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:35.666621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:35.727886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:35.728794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:35.728885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:35.728920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:35.849409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:35.849562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:35.849619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:35.849647] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:35.852982] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: UP (p=82.68%)
[2025-12-16T20:19:35.853249] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-16T20:19:35.853368] [INFO ] [sig       ] CPZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:35.987521] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CPZ.txt
[2025-12-16T20:19:35.987689] [INFO ] [sig       ] [799/3585] Completed CPZ in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-16T20:19:35.987736] [INFO ] [sig       ] [800/3585] Forecasting CQP...
[2025-12-16T20:19:35.987766] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-16T20:19:35.987796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-16T20:19:35.999566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-16T20:19:35.999923] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-16T20:19:36.000735] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-16T20:19:36.000788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:36.000821] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:36.000847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:36.000904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:36.056415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:36.057209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:36.057290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:36.057324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:36.176096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:36.176250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:36.176288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:36.176316] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:36.179964] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-12-16T20:19:36.180273] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-16T20:19:36.180405] [INFO ] [sig       ] CQP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:36.320490] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CQP.txt
[2025-12-16T20:19:36.320662] [INFO ] [sig       ] [800/3585] Completed CQP in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-16T20:19:36.320707] [INFO ] [sig       ] [801/3585] Forecasting CRAI...
[2025-12-16T20:19:36.320739] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-16T20:19:36.320768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-16T20:19:36.332219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-16T20:19:36.332516] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-16T20:19:36.333361] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-16T20:19:36.333413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:36.333445] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:36.333471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:36.333527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:36.391386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:36.392078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:36.392157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:36.392189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:36.512036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:36.512180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:36.512217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:36.512246] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:36.515511] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-12-16T20:19:36.515788] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-16T20:19:36.515925] [INFO ] [sig       ] CRAI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:36.655174] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CRAI.txt
[2025-12-16T20:19:36.655312] [INFO ] [sig       ] [801/3585] Completed CRAI in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-16T20:19:36.655352] [INFO ] [sig       ] [802/3585] Forecasting CRBG...
[2025-12-16T20:19:36.655383] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-16T20:19:36.655413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-16T20:19:36.667710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-16T20:19:36.668011] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-16T20:19:36.668861] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-16T20:19:36.668913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:36.668946] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:36.668973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:36.669029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:36.726454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:36.727294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:36.727406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:36.727440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:36.844846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:36.844995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:36.845034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:36.845063] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:36.848453] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: DOWN (p=28.28%)
[2025-12-16T20:19:36.848738] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-16T20:19:36.848860] [INFO ] [sig       ] CRBG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:36.984360] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CRBG.txt
[2025-12-16T20:19:36.984497] [INFO ] [sig       ] [802/3585] Completed CRBG in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-16T20:19:36.984537] [INFO ] [sig       ] [803/3585] Forecasting CRBP...
[2025-12-16T20:19:36.984568] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-16T20:19:36.984620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-16T20:19:36.996536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-16T20:19:36.996853] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-16T20:19:36.997689] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-16T20:19:36.997741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:36.997774] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:36.997801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:36.997857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:37.055376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:37.056094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:37.056195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:37.056229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:37.175006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:37.175174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:37.175231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:37.175263] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:37.178835] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: UP (p=52.21%)
[2025-12-16T20:19:37.179152] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-16T20:19:37.179290] [INFO ] [sig       ] CRBP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:37.337493] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CRBP.txt
[2025-12-16T20:19:37.337657] [INFO ] [sig       ] [803/3585] Completed CRBP in 0.4s | 2.94 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-16T20:19:37.337698] [INFO ] [sig       ] [804/3585] Forecasting CRC...
[2025-12-16T20:19:37.337728] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-16T20:19:37.337758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-16T20:19:37.349631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-16T20:19:37.349983] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-16T20:19:37.350775] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-16T20:19:37.350831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:37.350862] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:37.350888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:37.350945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:37.406422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:37.407275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:37.407357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:37.407389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:37.526307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:37.526452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:37.526491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:37.526520] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:37.529860] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=94.62%)
[2025-12-16T20:19:37.530152] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-16T20:19:37.530272] [INFO ] [sig       ] CRC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:37.668010] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CRC.txt
[2025-12-16T20:19:37.668142] [INFO ] [sig       ] [804/3585] Completed CRC in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-16T20:19:37.668179] [INFO ] [sig       ] [805/3585] Forecasting CRDF...
[2025-12-16T20:19:37.668208] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-16T20:19:37.668237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-16T20:19:37.679913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-16T20:19:37.680232] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-16T20:19:37.681054] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-16T20:19:37.681118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:37.681154] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:37.681181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:37.681237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:37.742901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:37.743706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:37.743803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:37.743837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:37.860864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:37.861026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:37.861072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:37.861107] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:37.864480] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: DOWN (p=19.49%)
[2025-12-16T20:19:37.864761] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-16T20:19:37.864881] [INFO ] [sig       ] CRDF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:38.001985] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CRDF.txt
[2025-12-16T20:19:38.002151] [INFO ] [sig       ] [805/3585] Completed CRDF in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-16T20:19:38.002191] [INFO ] [sig       ] [806/3585] Forecasting CRDO...
[2025-12-16T20:19:38.002221] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-16T20:19:38.002251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-16T20:19:38.013688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-16T20:19:38.013994] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-16T20:19:38.014792] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-16T20:19:38.014845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:38.014878] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:38.014905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:38.014963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:38.070801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:38.071422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:38.071499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:38.071531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:38.189961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:38.190121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:38.190158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:38.190186] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:38.193500] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: UP (p=60.68%)
[2025-12-16T20:19:38.193784] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-16T20:19:38.193906] [INFO ] [sig       ] CRDO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:38.331597] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CRDO.txt
[2025-12-16T20:19:38.331724] [INFO ] [sig       ] [806/3585] Completed CRDO in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-16T20:19:38.331762] [INFO ] [sig       ] [807/3585] Forecasting CREG...
[2025-12-16T20:19:38.331792] [INFO ] [sig       ] Generating forecast for: CREG
[2025-12-16T20:19:38.331822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREG' from 'https://tdm.silogroup.org/data/derivative_storage/CREG.csv'.
[2025-12-16T20:19:38.342817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREG'.
[2025-12-16T20:19:38.343136] [INFO ] [FORECASTER] Starting predict_future for CREG
[2025-12-16T20:19:38.343915] [DEBUG] [LOCAL     ] No optimal features file found for CREG: ./output/feature-sets/CREG.txt
[2025-12-16T20:19:38.343966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:38.344007] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:38.344035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:38.344091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:38.400239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:38.401087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:38.401170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:38.401201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:38.507377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:38.507523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:38.507563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:38.507612] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:38.511068] [DEBUG] [FORECASTER] CREG: Forecast T+1@11:T+2@11: UP (p=91.81%)
[2025-12-16T20:19:38.511336] [INFO ] [FORECASTER] Completed predict_future for CREG
[2025-12-16T20:19:38.511458] [INFO ] [sig       ] CREG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:38.650493] [INFO ] [LOCAL     ] Saved forecast: CREG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CREG.txt
[2025-12-16T20:19:38.650639] [INFO ] [sig       ] [807/3585] Completed CREG in 0.3s | 2.95 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-16T20:19:38.650679] [INFO ] [sig       ] [808/3585] Forecasting CRESY...
[2025-12-16T20:19:38.650708] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-16T20:19:38.650738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-16T20:19:38.661893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-16T20:19:38.662163] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-16T20:19:38.662970] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-16T20:19:38.663024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:38.663058] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:38.663085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:38.663142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:38.725153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:38.725956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:38.726041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:38.726075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:38.850228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:38.850376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:38.850416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:38.850452] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:38.853945] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: UP (p=81.69%)
[2025-12-16T20:19:38.854249] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-16T20:19:38.854372] [INFO ] [sig       ] CRESY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:38.993739] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CRESY.txt
[2025-12-16T20:19:38.993870] [INFO ] [sig       ] [808/3585] Completed CRESY in 0.3s | 2.95 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-16T20:19:38.993910] [INFO ] [sig       ] [809/3585] Forecasting CREX...
[2025-12-16T20:19:38.993939] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-16T20:19:38.993970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-16T20:19:39.006692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-16T20:19:39.007030] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-16T20:19:39.007840] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-16T20:19:39.007893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:39.007958] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:39.007995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:39.008071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:39.066118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:39.066834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:39.066913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:39.066952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:39.189744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:39.189891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:39.189931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:39.189964] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:39.193428] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: UP (p=57.18%)
[2025-12-16T20:19:39.193723] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-16T20:19:39.193848] [INFO ] [sig       ] CREX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:39.332049] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CREX.txt
[2025-12-16T20:19:39.332169] [INFO ] [sig       ] [809/3585] Completed CREX in 0.3s | 2.95 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-16T20:19:39.332208] [INFO ] [sig       ] [810/3585] Forecasting CRGO...
[2025-12-16T20:19:39.332238] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-16T20:19:39.332267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-16T20:19:39.343706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-16T20:19:39.344029] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-16T20:19:39.344807] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-16T20:19:39.344858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:39.344890] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:39.344916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:39.344971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:39.400751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:39.401365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:39.401443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:39.401475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:39.520950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:39.521100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:39.521141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:39.521169] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:39.524429] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=10.11%)
[2025-12-16T20:19:39.524711] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-16T20:19:39.524832] [INFO ] [sig       ] CRGO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:39.661862] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CRGO.txt
[2025-12-16T20:19:39.662002] [INFO ] [sig       ] [810/3585] Completed CRGO in 0.3s | 2.95 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-16T20:19:39.662041] [INFO ] [sig       ] [811/3585] Forecasting CRGY...
[2025-12-16T20:19:39.662075] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-16T20:19:39.662106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-16T20:19:39.673653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-16T20:19:39.673959] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-16T20:19:39.674737] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-16T20:19:39.674789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:39.674821] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:39.674848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:39.674903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:39.734039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:39.734819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:39.734898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:39.734932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:39.854953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:39.855109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:39.855148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:39.855176] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:39.858540] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-16T20:19:39.858821] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-16T20:19:39.858942] [INFO ] [sig       ] CRGY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:39.995382] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CRGY.txt
[2025-12-16T20:19:39.995503] [INFO ] [sig       ] [811/3585] Completed CRGY in 0.3s | 2.95 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-16T20:19:39.995540] [INFO ] [sig       ] [812/3585] Forecasting CRH...
[2025-12-16T20:19:39.995586] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-16T20:19:39.995619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-16T20:19:40.007377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-16T20:19:40.007737] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-16T20:19:40.008512] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-16T20:19:40.008563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:40.008614] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:40.008643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:40.008699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:40.066618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:40.067284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:40.067365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:40.067399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:40.193791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:40.193946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:40.193986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:40.194048] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:40.198462] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: UP (p=97.10%)
[2025-12-16T20:19:40.198795] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-16T20:19:40.198936] [INFO ] [sig       ] CRH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:40.335381] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CRH.txt
[2025-12-16T20:19:40.335507] [INFO ] [sig       ] [812/3585] Completed CRH in 0.3s | 2.95 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-16T20:19:40.335547] [INFO ] [sig       ] [813/3585] Forecasting CRI...
[2025-12-16T20:19:40.335606] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-16T20:19:40.335640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-16T20:19:40.346976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-16T20:19:40.347292] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-16T20:19:40.348111] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-16T20:19:40.348165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:40.348199] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:40.348229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:40.348286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:40.405668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:40.406303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:40.406385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:40.406420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:40.528562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:40.528721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:40.528762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:40.528792] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:40.532202] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=37.49%)
[2025-12-16T20:19:40.532475] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-16T20:19:40.532623] [INFO ] [sig       ] CRI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:40.670101] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CRI.txt
[2025-12-16T20:19:40.670237] [INFO ] [sig       ] [813/3585] Completed CRI in 0.3s | 2.95 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-16T20:19:40.670277] [INFO ] [sig       ] [814/3585] Forecasting CRIS...
[2025-12-16T20:19:40.670310] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-16T20:19:40.670341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-16T20:19:40.681706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-12-16T20:19:40.682007] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-16T20:19:40.682768] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-16T20:19:40.682828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:40.682861] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:40.682888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:40.682945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:40.739159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:40.739879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:40.739960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:40.739993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:40.859014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:40.859193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:40.859234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:40.859279] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:40.862671] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: UP (p=95.61%)
[2025-12-16T20:19:40.862937] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-16T20:19:40.863058] [INFO ] [sig       ] CRIS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:40.999470] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CRIS.txt
[2025-12-16T20:19:40.999641] [INFO ] [sig       ] [814/3585] Completed CRIS in 0.3s | 2.95 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-16T20:19:40.999684] [INFO ] [sig       ] [815/3585] Forecasting CRK...
[2025-12-16T20:19:40.999713] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-16T20:19:40.999744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-16T20:19:41.011472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-16T20:19:41.011853] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-16T20:19:41.012620] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-16T20:19:41.012672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:41.012703] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:41.012730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:41.012785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:41.067787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:41.068425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:41.068504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:41.068536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:41.186521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:41.186690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:41.186730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:41.186758] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:41.190111] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: UP (p=51.80%)
[2025-12-16T20:19:41.190382] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-16T20:19:41.190506] [INFO ] [sig       ] CRK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:41.326743] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CRK.txt
[2025-12-16T20:19:41.326878] [INFO ] [sig       ] [815/3585] Completed CRK in 0.3s | 2.95 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-16T20:19:41.326920] [INFO ] [sig       ] [816/3585] Forecasting CRL...
[2025-12-16T20:19:41.326949] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-16T20:19:41.326979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-16T20:19:41.338781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-16T20:19:41.339110] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-16T20:19:41.339996] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-16T20:19:41.340050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:41.340084] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:41.340112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:41.340168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:41.397298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:41.398072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:41.398151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:41.398197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:41.521247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:41.521396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:41.521434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:41.521463] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:41.524769] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: DOWN (p=18.89%)
[2025-12-16T20:19:41.525048] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-16T20:19:41.525185] [INFO ] [sig       ] CRL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:41.663392] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CRL.txt
[2025-12-16T20:19:41.663522] [INFO ] [sig       ] [816/3585] Completed CRL in 0.3s | 2.95 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-16T20:19:41.663561] [INFO ] [sig       ] [817/3585] Forecasting CRM...
[2025-12-16T20:19:41.663609] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-16T20:19:41.663639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-16T20:19:41.675322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-16T20:19:41.675656] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-16T20:19:41.676448] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-16T20:19:41.676501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:41.676534] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:41.676562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:41.676650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:41.732518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:41.733227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:41.733305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:41.733337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:41.853976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:41.854127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:41.854166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:41.854195] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:41.857553] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: DOWN (p=41.91%)
[2025-12-16T20:19:41.857834] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-16T20:19:41.857954] [INFO ] [sig       ] CRM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:41.994923] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CRM.txt
[2025-12-16T20:19:41.995044] [INFO ] [sig       ] [817/3585] Completed CRM in 0.3s | 2.95 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-16T20:19:41.995083] [INFO ] [sig       ] [818/3585] Forecasting CRMD...
[2025-12-16T20:19:41.995114] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-16T20:19:41.995144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-16T20:19:42.006656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-16T20:19:42.006950] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-16T20:19:42.007744] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-16T20:19:42.007796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:42.007828] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:42.007855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:42.007921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:42.065604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:42.066257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:42.066337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:42.066371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:42.182796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:42.182936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:42.182975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:42.183004] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:42.186342] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=6.11%)
[2025-12-16T20:19:42.186673] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-16T20:19:42.186810] [INFO ] [sig       ] CRMD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:42.324361] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CRMD.txt
[2025-12-16T20:19:42.324477] [INFO ] [sig       ] [818/3585] Completed CRMD in 0.3s | 2.95 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-16T20:19:42.324516] [INFO ] [sig       ] [819/3585] Forecasting CRML...
[2025-12-16T20:19:42.324544] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-16T20:19:42.324590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-16T20:19:42.335684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-16T20:19:42.335966] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-16T20:19:42.336759] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-16T20:19:42.336810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:42.336842] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:42.336870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:42.336926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:42.393910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:42.394745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:42.394869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:42.394916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:42.513349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:42.513492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:42.513531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:42.513560] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:42.516906] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: UP (p=73.90%)
[2025-12-16T20:19:42.517179] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-16T20:19:42.517302] [INFO ] [sig       ] CRML: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:42.655084] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CRML.txt
[2025-12-16T20:19:42.655251] [INFO ] [sig       ] [819/3585] Completed CRML in 0.3s | 2.95 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-16T20:19:42.655292] [INFO ] [sig       ] [820/3585] Forecasting CRNC...
[2025-12-16T20:19:42.655322] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-16T20:19:42.655352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-16T20:19:42.666751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-16T20:19:42.667098] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-16T20:19:42.667887] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-16T20:19:42.667950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:42.667984] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:42.668010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:42.668065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:42.725409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:42.726289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:42.726375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:42.726407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:42.846627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:42.846775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:42.846814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:42.846844] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:42.850292] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: UP (p=68.36%)
[2025-12-16T20:19:42.850568] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-16T20:19:42.850713] [INFO ] [sig       ] CRNC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:42.989163] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CRNC.txt
[2025-12-16T20:19:42.989297] [INFO ] [sig       ] [820/3585] Completed CRNC in 0.3s | 2.95 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-16T20:19:42.989336] [INFO ] [sig       ] [821/3585] Forecasting CRNX...
[2025-12-16T20:19:42.989365] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-16T20:19:42.989394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-16T20:19:43.000692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-16T20:19:43.001007] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-16T20:19:43.001786] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-16T20:19:43.001838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:43.001870] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:43.001897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:43.001952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:43.064080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:43.065133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:43.065225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:43.065454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:43.200097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:43.200254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:43.200294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:43.200323] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:43.204050] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=28.57%)
[2025-12-16T20:19:43.204391] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-16T20:19:43.204537] [INFO ] [sig       ] CRNX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:43.423638] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CRNX.txt
[2025-12-16T20:19:43.423860] [INFO ] [sig       ] [821/3585] Completed CRNX in 0.4s | 2.94 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-16T20:19:43.423912] [INFO ] [sig       ] [822/3585] Forecasting CRON...
[2025-12-16T20:19:43.423950] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-16T20:19:43.423991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-16T20:19:43.442402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-16T20:19:43.443319] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-16T20:19:43.444868] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-16T20:19:43.444957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:43.445012] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:43.445069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:43.445182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:43.532743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:43.533989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:43.534147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:43.534202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:43.709286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:43.709475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:43.709525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:43.709561] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:43.716335] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=39.06%)
[2025-12-16T20:19:43.716861] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-16T20:19:43.717059] [INFO ] [sig       ] CRON: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:43.930565] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CRON.txt
[2025-12-16T20:19:43.930847] [INFO ] [sig       ] [822/3585] Completed CRON in 0.5s | 2.94 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-16T20:19:43.930900] [INFO ] [sig       ] [823/3585] Forecasting CROX...
[2025-12-16T20:19:43.930939] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-16T20:19:43.930979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-16T20:19:43.947987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-16T20:19:43.948477] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-16T20:19:43.949549] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-16T20:19:43.949628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:43.949662] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:43.949689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:43.949746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:44.035512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:44.036751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:44.036870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:44.036920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:44.183199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:44.183360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:44.183400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:44.183428] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:44.187602] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: UP (p=89.93%)
[2025-12-16T20:19:44.188066] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-16T20:19:44.188274] [INFO ] [sig       ] CROX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:44.329522] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CROX.txt
[2025-12-16T20:19:44.329686] [INFO ] [sig       ] [823/3585] Completed CROX in 0.4s | 2.94 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-16T20:19:44.329728] [INFO ] [sig       ] [824/3585] Forecasting CRS...
[2025-12-16T20:19:44.329759] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-16T20:19:44.329790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-16T20:19:44.340806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-16T20:19:44.341135] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-16T20:19:44.341937] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-16T20:19:44.341989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:44.342022] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:44.342049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:44.342105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:44.399118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:44.400001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:44.400086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:44.400126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:44.518168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:44.518319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:44.518358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:44.518387] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:44.521710] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: UP (p=64.05%)
[2025-12-16T20:19:44.521981] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-16T20:19:44.522105] [INFO ] [sig       ] CRS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:44.660635] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CRS.txt
[2025-12-16T20:19:44.660771] [INFO ] [sig       ] [824/3585] Completed CRS in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-16T20:19:44.660810] [INFO ] [sig       ] [825/3585] Forecasting CRSP...
[2025-12-16T20:19:44.660841] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-16T20:19:44.660873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-16T20:19:44.671744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-16T20:19:44.672028] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-16T20:19:44.672787] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-16T20:19:44.672839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:44.672871] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:44.672898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:44.672952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:44.728847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:44.729560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:44.729654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:44.729687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:44.847316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:44.847460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:44.847501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:44.847530] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:44.850858] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: UP (p=83.49%)
[2025-12-16T20:19:44.851157] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-16T20:19:44.851295] [INFO ] [sig       ] CRSP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:44.987678] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CRSP.txt
[2025-12-16T20:19:44.987825] [INFO ] [sig       ] [825/3585] Completed CRSP in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-16T20:19:44.987866] [INFO ] [sig       ] [826/3585] Forecasting CRTO...
[2025-12-16T20:19:44.987896] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-16T20:19:44.987927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-16T20:19:44.998982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-16T20:19:44.999378] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-16T20:19:45.000156] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-16T20:19:45.000208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:45.000265] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:45.000294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:45.000350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:45.056966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:45.057845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:45.057932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:45.057967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:45.183037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:45.183194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:45.183234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:45.183262] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:45.186551] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=11.35%)
[2025-12-16T20:19:45.186833] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-16T20:19:45.186954] [INFO ] [sig       ] CRTO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:45.322357] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CRTO.txt
[2025-12-16T20:19:45.322498] [INFO ] [sig       ] [826/3585] Completed CRTO in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-16T20:19:45.322538] [INFO ] [sig       ] [827/3585] Forecasting CRUS...
[2025-12-16T20:19:45.322566] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-16T20:19:45.322616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-16T20:19:45.334015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-16T20:19:45.334308] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-16T20:19:45.335081] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-16T20:19:45.335134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:45.335166] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:45.335193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:45.335249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:45.392466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:45.393222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:45.393303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:45.393335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:45.515780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:45.515950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:45.515992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:45.516022] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:45.519496] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-12-16T20:19:45.519810] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-16T20:19:45.519936] [INFO ] [sig       ] CRUS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:45.659114] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CRUS.txt
[2025-12-16T20:19:45.659277] [INFO ] [sig       ] [827/3585] Completed CRUS in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-16T20:19:45.659321] [INFO ] [sig       ] [828/3585] Forecasting CRVL...
[2025-12-16T20:19:45.659351] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-16T20:19:45.659380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-16T20:19:45.670616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-16T20:19:45.670900] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-16T20:19:45.671700] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-16T20:19:45.671751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:45.671784] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:45.671811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:45.671868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:45.729083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:45.729866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:45.729949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:45.729981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:45.850147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:45.850297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:45.850336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:45.850364] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:45.853769] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: DOWN (p=26.70%)
[2025-12-16T20:19:45.854038] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-16T20:19:45.854168] [INFO ] [sig       ] CRVL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:45.989304] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CRVL.txt
[2025-12-16T20:19:45.989454] [INFO ] [sig       ] [828/3585] Completed CRVL in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-16T20:19:45.989495] [INFO ] [sig       ] [829/3585] Forecasting CRVO...
[2025-12-16T20:19:45.989525] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-16T20:19:45.989557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-16T20:19:46.000917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-16T20:19:46.001242] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-16T20:19:46.002096] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-16T20:19:46.002160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:46.002208] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:46.002254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:46.002327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:46.058344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:46.059167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:46.059251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:46.059284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:46.180003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:46.180156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:46.180197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:46.180263] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:46.183700] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: UP (p=91.44%)
[2025-12-16T20:19:46.183977] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-16T20:19:46.184105] [INFO ] [sig       ] CRVO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:46.321542] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CRVO.txt
[2025-12-16T20:19:46.321714] [INFO ] [sig       ] [829/3585] Completed CRVO in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-16T20:19:46.321757] [INFO ] [sig       ] [830/3585] Forecasting CRVS...
[2025-12-16T20:19:46.321788] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-16T20:19:46.321820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-16T20:19:46.333974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-16T20:19:46.334366] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-16T20:19:46.335194] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-16T20:19:46.335248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:46.335281] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:46.335308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:46.335365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:46.396989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:46.397882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:46.397967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:46.398001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:46.530869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:46.531026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:46.531066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:46.531098] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:46.534504] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: DOWN (p=16.65%)
[2025-12-16T20:19:46.534815] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-16T20:19:46.534950] [INFO ] [sig       ] CRVS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:46.679326] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CRVS.txt
[2025-12-16T20:19:46.679492] [INFO ] [sig       ] [830/3585] Completed CRVS in 0.4s | 2.94 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-16T20:19:46.679535] [INFO ] [sig       ] [831/3585] Forecasting CRWD...
[2025-12-16T20:19:46.679566] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-16T20:19:46.679617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-16T20:19:46.691672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-16T20:19:46.692093] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-16T20:19:46.692969] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-16T20:19:46.693042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:46.693075] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:46.693101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:46.693158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:46.751881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:46.752827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:46.752923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:46.752959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:46.877796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:46.877948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:46.877989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:46.878019] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:46.881428] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: UP (p=73.14%)
[2025-12-16T20:19:46.881724] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-16T20:19:46.881855] [INFO ] [sig       ] CRWD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:47.018735] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CRWD.txt
[2025-12-16T20:19:47.018890] [INFO ] [sig       ] [831/3585] Completed CRWD in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-16T20:19:47.018931] [INFO ] [sig       ] [832/3585] Forecasting CRWS...
[2025-12-16T20:19:47.018962] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-16T20:19:47.018993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-16T20:19:47.030885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-16T20:19:47.031300] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-16T20:19:47.032117] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-16T20:19:47.032173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:47.032206] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:47.032234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:47.032292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:47.092019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:47.092910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:47.093006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:47.093039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:47.208193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:47.208349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:47.208390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:47.208420] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:47.211898] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: DOWN (p=46.73%)
[2025-12-16T20:19:47.212205] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-16T20:19:47.212353] [INFO ] [sig       ] CRWS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:47.352310] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CRWS.txt
[2025-12-16T20:19:47.352464] [INFO ] [sig       ] [832/3585] Completed CRWS in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-16T20:19:47.352504] [INFO ] [sig       ] [833/3585] Forecasting CSAN...
[2025-12-16T20:19:47.352534] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-16T20:19:47.352564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-16T20:19:47.364452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-16T20:19:47.364836] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-16T20:19:47.365630] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-16T20:19:47.365683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:47.365716] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:47.365744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:47.365801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:47.423100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:47.424006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:47.424096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:47.424130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:47.544477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:47.544655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:47.544696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:47.544727] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:47.548095] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=99.20%)
[2025-12-16T20:19:47.548388] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-16T20:19:47.548519] [INFO ] [sig       ] CSAN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:47.693238] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CSAN.txt
[2025-12-16T20:19:47.693393] [INFO ] [sig       ] [833/3585] Completed CSAN in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-16T20:19:47.693434] [INFO ] [sig       ] [834/3585] Forecasting CSB...
[2025-12-16T20:19:47.693462] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-16T20:19:47.693493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-16T20:19:47.705108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-16T20:19:47.705509] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-16T20:19:47.706322] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-16T20:19:47.706377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:47.706411] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:47.706439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:47.706497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:47.763743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:47.764482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:47.764563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:47.764616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:47.873846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:47.873984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:47.874022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:47.874051] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:47.877342] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: UP (p=65.69%)
[2025-12-16T20:19:47.877635] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-16T20:19:47.877759] [INFO ] [sig       ] CSB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:48.013101] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CSB.txt
[2025-12-16T20:19:48.013224] [INFO ] [sig       ] [834/3585] Completed CSB in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-16T20:19:48.013268] [INFO ] [sig       ] [835/3585] Forecasting CSCO...
[2025-12-16T20:19:48.013298] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-16T20:19:48.013328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-16T20:19:48.024609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-16T20:19:48.024876] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-16T20:19:48.025619] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-16T20:19:48.025670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:48.025702] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:48.025729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:48.025785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:48.080936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:48.081534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:48.081630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:48.081663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:48.205738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:48.205895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:48.205934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:48.205961] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:48.209314] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2025-12-16T20:19:48.209606] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-16T20:19:48.209731] [INFO ] [sig       ] CSCO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:48.351416] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CSCO.txt
[2025-12-16T20:19:48.351589] [INFO ] [sig       ] [835/3585] Completed CSCO in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-16T20:19:48.351630] [INFO ] [sig       ] [836/3585] Forecasting CSGP...
[2025-12-16T20:19:48.351665] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-16T20:19:48.351702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-16T20:19:48.363384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-16T20:19:48.363734] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-16T20:19:48.364487] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-16T20:19:48.364538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:48.364569] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:48.364617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:48.364674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:48.421429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:48.422327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:48.422444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:48.422479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:48.546769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:48.546916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:48.546955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:48.546983] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:48.550394] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2025-12-16T20:19:48.550679] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-16T20:19:48.550818] [INFO ] [sig       ] CSGP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:48.691728] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CSGP.txt
[2025-12-16T20:19:48.691879] [INFO ] [sig       ] [836/3585] Completed CSGP in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-16T20:19:48.691919] [INFO ] [sig       ] [837/3585] Forecasting CSGS...
[2025-12-16T20:19:48.691949] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-16T20:19:48.691978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-16T20:19:48.703455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-16T20:19:48.703856] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-16T20:19:48.704634] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-16T20:19:48.704686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:48.704718] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:48.704745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:48.704802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:48.761308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:48.762139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:48.762222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:48.762254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:48.882758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:48.882913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:48.882952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:48.882980] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:48.886307] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: DOWN (p=22.15%)
[2025-12-16T20:19:48.886589] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-16T20:19:48.886712] [INFO ] [sig       ] CSGS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:49.024828] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CSGS.txt
[2025-12-16T20:19:49.024959] [INFO ] [sig       ] [837/3585] Completed CSGS in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-16T20:19:49.024998] [INFO ] [sig       ] [838/3585] Forecasting CSIQ...
[2025-12-16T20:19:49.025028] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-16T20:19:49.025059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-16T20:19:49.040216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-16T20:19:49.040922] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-16T20:19:49.041923] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-16T20:19:49.041984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:49.042025] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:49.042065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:49.042129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:49.101022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:49.102219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:49.102329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:49.102364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:49.230536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:49.230798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:49.230870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:49.230901] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:49.235113] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-12-16T20:19:49.235431] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-16T20:19:49.235591] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:49.382486] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CSIQ.txt
[2025-12-16T20:19:49.382666] [INFO ] [sig       ] [838/3585] Completed CSIQ in 0.4s | 2.94 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-16T20:19:49.382710] [INFO ] [sig       ] [839/3585] Forecasting CSPI...
[2025-12-16T20:19:49.382742] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-16T20:19:49.382772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-16T20:19:49.395547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-16T20:19:49.395959] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-16T20:19:49.396970] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-16T20:19:49.397022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:49.397055] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:49.397081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:49.397137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:49.453357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:49.454068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:49.454150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:49.454183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:49.567764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:49.567930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:49.567969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:49.567998] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:49.571452] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: UP (p=78.90%)
[2025-12-16T20:19:49.571744] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-16T20:19:49.571876] [INFO ] [sig       ] CSPI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:49.707828] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CSPI.txt
[2025-12-16T20:19:49.708007] [INFO ] [sig       ] [839/3585] Completed CSPI in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-16T20:19:49.708049] [INFO ] [sig       ] [840/3585] Forecasting CSQ...
[2025-12-16T20:19:49.708080] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-16T20:19:49.708110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-16T20:19:49.720529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-16T20:19:49.720894] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-16T20:19:49.721706] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-16T20:19:49.721757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:49.721791] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:49.721818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:49.721875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:49.783085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:49.783923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:49.784027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:49.784061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:49.910454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:49.910627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:49.910671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:49.910699] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:49.914718] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: UP (p=56.56%)
[2025-12-16T20:19:49.915013] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-16T20:19:49.915149] [INFO ] [sig       ] CSQ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:50.062204] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CSQ.txt
[2025-12-16T20:19:50.062353] [INFO ] [sig       ] [840/3585] Completed CSQ in 0.4s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-16T20:19:50.062395] [INFO ] [sig       ] [841/3585] Forecasting CSTL...
[2025-12-16T20:19:50.062427] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-16T20:19:50.062459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-16T20:19:50.075314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-16T20:19:50.075718] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-16T20:19:50.076567] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-16T20:19:50.076641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:50.076673] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:50.076701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:50.076758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:50.138603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:50.139495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:50.139601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:50.139638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:50.273466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:50.273644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:50.273687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:50.273716] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:50.277421] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: UP (p=64.06%)
[2025-12-16T20:19:50.277754] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-16T20:19:50.277895] [INFO ] [sig       ] CSTL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:50.426004] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CSTL.txt
[2025-12-16T20:19:50.426153] [INFO ] [sig       ] [841/3585] Completed CSTL in 0.4s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-16T20:19:50.426195] [INFO ] [sig       ] [842/3585] Forecasting CSTM...
[2025-12-16T20:19:50.426225] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-16T20:19:50.426257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-16T20:19:50.438150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-16T20:19:50.438513] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-16T20:19:50.439428] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-16T20:19:50.439483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:50.439527] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:50.439555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:50.439640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:50.502541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:50.503494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:50.503601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:50.503638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:50.634835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:50.634991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:50.635030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:50.635059] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:50.638643] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-16T20:19:50.638935] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-16T20:19:50.639077] [INFO ] [sig       ] CSTM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:50.789633] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CSTM.txt
[2025-12-16T20:19:50.789788] [INFO ] [sig       ] [842/3585] Completed CSTM in 0.4s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-16T20:19:50.789829] [INFO ] [sig       ] [843/3585] Forecasting CSWC...
[2025-12-16T20:19:50.789860] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-16T20:19:50.789892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-16T20:19:50.801714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-16T20:19:50.802039] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-16T20:19:50.802882] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-16T20:19:50.802935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:50.802994] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:50.803024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:50.803082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:50.864104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:50.864973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:50.865068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:50.865103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:50.991677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:50.991858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:50.991899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:50.991929] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:50.995603] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2025-12-16T20:19:50.995891] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-16T20:19:50.996022] [INFO ] [sig       ] CSWC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:51.145178] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CSWC.txt
[2025-12-16T20:19:51.145339] [INFO ] [sig       ] [843/3585] Completed CSWC in 0.4s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-16T20:19:51.145381] [INFO ] [sig       ] [844/3585] Forecasting CSX...
[2025-12-16T20:19:51.145411] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-16T20:19:51.145442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-16T20:19:51.157774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-16T20:19:51.158164] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-16T20:19:51.158981] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-16T20:19:51.159045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:51.159093] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:51.159154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:51.159216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:51.219981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:51.220836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:51.220921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:51.220955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:51.351726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:51.351885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:51.351926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:51.351955] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:51.355345] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: DOWN (p=7.05%)
[2025-12-16T20:19:51.355643] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-16T20:19:51.355792] [INFO ] [sig       ] CSX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:51.502421] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CSX.txt
[2025-12-16T20:19:51.502595] [INFO ] [sig       ] [844/3585] Completed CSX in 0.4s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-16T20:19:51.502640] [INFO ] [sig       ] [845/3585] Forecasting CTAS...
[2025-12-16T20:19:51.502671] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-16T20:19:51.502702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-16T20:19:51.514853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-16T20:19:51.515220] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-16T20:19:51.516027] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-16T20:19:51.516080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:51.516113] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:51.516140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:51.516198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:51.576713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:51.577550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:51.577654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:51.577688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:51.699537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:51.699711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:51.699752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:51.699779] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:51.703421] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: DOWN (p=16.72%)
[2025-12-16T20:19:51.703769] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-16T20:19:51.703912] [INFO ] [sig       ] CTAS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:51.853325] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CTAS.txt
[2025-12-16T20:19:51.853478] [INFO ] [sig       ] [845/3585] Completed CTAS in 0.4s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-16T20:19:51.853519] [INFO ] [sig       ] [846/3585] Forecasting CTBB...
[2025-12-16T20:19:51.853557] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-16T20:19:51.853608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-16T20:19:51.865798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-16T20:19:51.866194] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-16T20:19:51.867058] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-16T20:19:51.867115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:51.867157] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:51.867196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:51.867273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:51.928465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:51.929515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:51.929653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:51.929700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:52.054164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:52.054335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:52.054378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:52.054443] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:52.058059] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: DOWN (p=27.14%)
[2025-12-16T20:19:52.058379] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-16T20:19:52.058535] [INFO ] [sig       ] CTBB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:52.207745] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CTBB.txt
[2025-12-16T20:19:52.207890] [INFO ] [sig       ] [846/3585] Completed CTBB in 0.4s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-16T20:19:52.207934] [INFO ] [sig       ] [847/3585] Forecasting CTBI...
[2025-12-16T20:19:52.207978] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-16T20:19:52.208024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-16T20:19:52.220049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-16T20:19:52.220456] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-16T20:19:52.221286] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-16T20:19:52.221341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:52.221375] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:52.221404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:52.221463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:52.283281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:52.284127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:52.284212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:52.284246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:52.415194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:52.415351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:52.415391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:52.415419] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:52.419017] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: DOWN (p=19.30%)
[2025-12-16T20:19:52.419324] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-16T20:19:52.419450] [INFO ] [sig       ] CTBI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:52.565630] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CTBI.txt
[2025-12-16T20:19:52.565781] [INFO ] [sig       ] [847/3585] Completed CTBI in 0.4s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-16T20:19:52.565821] [INFO ] [sig       ] [848/3585] Forecasting CTDD...
[2025-12-16T20:19:52.565851] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-16T20:19:52.565882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-16T20:19:52.577802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-16T20:19:52.578215] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-16T20:19:52.579244] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-16T20:19:52.579308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:52.579351] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:52.579395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:52.579473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:52.640567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:52.641409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:52.641506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:52.641540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:52.762255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:52.762428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:52.762477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:52.762507] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:52.766270] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=76.52%)
[2025-12-16T20:19:52.766734] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-16T20:19:52.766877] [INFO ] [sig       ] CTDD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:52.910930] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CTDD.txt
[2025-12-16T20:19:52.911093] [INFO ] [sig       ] [848/3585] Completed CTDD in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-16T20:19:52.911144] [INFO ] [sig       ] [849/3585] Forecasting CTKB...
[2025-12-16T20:19:52.911175] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-16T20:19:52.911207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-16T20:19:52.923266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-16T20:19:52.923615] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-16T20:19:52.924396] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-16T20:19:52.924454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:52.924500] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:52.924541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:52.924636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:52.985003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:52.985845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:52.985930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:52.985965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:53.110507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:53.110691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:53.110748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:53.110808] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:53.114643] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: UP (p=93.12%)
[2025-12-16T20:19:53.114947] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-16T20:19:53.115117] [INFO ] [sig       ] CTKB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:53.257215] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CTKB.txt
[2025-12-16T20:19:53.257377] [INFO ] [sig       ] [849/3585] Completed CTKB in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-16T20:19:53.257423] [INFO ] [sig       ] [850/3585] Forecasting CTLP...
[2025-12-16T20:19:53.257454] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-16T20:19:53.257486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-16T20:19:53.268695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-16T20:19:53.269019] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-16T20:19:53.269882] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-16T20:19:53.269935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:53.269970] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:53.269998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:53.270055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:53.324846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:53.325635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:53.325718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:53.325751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:53.442398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:53.442559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:53.442617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:53.442647] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:53.445958] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: UP (p=76.42%)
[2025-12-16T20:19:53.446224] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-16T20:19:53.446348] [INFO ] [sig       ] CTLP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:53.588548] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CTLP.txt
[2025-12-16T20:19:53.588710] [INFO ] [sig       ] [850/3585] Completed CTLP in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-16T20:19:53.588752] [INFO ] [sig       ] [851/3585] Forecasting CTMX...
[2025-12-16T20:19:53.588785] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-16T20:19:53.588816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-16T20:19:53.601063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-16T20:19:53.601413] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-16T20:19:53.602203] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-16T20:19:53.602256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:53.602293] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:53.602325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:53.602393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:53.658342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:53.659048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:53.659146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:53.659202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:53.780245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:53.780408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:53.780448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:53.780477] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:53.783926] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=91.55%)
[2025-12-16T20:19:53.784194] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-16T20:19:53.784315] [INFO ] [sig       ] CTMX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:53.930664] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CTMX.txt
[2025-12-16T20:19:53.930829] [INFO ] [sig       ] [851/3585] Completed CTMX in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-16T20:19:53.930874] [INFO ] [sig       ] [852/3585] Forecasting CTNM...
[2025-12-16T20:19:53.930905] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-16T20:19:53.930936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-16T20:19:53.942609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-16T20:19:53.942987] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-16T20:19:53.943818] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-16T20:19:53.943879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:53.943916] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:53.943942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:53.943997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:54.004125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:54.005132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:54.005218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:54.005251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:54.134077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:54.134243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:54.134283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:54.134313] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:54.138024] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=67.29%)
[2025-12-16T20:19:54.138389] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-16T20:19:54.138555] [INFO ] [sig       ] CTNM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:54.286634] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CTNM.txt
[2025-12-16T20:19:54.286802] [INFO ] [sig       ] [852/3585] Completed CTNM in 0.4s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-16T20:19:54.286845] [INFO ] [sig       ] [853/3585] Forecasting CTO...
[2025-12-16T20:19:54.286874] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-16T20:19:54.286904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-16T20:19:54.298399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-16T20:19:54.298788] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-16T20:19:54.299631] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-16T20:19:54.299685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:54.299717] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:54.299757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:54.299815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:54.359754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:54.360627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:54.360750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:54.360785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:54.486547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:54.486727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:54.486765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:54.486793] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:54.490161] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: DOWN (p=3.00%)
[2025-12-16T20:19:54.490485] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-16T20:19:54.490634] [INFO ] [sig       ] CTO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:54.627175] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CTO.txt
[2025-12-16T20:19:54.627293] [INFO ] [sig       ] [853/3585] Completed CTO in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-16T20:19:54.627332] [INFO ] [sig       ] [854/3585] Forecasting CTRA...
[2025-12-16T20:19:54.627361] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-16T20:19:54.627390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-16T20:19:54.638818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-16T20:19:54.639081] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-16T20:19:54.639859] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-16T20:19:54.639911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:54.639943] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:54.639969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:54.640025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:54.697761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:54.698348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:54.698439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:54.698477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:54.812020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:54.812164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:54.812202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:54.812231] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:54.815548] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: DOWN (p=48.35%)
[2025-12-16T20:19:54.815870] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-16T20:19:54.815998] [INFO ] [sig       ] CTRA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:54.953750] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CTRA.txt
[2025-12-16T20:19:54.953899] [INFO ] [sig       ] [854/3585] Completed CTRA in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-16T20:19:54.953938] [INFO ] [sig       ] [855/3585] Forecasting CTRE...
[2025-12-16T20:19:54.953968] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-16T20:19:54.953998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-16T20:19:54.965678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-16T20:19:54.966017] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-16T20:19:54.966823] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-16T20:19:54.966876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:54.966908] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:54.966934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:54.966990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:55.025104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:55.025990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:55.026080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:55.026113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:55.151509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:55.151726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:55.151776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:55.151805] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:55.155104] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=70.18%)
[2025-12-16T20:19:55.155374] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-16T20:19:55.155497] [INFO ] [sig       ] CTRE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:55.298849] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CTRE.txt
[2025-12-16T20:19:55.299000] [INFO ] [sig       ] [855/3585] Completed CTRE in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-16T20:19:55.299041] [INFO ] [sig       ] [856/3585] Forecasting CTRM...
[2025-12-16T20:19:55.299069] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-16T20:19:55.299099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-16T20:19:55.311279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-16T20:19:55.311635] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-16T20:19:55.312379] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-16T20:19:55.312430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:55.312463] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:55.312490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:55.312550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:55.370254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:55.370997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:55.371076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:55.371110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:55.489308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:55.489455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:55.489495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:55.489524] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:55.492919] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: DOWN (p=12.45%)
[2025-12-16T20:19:55.493191] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-16T20:19:55.493310] [INFO ] [sig       ] CTRM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:55.630942] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CTRM.txt
[2025-12-16T20:19:55.631113] [INFO ] [sig       ] [856/3585] Completed CTRM in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-16T20:19:55.631177] [INFO ] [sig       ] [857/3585] Forecasting CTRN...
[2025-12-16T20:19:55.631218] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-16T20:19:55.631267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-16T20:19:55.642452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-16T20:19:55.642754] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-16T20:19:55.643489] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-16T20:19:55.643540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:55.643594] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:55.643625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:55.643681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:55.699484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:55.700303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:55.700395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:55.700436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:55.825717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:55.825866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:55.825907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:55.825940] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:55.829733] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: DOWN (p=20.49%)
[2025-12-16T20:19:55.830015] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-16T20:19:55.830145] [INFO ] [sig       ] CTRN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:55.965951] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CTRN.txt
[2025-12-16T20:19:55.966092] [INFO ] [sig       ] [857/3585] Completed CTRN in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-16T20:19:55.966130] [INFO ] [sig       ] [858/3585] Forecasting CTS...
[2025-12-16T20:19:55.966161] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-16T20:19:55.966191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-16T20:19:55.977988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-16T20:19:55.978289] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-16T20:19:55.979055] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-16T20:19:55.979106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:55.979162] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:55.979192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:55.979248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:56.036277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:56.037131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:56.037213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:56.037246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:56.163821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:56.163985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:56.164032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:56.164062] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:56.167795] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: UP (p=82.58%)
[2025-12-16T20:19:56.168076] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-16T20:19:56.168207] [INFO ] [sig       ] CTS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:56.315016] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CTS.txt
[2025-12-16T20:19:56.315231] [INFO ] [sig       ] [858/3585] Completed CTS in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-16T20:19:56.315284] [INFO ] [sig       ] [859/3585] Forecasting CTSH...
[2025-12-16T20:19:56.315329] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-16T20:19:56.315376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-16T20:19:56.327478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-16T20:19:56.327945] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-16T20:19:56.328794] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-16T20:19:56.328847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:56.328881] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:56.328908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:56.328964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:56.391278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:56.392213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:56.392302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:56.392335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:56.521872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:56.522026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:56.522065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:56.522095] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:56.525496] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: DOWN (p=14.33%)
[2025-12-16T20:19:56.525841] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-16T20:19:56.525972] [INFO ] [sig       ] CTSH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:56.664249] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CTSH.txt
[2025-12-16T20:19:56.664397] [INFO ] [sig       ] [859/3585] Completed CTSH in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-16T20:19:56.664437] [INFO ] [sig       ] [860/3585] Forecasting CTVA...
[2025-12-16T20:19:56.664466] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-16T20:19:56.664496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-16T20:19:56.675468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-16T20:19:56.675767] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-16T20:19:56.676506] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-16T20:19:56.676557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:56.676635] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:56.676664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:56.676720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:56.733766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:56.734666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:56.734749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:56.734783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:56.861346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:56.861501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:56.861541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:56.861588] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:56.865139] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=99.64%)
[2025-12-16T20:19:56.865409] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-16T20:19:56.865533] [INFO ] [sig       ] CTVA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:57.004018] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CTVA.txt
[2025-12-16T20:19:57.004155] [INFO ] [sig       ] [860/3585] Completed CTVA in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-16T20:19:57.004198] [INFO ] [sig       ] [861/3585] Forecasting CUBE...
[2025-12-16T20:19:57.004228] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-16T20:19:57.004260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-16T20:19:57.015492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-16T20:19:57.015798] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-16T20:19:57.016570] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-16T20:19:57.016641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:57.016674] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:57.016701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:57.016758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:57.075117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:57.075948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:57.076030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:57.076064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:57.206854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:57.207006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:57.207045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:57.207074] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:57.210523] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-12-16T20:19:57.210863] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-16T20:19:57.210993] [INFO ] [sig       ] CUBE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:57.352294] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CUBE.txt
[2025-12-16T20:19:57.352445] [INFO ] [sig       ] [861/3585] Completed CUBE in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-16T20:19:57.352484] [INFO ] [sig       ] [862/3585] Forecasting CUBI...
[2025-12-16T20:19:57.352515] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-16T20:19:57.352544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-16T20:19:57.363720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-16T20:19:57.364021] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-16T20:19:57.364783] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-16T20:19:57.364834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:57.364866] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:57.364892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:57.364947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:57.420424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:57.421103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:57.421182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:57.421214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:57.542822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:57.543011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:57.543053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:57.543081] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:57.546463] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=49.57%)
[2025-12-16T20:19:57.546750] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-16T20:19:57.546875] [INFO ] [sig       ] CUBI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:57.685202] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CUBI.txt
[2025-12-16T20:19:57.685354] [INFO ] [sig       ] [862/3585] Completed CUBI in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-16T20:19:57.685394] [INFO ] [sig       ] [863/3585] Forecasting CUK...
[2025-12-16T20:19:57.685424] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-16T20:19:57.685454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-16T20:19:57.696921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-16T20:19:57.697257] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-16T20:19:57.698084] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-16T20:19:57.698136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:57.698168] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:57.698194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:57.698251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:57.758564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:57.759483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:57.759591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:57.759629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:57.885881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:57.886032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:57.886070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:57.886134] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:57.889548] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=41.81%)
[2025-12-16T20:19:57.889889] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-16T20:19:57.890032] [INFO ] [sig       ] CUK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:58.027628] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CUK.txt
[2025-12-16T20:19:58.027784] [INFO ] [sig       ] [863/3585] Completed CUK in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-16T20:19:58.027822] [INFO ] [sig       ] [864/3585] Forecasting CULP...
[2025-12-16T20:19:58.027854] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-16T20:19:58.027885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-16T20:19:58.039630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-16T20:19:58.040012] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-16T20:19:58.040826] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-16T20:19:58.040878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:58.040908] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:58.040934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:58.040990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:58.097994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:58.098868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:58.098956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:58.098988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:58.204604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:58.204758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:58.204797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:58.204827] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:58.208242] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: DOWN (p=42.92%)
[2025-12-16T20:19:58.208602] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-16T20:19:58.208738] [INFO ] [sig       ] CULP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:58.352165] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CULP.txt
[2025-12-16T20:19:58.352319] [INFO ] [sig       ] [864/3585] Completed CULP in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-16T20:19:58.352360] [INFO ] [sig       ] [865/3585] Forecasting CURI...
[2025-12-16T20:19:58.352393] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-16T20:19:58.352424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-16T20:19:58.363915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-16T20:19:58.364234] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-16T20:19:58.365033] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-16T20:19:58.365084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:58.365114] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:58.365140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:58.365196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:58.421037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:58.421901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:58.421982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:58.422015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:58.541981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:58.542134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:58.542173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:58.542202] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:58.545506] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: UP (p=89.19%)
[2025-12-16T20:19:58.545809] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-16T20:19:58.545934] [INFO ] [sig       ] CURI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:58.684669] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CURI.txt
[2025-12-16T20:19:58.684823] [INFO ] [sig       ] [865/3585] Completed CURI in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-16T20:19:58.684862] [INFO ] [sig       ] [866/3585] Forecasting CUZ...
[2025-12-16T20:19:58.684891] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-16T20:19:58.684922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-16T20:19:58.696525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-16T20:19:58.696898] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-16T20:19:58.697700] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-16T20:19:58.697764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:58.697800] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:58.697827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:58.697882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:58.754974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:58.755816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:58.755901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:58.755933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:58.873795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:58.873951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:58.873989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:58.874017] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:58.877384] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=54.96%)
[2025-12-16T20:19:58.877697] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-16T20:19:58.877827] [INFO ] [sig       ] CUZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:59.034203] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CUZ.txt
[2025-12-16T20:19:59.034414] [INFO ] [sig       ] [866/3585] Completed CUZ in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-16T20:19:59.034477] [INFO ] [sig       ] [867/3585] Forecasting CVAC...
[2025-12-16T20:19:59.034525] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-16T20:19:59.034595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-16T20:19:59.048910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-16T20:19:59.049476] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-16T20:19:59.050762] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-16T20:19:59.050814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:59.050847] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:59.050873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:59.050928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:59.107675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:59.108531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:59.108632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:59.108666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:59.235328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:59.235486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:59.235525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:59.235554] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:59.239383] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: UP (p=55.10%)
[2025-12-16T20:19:59.239850] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-16T20:19:59.239977] [INFO ] [sig       ] CVAC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:19:59.377933] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CVAC.txt
[2025-12-16T20:19:59.378075] [INFO ] [sig       ] [867/3585] Completed CVAC in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-16T20:19:59.378114] [INFO ] [sig       ] [868/3585] Forecasting CVBF...
[2025-12-16T20:19:59.378144] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-16T20:19:59.378175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-16T20:19:59.389796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-16T20:19:59.390095] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-16T20:19:59.390907] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-16T20:19:59.390961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:59.390994] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:59.391022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:59.391078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:59.448339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:59.449165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:59.449250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:59.449285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:59.568874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:59.569023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:59.569062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:59.569091] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:59.572540] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: DOWN (p=9.70%)
[2025-12-16T20:19:59.572835] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-16T20:19:59.572951] [INFO ] [sig       ] CVBF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:19:59.712599] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CVBF.txt
[2025-12-16T20:19:59.712737] [INFO ] [sig       ] [868/3585] Completed CVBF in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-16T20:19:59.712778] [INFO ] [sig       ] [869/3585] Forecasting CVCO...
[2025-12-16T20:19:59.712808] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-16T20:19:59.712839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-16T20:19:59.724168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-16T20:19:59.724475] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-16T20:19:59.725252] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-16T20:19:59.725305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:19:59.725339] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:19:59.725367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:19:59.725424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:19:59.782825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:19:59.783464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:19:59.783544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:19:59.783593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:19:59.902873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:19:59.903023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:19:59.903064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:19:59.903094] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:19:59.906480] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=11.70%)
[2025-12-16T20:19:59.906773] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-16T20:19:59.906896] [INFO ] [sig       ] CVCO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:00.045673] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CVCO.txt
[2025-12-16T20:20:00.045830] [INFO ] [sig       ] [869/3585] Completed CVCO in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-16T20:20:00.045875] [INFO ] [sig       ] [870/3585] Forecasting CVE...
[2025-12-16T20:20:00.045906] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-16T20:20:00.045936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-16T20:20:00.057551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-16T20:20:00.057935] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-16T20:20:00.058707] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-16T20:20:00.058758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:00.058790] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:00.058817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:00.058873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:00.116410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:00.117253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:00.117371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:00.117405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:00.241778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:00.241936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:00.241977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:00.242007] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:00.245421] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=94.86%)
[2025-12-16T20:20:00.245742] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-16T20:20:00.245875] [INFO ] [sig       ] CVE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:00.386026] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CVE.txt
[2025-12-16T20:20:00.386174] [INFO ] [sig       ] [870/3585] Completed CVE in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-16T20:20:00.386215] [INFO ] [sig       ] [871/3585] Forecasting CVEO...
[2025-12-16T20:20:00.386245] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-16T20:20:00.386275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-16T20:20:00.398407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-16T20:20:00.398770] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-16T20:20:00.399639] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-16T20:20:00.399692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:00.399725] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:00.399752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:00.399808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:00.457709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:00.458403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:00.458488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:00.458524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:00.577762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:00.577915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:00.577952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:00.577981] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:00.581464] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: DOWN (p=7.25%)
[2025-12-16T20:20:00.581788] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-16T20:20:00.581933] [INFO ] [sig       ] CVEO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:00.723108] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CVEO.txt
[2025-12-16T20:20:00.723260] [INFO ] [sig       ] [871/3585] Completed CVEO in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-16T20:20:00.723300] [INFO ] [sig       ] [872/3585] Forecasting CVGI...
[2025-12-16T20:20:00.723331] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-16T20:20:00.723362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-16T20:20:00.734934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-16T20:20:00.735296] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-16T20:20:00.736090] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-16T20:20:00.736144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:00.736176] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:00.736204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:00.736262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:00.804065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:00.805211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:00.805323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:00.805381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:00.927532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:00.927712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:00.927751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:00.927779] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:00.931290] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: UP (p=90.85%)
[2025-12-16T20:20:00.931671] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-16T20:20:00.931809] [INFO ] [sig       ] CVGI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:01.076087] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CVGI.txt
[2025-12-16T20:20:01.076218] [INFO ] [sig       ] [872/3585] Completed CVGI in 0.4s | 2.94 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-16T20:20:01.076258] [INFO ] [sig       ] [873/3585] Forecasting CVI...
[2025-12-16T20:20:01.076286] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-16T20:20:01.076316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-16T20:20:01.087328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-16T20:20:01.087621] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-16T20:20:01.088364] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-16T20:20:01.088415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:01.088446] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:01.088472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:01.088527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:01.147090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:01.148046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:01.148125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:01.148158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:01.271544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:01.271707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:01.271763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:01.271794] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:01.275133] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=12.36%)
[2025-12-16T20:20:01.275396] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-16T20:20:01.275521] [INFO ] [sig       ] CVI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:01.413892] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CVI.txt
[2025-12-16T20:20:01.414097] [INFO ] [sig       ] [873/3585] Completed CVI in 0.3s | 2.94 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-16T20:20:01.414142] [INFO ] [sig       ] [874/3585] Forecasting CVKD...
[2025-12-16T20:20:01.414171] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-16T20:20:01.414202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-16T20:20:01.426066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-16T20:20:01.426391] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-16T20:20:01.427176] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-16T20:20:01.427228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:01.427260] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:01.427286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:01.427342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:01.485049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:01.486094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:01.486197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:01.486240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:01.616196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:01.616355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:01.616397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:01.616427] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:01.620424] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: DOWN (p=11.00%)
[2025-12-16T20:20:01.620772] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-16T20:20:01.620910] [INFO ] [sig       ] CVKD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:01.774038] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CVKD.txt
[2025-12-16T20:20:01.774200] [INFO ] [sig       ] [874/3585] Completed CVKD in 0.4s | 2.94 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-16T20:20:01.774240] [INFO ] [sig       ] [875/3585] Forecasting CVNA...
[2025-12-16T20:20:01.774271] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-16T20:20:01.774303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-16T20:20:01.786454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-16T20:20:01.786901] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-16T20:20:01.787769] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-16T20:20:01.787822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:01.787855] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:01.787883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:01.787940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:01.848317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:01.849267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:01.849355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:01.849387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:01.999972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:02.000336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:02.000379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:02.000408] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:02.004110] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=43.93%)
[2025-12-16T20:20:02.004480] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-16T20:20:02.004673] [INFO ] [sig       ] CVNA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:02.171389] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CVNA.txt
[2025-12-16T20:20:02.171545] [INFO ] [sig       ] [875/3585] Completed CVNA in 0.4s | 2.94 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-16T20:20:02.171604] [INFO ] [sig       ] [876/3585] Forecasting CVRX...
[2025-12-16T20:20:02.171636] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-16T20:20:02.171665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-16T20:20:02.184413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-16T20:20:02.184880] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-16T20:20:02.185849] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-16T20:20:02.185913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:02.185949] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:02.185978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:02.186035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:02.244250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:02.245219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:02.245311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:02.245345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:02.376565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:02.376747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:02.376800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:02.376833] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:02.380489] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=51.06%)
[2025-12-16T20:20:02.381229] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-16T20:20:02.381382] [INFO ] [sig       ] CVRX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:02.530295] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CVRX.txt
[2025-12-16T20:20:02.530449] [INFO ] [sig       ] [876/3585] Completed CVRX in 0.4s | 2.94 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-16T20:20:02.530489] [INFO ] [sig       ] [877/3585] Forecasting CVS...
[2025-12-16T20:20:02.530519] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-16T20:20:02.530550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-16T20:20:02.542339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-16T20:20:02.542728] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-16T20:20:02.543533] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-16T20:20:02.543605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:02.543679] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:02.543709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:02.543766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:02.601189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:02.602057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:02.602141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:02.602174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:02.727503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:02.727691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:02.727735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:02.727763] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:02.731458] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: UP (p=59.41%)
[2025-12-16T20:20:02.731828] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-16T20:20:02.731976] [INFO ] [sig       ] CVS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:02.879189] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CVS.txt
[2025-12-16T20:20:02.879355] [INFO ] [sig       ] [877/3585] Completed CVS in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-16T20:20:02.879399] [INFO ] [sig       ] [878/3585] Forecasting CVX...
[2025-12-16T20:20:02.879429] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-16T20:20:02.879459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-16T20:20:02.956878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-16T20:20:02.957241] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-16T20:20:02.958072] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-16T20:20:02.958124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:02.958157] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:02.958183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:02.958238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:03.019949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:03.020825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:03.020915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:03.020948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:03.149299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:03.149452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:03.149493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:03.149522] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:03.153092] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=74.98%)
[2025-12-16T20:20:03.153369] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-16T20:20:03.153497] [INFO ] [sig       ] CVX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:03.293659] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CVX.txt
[2025-12-16T20:20:03.293791] [INFO ] [sig       ] [878/3585] Completed CVX in 0.4s | 2.94 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-16T20:20:03.293832] [INFO ] [sig       ] [879/3585] Forecasting CWAN...
[2025-12-16T20:20:03.293861] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-16T20:20:03.293891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-16T20:20:03.305617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-16T20:20:03.305945] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-16T20:20:03.306749] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-16T20:20:03.306802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:03.306835] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:03.306861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:03.306917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:03.362950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:03.363557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:03.363654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:03.363688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:03.486804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:03.486954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:03.486993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:03.487022] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:03.491035] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=59.83%)
[2025-12-16T20:20:03.491305] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-16T20:20:03.491428] [INFO ] [sig       ] CWAN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:03.630745] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CWAN.txt
[2025-12-16T20:20:03.630909] [INFO ] [sig       ] [879/3585] Completed CWAN in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-16T20:20:03.630952] [INFO ] [sig       ] [880/3585] Forecasting CWBC...
[2025-12-16T20:20:03.630989] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-16T20:20:03.631030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-16T20:20:03.643415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-16T20:20:03.643842] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-16T20:20:03.644662] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-16T20:20:03.644900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:03.644933] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:03.644961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:03.645018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:03.704755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:03.705593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:03.705680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:03.705713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:03.827504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:03.827682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:03.827724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:03.827788] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:03.831298] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=80.51%)
[2025-12-16T20:20:03.831758] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-16T20:20:03.831951] [INFO ] [sig       ] CWBC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:03.975907] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CWBC.txt
[2025-12-16T20:20:03.976057] [INFO ] [sig       ] [880/3585] Completed CWBC in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-16T20:20:03.976097] [INFO ] [sig       ] [881/3585] Forecasting CWCO...
[2025-12-16T20:20:03.976131] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-16T20:20:03.976163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-16T20:20:03.987888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-16T20:20:03.988194] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-16T20:20:03.988956] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-16T20:20:03.989008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:03.989040] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:03.989066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:03.989121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:04.046510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:04.047372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:04.047457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:04.047490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:04.164985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:04.165143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:04.165181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:04.165211] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:04.169031] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-16T20:20:04.169358] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-16T20:20:04.169488] [INFO ] [sig       ] CWCO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:04.314385] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CWCO.txt
[2025-12-16T20:20:04.314510] [INFO ] [sig       ] [881/3585] Completed CWCO in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-16T20:20:04.314549] [INFO ] [sig       ] [882/3585] Forecasting CWD...
[2025-12-16T20:20:04.314597] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-16T20:20:04.314629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-16T20:20:04.325794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-12-16T20:20:04.326092] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-16T20:20:04.326976] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-16T20:20:04.327027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:04.327059] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:04.327086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:04.327141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:04.383717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:04.384706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:04.384790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:04.384824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:04.492288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:04.492446] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:20:04.492486] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:04.492517] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:04.496054] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: DOWN (p=6.50%)
[2025-12-16T20:20:04.496329] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-16T20:20:04.496459] [INFO ] [sig       ] CWD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:04.635732] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CWD.txt
[2025-12-16T20:20:04.635850] [INFO ] [sig       ] [882/3585] Completed CWD in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-16T20:20:04.635888] [INFO ] [sig       ] [883/3585] Forecasting CWEN...
[2025-12-16T20:20:04.635917] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-16T20:20:04.635947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-16T20:20:04.647721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-16T20:20:04.648084] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-16T20:20:04.648916] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-16T20:20:04.648969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:04.649002] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:04.649029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:04.649084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:04.706064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:04.706915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:04.707002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:04.707035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:04.827602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:04.827764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:04.827804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:04.827831] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:04.831302] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=31.26%)
[2025-12-16T20:20:04.831603] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-16T20:20:04.831736] [INFO ] [sig       ] CWEN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:04.971974] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CWEN.txt
[2025-12-16T20:20:04.972130] [INFO ] [sig       ] [883/3585] Completed CWEN in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-16T20:20:04.972172] [INFO ] [sig       ] [884/3585] Forecasting CWH...
[2025-12-16T20:20:04.972202] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-16T20:20:04.972233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-16T20:20:04.983569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-16T20:20:04.983974] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-16T20:20:04.984760] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-16T20:20:04.984811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:04.984844] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:04.984880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:04.984951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:05.042777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:05.043644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:05.043728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:05.043763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:05.162549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:05.162721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:05.162761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:05.162806] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:05.166271] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: UP (p=77.30%)
[2025-12-16T20:20:05.166553] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-16T20:20:05.166703] [INFO ] [sig       ] CWH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:05.303197] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CWH.txt
[2025-12-16T20:20:05.303350] [INFO ] [sig       ] [884/3585] Completed CWH in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-16T20:20:05.303392] [INFO ] [sig       ] [885/3585] Forecasting CWK...
[2025-12-16T20:20:05.303423] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-16T20:20:05.303453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-16T20:20:05.315316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-16T20:20:05.315679] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-16T20:20:05.316430] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-16T20:20:05.316481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:05.316512] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:05.316537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:05.316617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:05.372381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:05.373235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:05.373317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:05.373350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:05.493303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:05.493498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:05.493542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:05.493588] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:05.496906] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: UP (p=62.92%)
[2025-12-16T20:20:05.497169] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-16T20:20:05.497289] [INFO ] [sig       ] CWK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:05.636130] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CWK.txt
[2025-12-16T20:20:05.636285] [INFO ] [sig       ] [885/3585] Completed CWK in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-16T20:20:05.636326] [INFO ] [sig       ] [886/3585] Forecasting CXDO...
[2025-12-16T20:20:05.636356] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-16T20:20:05.636386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-16T20:20:05.648070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-16T20:20:05.648434] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-16T20:20:05.649297] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-16T20:20:05.649359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:05.649390] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:05.649416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:05.649471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:05.704892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:05.705781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:05.705867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:05.705899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:05.821065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:05.821222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:05.821261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:05.821290] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:05.824628] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: UP (p=81.60%)
[2025-12-16T20:20:05.824898] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-16T20:20:05.825020] [INFO ] [sig       ] CXDO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:05.963237] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CXDO.txt
[2025-12-16T20:20:05.963386] [INFO ] [sig       ] [886/3585] Completed CXDO in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-16T20:20:05.963425] [INFO ] [sig       ] [887/3585] Forecasting CXE...
[2025-12-16T20:20:05.963456] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-16T20:20:05.963486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-16T20:20:05.974608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-16T20:20:05.974971] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-16T20:20:05.975734] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-16T20:20:05.975785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:05.975817] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:05.975845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:05.975900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:06.031694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:06.032529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:06.032669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:06.032704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:06.150809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:06.150965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:06.151004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:06.151034] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:06.154391] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: UP (p=82.28%)
[2025-12-16T20:20:06.154694] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-16T20:20:06.154823] [INFO ] [sig       ] CXE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:06.296682] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CXE.txt
[2025-12-16T20:20:06.296864] [INFO ] [sig       ] [887/3585] Completed CXE in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-16T20:20:06.296915] [INFO ] [sig       ] [888/3585] Forecasting CXSE...
[2025-12-16T20:20:06.296946] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-16T20:20:06.296978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-16T20:20:06.308538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-16T20:20:06.308949] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-16T20:20:06.309822] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-16T20:20:06.309883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:06.309923] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:06.309950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:06.310020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:06.367504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:06.368402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:06.368529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:06.368566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:06.479532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:06.479708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:06.479747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:06.479775] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:06.483083] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: DOWN (p=32.78%)
[2025-12-16T20:20:06.483361] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-16T20:20:06.483488] [INFO ] [sig       ] CXSE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:06.622368] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CXSE.txt
[2025-12-16T20:20:06.622506] [INFO ] [sig       ] [888/3585] Completed CXSE in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-16T20:20:06.622544] [INFO ] [sig       ] [889/3585] Forecasting CYD...
[2025-12-16T20:20:06.622592] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-16T20:20:06.622626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-16T20:20:06.633682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-16T20:20:06.633959] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-16T20:20:06.634712] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-16T20:20:06.634763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:06.634794] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:06.634821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:06.634877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:06.691111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:06.691974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:06.692061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:06.692100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:06.809367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:06.809519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:06.809556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:06.809604] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:06.812894] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=20.95%)
[2025-12-16T20:20:06.813160] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-16T20:20:06.813284] [INFO ] [sig       ] CYD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:06.951296] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CYD.txt
[2025-12-16T20:20:06.951454] [INFO ] [sig       ] [889/3585] Completed CYD in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-16T20:20:06.951495] [INFO ] [sig       ] [890/3585] Forecasting CYH...
[2025-12-16T20:20:06.951525] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-16T20:20:06.951555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-16T20:20:06.963250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-16T20:20:06.963606] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-16T20:20:06.964382] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-16T20:20:06.964447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:06.964482] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:06.964509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:06.964566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:07.028646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:07.029615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:07.029743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:07.029786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:07.158599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:07.158749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:07.158787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:07.158815] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:07.162252] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: UP (p=88.19%)
[2025-12-16T20:20:07.162523] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-16T20:20:07.162663] [INFO ] [sig       ] CYH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:07.299526] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CYH.txt
[2025-12-16T20:20:07.299722] [INFO ] [sig       ] [890/3585] Completed CYH in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-16T20:20:07.299771] [INFO ] [sig       ] [891/3585] Forecasting CYN...
[2025-12-16T20:20:07.299802] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-16T20:20:07.299831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-16T20:20:07.311168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-16T20:20:07.311497] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-16T20:20:07.312261] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-16T20:20:07.312313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:07.312345] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:07.312373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:07.312429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:07.368230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:07.368889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:07.368968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:07.369001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:07.484826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:07.484980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:07.485019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:07.485047] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:07.488385] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: UP (p=60.06%)
[2025-12-16T20:20:07.488680] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-16T20:20:07.488809] [INFO ] [sig       ] CYN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:07.631477] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CYN.txt
[2025-12-16T20:20:07.631675] [INFO ] [sig       ] [891/3585] Completed CYN in 0.3s | 2.94 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-16T20:20:07.631751] [INFO ] [sig       ] [892/3585] Forecasting CYRX...
[2025-12-16T20:20:07.631788] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-16T20:20:07.631819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-16T20:20:07.642862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-16T20:20:07.643188] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-16T20:20:07.643952] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-16T20:20:07.644002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:07.644033] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:07.644060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:07.644115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:07.700178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:07.701048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:07.701131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:07.701164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:07.830081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:07.830239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:07.830279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:07.830308] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:07.833792] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2025-12-16T20:20:07.834060] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-16T20:20:07.834191] [INFO ] [sig       ] CYRX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:07.969920] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CYRX.txt
[2025-12-16T20:20:07.970039] [INFO ] [sig       ] [892/3585] Completed CYRX in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-16T20:20:07.970078] [INFO ] [sig       ] [893/3585] Forecasting CYTK...
[2025-12-16T20:20:07.970107] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-16T20:20:07.970136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-16T20:20:07.981355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-16T20:20:07.981652] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-16T20:20:07.982385] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-16T20:20:07.982435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:07.982467] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:07.982494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:07.982549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:08.037368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:08.038005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:08.038084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:08.038116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:08.160475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:08.160644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:08.160691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:08.160726] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:08.164001] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: DOWN (p=48.56%)
[2025-12-16T20:20:08.164266] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-16T20:20:08.164386] [INFO ] [sig       ] CYTK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:08.305024] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/CYTK.txt
[2025-12-16T20:20:08.305188] [INFO ] [sig       ] [893/3585] Completed CYTK in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-16T20:20:08.305229] [INFO ] [sig       ] [894/3585] Forecasting CZFS...
[2025-12-16T20:20:08.305260] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-16T20:20:08.305290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-16T20:20:08.315564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-16T20:20:08.315893] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-16T20:20:08.316817] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-16T20:20:08.316870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:08.316931] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:08.316960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:08.317017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:08.374848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:08.375664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:08.375747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:08.375781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:08.468589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:08.468772] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:20:08.468830] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:08.468872] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:08.472256] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: UP (p=58.66%)
[2025-12-16T20:20:08.472524] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-16T20:20:08.472665] [INFO ] [sig       ] CZFS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:08.614617] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CZFS.txt
[2025-12-16T20:20:08.614801] [INFO ] [sig       ] [894/3585] Completed CZFS in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-16T20:20:08.614851] [INFO ] [sig       ] [895/3585] Forecasting CZNC...
[2025-12-16T20:20:08.614881] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-16T20:20:08.614912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-16T20:20:08.627069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-16T20:20:08.627449] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-16T20:20:08.628239] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-16T20:20:08.628291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:08.628323] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:08.628349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:08.628406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:08.687912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:08.688807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:08.688891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:08.688924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:08.811496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:08.811674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:08.811715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:08.811744] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:08.815462] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: UP (p=68.68%)
[2025-12-16T20:20:08.815880] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-16T20:20:08.816025] [INFO ] [sig       ] CZNC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:08.953916] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CZNC.txt
[2025-12-16T20:20:08.954058] [INFO ] [sig       ] [895/3585] Completed CZNC in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-16T20:20:08.954097] [INFO ] [sig       ] [896/3585] Forecasting CZWI...
[2025-12-16T20:20:08.954127] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-16T20:20:08.954156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-16T20:20:08.966041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-12-16T20:20:08.966398] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-16T20:20:08.967202] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-16T20:20:08.967254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:08.967287] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:08.967313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:08.967369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:09.026617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:09.027480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:09.027612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:09.027650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:09.143294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:09.143451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:09.143490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:09.143519] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:09.147086] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=94.40%)
[2025-12-16T20:20:09.147389] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-16T20:20:09.147531] [INFO ] [sig       ] CZWI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:09.288866] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/CZWI.txt
[2025-12-16T20:20:09.289014] [INFO ] [sig       ] [896/3585] Completed CZWI in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-16T20:20:09.289055] [INFO ] [sig       ] [897/3585] Forecasting DAIO...
[2025-12-16T20:20:09.289085] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-16T20:20:09.289116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-16T20:20:09.300623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-16T20:20:09.301017] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-16T20:20:09.301822] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-16T20:20:09.301874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:09.301907] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:09.301934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:09.301990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:09.358502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:09.362407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:09.362544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:09.362596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:09.471585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:09.471741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:09.471804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:09.471875] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:09.475343] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: DOWN (p=42.44%)
[2025-12-16T20:20:09.475669] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-16T20:20:09.475802] [INFO ] [sig       ] DAIO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:09.620385] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DAIO.txt
[2025-12-16T20:20:09.620534] [INFO ] [sig       ] [897/3585] Completed DAIO in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-16T20:20:09.620593] [INFO ] [sig       ] [898/3585] Forecasting DAL...
[2025-12-16T20:20:09.620628] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-16T20:20:09.620661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-16T20:20:09.633094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-16T20:20:09.633441] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-16T20:20:09.634235] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-16T20:20:09.634289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:09.634322] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:09.634349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:09.634405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:09.695190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:09.696028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:09.696119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:09.696154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:09.825909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:09.826069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:09.826110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:09.826140] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:09.829822] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=30.63%)
[2025-12-16T20:20:09.830109] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-16T20:20:09.830238] [INFO ] [sig       ] DAL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:09.976983] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DAL.txt
[2025-12-16T20:20:09.977134] [INFO ] [sig       ] [898/3585] Completed DAL in 0.4s | 2.94 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-16T20:20:09.977185] [INFO ] [sig       ] [899/3585] Forecasting DAN...
[2025-12-16T20:20:09.977231] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-16T20:20:09.977282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-16T20:20:09.989719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-16T20:20:09.990088] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-16T20:20:09.991027] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-16T20:20:09.991089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:09.991126] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:09.991156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:09.991215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:10.051851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:10.052718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:10.052818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:10.052867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:10.187118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:10.187274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:10.187322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:10.187353] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:10.191062] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: UP (p=69.83%)
[2025-12-16T20:20:10.191368] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-16T20:20:10.191526] [INFO ] [sig       ] DAN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:10.336698] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DAN.txt
[2025-12-16T20:20:10.336874] [INFO ] [sig       ] [899/3585] Completed DAN in 0.4s | 2.94 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-16T20:20:10.336931] [INFO ] [sig       ] [900/3585] Forecasting DAO...
[2025-12-16T20:20:10.336963] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-16T20:20:10.336995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-16T20:20:10.349319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-16T20:20:10.349696] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-16T20:20:10.350482] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-16T20:20:10.350535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:10.350567] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:10.350619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:10.350677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:10.409382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:10.410272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:10.410355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:10.410388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:10.536653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:10.536811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:10.536856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:10.536886] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:10.540534] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: UP (p=90.92%)
[2025-12-16T20:20:10.540897] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-16T20:20:10.541034] [INFO ] [sig       ] DAO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:10.677561] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DAO.txt
[2025-12-16T20:20:10.677733] [INFO ] [sig       ] [900/3585] Completed DAO in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-16T20:20:10.677779] [INFO ] [sig       ] [901/3585] Forecasting DAPP...
[2025-12-16T20:20:10.677808] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-16T20:20:10.677838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-16T20:20:10.689113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-16T20:20:10.689477] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-16T20:20:10.690246] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-16T20:20:10.690299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:10.690342] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:10.690370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:10.690427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:10.745969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:10.746794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:10.746874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:10.746906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:10.865655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:10.865813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:10.865851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:10.865880] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:10.869317] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: DOWN (p=23.03%)
[2025-12-16T20:20:10.869670] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-16T20:20:10.869804] [INFO ] [sig       ] DAPP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:11.009951] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DAPP.txt
[2025-12-16T20:20:11.010091] [INFO ] [sig       ] [901/3585] Completed DAPP in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-16T20:20:11.010133] [INFO ] [sig       ] [902/3585] Forecasting DARE...
[2025-12-16T20:20:11.010162] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-16T20:20:11.010190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-16T20:20:11.022459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-16T20:20:11.022941] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-16T20:20:11.023797] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-16T20:20:11.023851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:11.023884] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:11.023914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:11.023985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:11.082169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:11.083116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:11.083201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:11.083236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:11.198651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:11.198809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:11.198850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:11.198881] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:11.202335] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: DOWN (p=5.83%)
[2025-12-16T20:20:11.202664] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-16T20:20:11.202803] [INFO ] [sig       ] DARE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:11.345214] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DARE.txt
[2025-12-16T20:20:11.345370] [INFO ] [sig       ] [902/3585] Completed DARE in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-16T20:20:11.345413] [INFO ] [sig       ] [903/3585] Forecasting DASH...
[2025-12-16T20:20:11.345445] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-16T20:20:11.345478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-16T20:20:11.357180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-16T20:20:11.357534] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-16T20:20:11.358323] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-16T20:20:11.358376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:11.358410] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:11.358438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:11.358495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:11.416615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:11.417456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:11.417548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:11.417609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:11.542698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:11.542862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:11.542910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:11.542939] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:11.546364] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: UP (p=95.14%)
[2025-12-16T20:20:11.546654] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-16T20:20:11.546786] [INFO ] [sig       ] DASH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:11.686674] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DASH.txt
[2025-12-16T20:20:11.686826] [INFO ] [sig       ] [903/3585] Completed DASH in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-16T20:20:11.686866] [INFO ] [sig       ] [904/3585] Forecasting DAVA...
[2025-12-16T20:20:11.686896] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-16T20:20:11.686926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-16T20:20:11.698268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-16T20:20:11.698615] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-16T20:20:11.699362] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-16T20:20:11.699413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:11.699445] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:11.699472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:11.699527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:11.758479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:11.759419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:11.759552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:11.759637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:11.881484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:11.881645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:11.881686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:11.881715] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:11.885066] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-12-16T20:20:11.885332] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-16T20:20:11.885451] [INFO ] [sig       ] DAVA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:12.029019] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DAVA.txt
[2025-12-16T20:20:12.029184] [INFO ] [sig       ] [904/3585] Completed DAVA in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-16T20:20:12.029233] [INFO ] [sig       ] [905/3585] Forecasting DAVE...
[2025-12-16T20:20:12.029264] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-16T20:20:12.029294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-16T20:20:12.040731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-16T20:20:12.041239] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-16T20:20:12.042066] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-16T20:20:12.042119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:12.042153] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:12.042180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:12.042237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:12.100897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:12.101739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:12.101828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:12.101862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:12.221383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:12.221533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:12.221589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:12.221623] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:12.224993] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-16T20:20:12.225268] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-16T20:20:12.225393] [INFO ] [sig       ] DAVE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:12.364239] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DAVE.txt
[2025-12-16T20:20:12.364382] [INFO ] [sig       ] [905/3585] Completed DAVE in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-16T20:20:12.364422] [INFO ] [sig       ] [906/3585] Forecasting DAWN...
[2025-12-16T20:20:12.364453] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-16T20:20:12.364495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-16T20:20:12.375946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-16T20:20:12.376230] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-16T20:20:12.377033] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-16T20:20:12.377085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:12.377117] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:12.377145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:12.377201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:12.438709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:12.439701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:12.439795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:12.439829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:12.571426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:12.571613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:12.571658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:12.571688] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:12.576193] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: UP (p=71.68%)
[2025-12-16T20:20:12.576537] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-16T20:20:12.576722] [INFO ] [sig       ] DAWN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:12.719320] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DAWN.txt
[2025-12-16T20:20:12.719451] [INFO ] [sig       ] [906/3585] Completed DAWN in 0.4s | 2.94 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-16T20:20:12.719492] [INFO ] [sig       ] [907/3585] Forecasting DB...
[2025-12-16T20:20:12.719522] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-16T20:20:12.719553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-16T20:20:12.731194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-16T20:20:12.731475] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-16T20:20:12.732231] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-16T20:20:12.732282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:12.732314] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:12.732340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:12.732396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:12.790814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:12.791482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:12.791592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:12.791629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:12.916750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:12.916907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:12.916947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:12.916977] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:12.920410] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=2.72%)
[2025-12-16T20:20:12.920701] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-16T20:20:12.920830] [INFO ] [sig       ] DB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:13.065784] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DB.txt
[2025-12-16T20:20:13.065958] [INFO ] [sig       ] [907/3585] Completed DB in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-16T20:20:13.065999] [INFO ] [sig       ] [908/3585] Forecasting DBI...
[2025-12-16T20:20:13.066029] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-16T20:20:13.066059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-16T20:20:13.077453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-16T20:20:13.077777] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-16T20:20:13.078542] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-16T20:20:13.078617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:13.078652] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:13.078680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:13.078738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:13.136498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:13.137223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:13.137305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:13.137340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:13.258272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:13.258421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:13.258459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:13.258503] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:13.261837] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: UP (p=53.66%)
[2025-12-16T20:20:13.262106] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-16T20:20:13.262233] [INFO ] [sig       ] DBI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:13.404054] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DBI.txt
[2025-12-16T20:20:13.404221] [INFO ] [sig       ] [908/3585] Completed DBI in 0.3s | 2.94 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-16T20:20:13.404260] [INFO ] [sig       ] [909/3585] Forecasting DBL...
[2025-12-16T20:20:13.404291] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-16T20:20:13.404321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-16T20:20:13.415973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-16T20:20:13.416350] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-16T20:20:13.417132] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-16T20:20:13.417183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:13.417214] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:13.417241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:13.417296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:13.474665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:13.475529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:13.475634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:13.475671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:13.593122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:13.593272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:13.593310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:13.593338] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:13.596628] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: DOWN (p=35.83%)
[2025-12-16T20:20:13.596896] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-16T20:20:13.597015] [INFO ] [sig       ] DBL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:13.732863] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DBL.txt
[2025-12-16T20:20:13.733001] [INFO ] [sig       ] [909/3585] Completed DBL in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-16T20:20:13.733040] [INFO ] [sig       ] [910/3585] Forecasting DBRG...
[2025-12-16T20:20:13.733070] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-16T20:20:13.733100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-16T20:20:13.744698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-16T20:20:13.744997] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-16T20:20:13.745773] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-16T20:20:13.745825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:13.745858] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:13.745887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:13.745945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:13.802781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:13.803553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:13.803651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:13.803701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:13.923336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:13.923483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:13.923524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:13.923554] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:13.926928] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=40.98%)
[2025-12-16T20:20:13.927195] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-16T20:20:13.927313] [INFO ] [sig       ] DBRG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:14.068812] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DBRG.txt
[2025-12-16T20:20:14.068969] [INFO ] [sig       ] [910/3585] Completed DBRG in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-16T20:20:14.069012] [INFO ] [sig       ] [911/3585] Forecasting DBX...
[2025-12-16T20:20:14.069042] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-16T20:20:14.069071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-16T20:20:14.080626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-16T20:20:14.080936] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-16T20:20:14.081723] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-16T20:20:14.081783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:14.081842] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:14.081871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:14.081929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:14.140197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:14.140988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:14.141089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:14.141123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:14.265391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:14.265554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:14.265613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:14.265644] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:14.268979] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2025-12-16T20:20:14.269266] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-16T20:20:14.269392] [INFO ] [sig       ] DBX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:14.408195] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DBX.txt
[2025-12-16T20:20:14.408347] [INFO ] [sig       ] [911/3585] Completed DBX in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-16T20:20:14.408388] [INFO ] [sig       ] [912/3585] Forecasting DCBO...
[2025-12-16T20:20:14.408419] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-16T20:20:14.408449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-16T20:20:14.419942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-16T20:20:14.420281] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-16T20:20:14.421073] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-16T20:20:14.421126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:14.421159] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:14.421187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:14.421279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:14.479944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:14.480791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:14.480888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:14.480930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:14.602582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:14.602730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:14.602770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:14.602805] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:14.606198] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=13.69%)
[2025-12-16T20:20:14.606469] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-16T20:20:14.606611] [INFO ] [sig       ] DCBO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:14.750132] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DCBO.txt
[2025-12-16T20:20:14.750271] [INFO ] [sig       ] [912/3585] Completed DCBO in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-16T20:20:14.750311] [INFO ] [sig       ] [913/3585] Forecasting DCI...
[2025-12-16T20:20:14.750342] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-16T20:20:14.750375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-16T20:20:14.761630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-16T20:20:14.761931] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-16T20:20:14.762729] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-16T20:20:14.762781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:14.762815] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:14.762845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:14.762904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:14.822046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:14.822729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:14.822809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:14.822846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:14.950428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:14.950622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:14.950663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:14.950691] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:14.954270] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=64.80%)
[2025-12-16T20:20:14.954600] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-16T20:20:14.954730] [INFO ] [sig       ] DCI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:15.095929] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DCI.txt
[2025-12-16T20:20:15.096071] [INFO ] [sig       ] [913/3585] Completed DCI in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-16T20:20:15.096113] [INFO ] [sig       ] [914/3585] Forecasting DCO...
[2025-12-16T20:20:15.096143] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-16T20:20:15.096174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-16T20:20:15.107938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-16T20:20:15.108254] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-16T20:20:15.109090] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-16T20:20:15.109184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:15.109222] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:15.109258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:15.109333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:15.167816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:15.168505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:15.168601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:15.168637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:15.288723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:15.288875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:15.288915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:15.288977] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:15.292436] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-12-16T20:20:15.292725] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-16T20:20:15.292851] [INFO ] [sig       ] DCO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:15.429584] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DCO.txt
[2025-12-16T20:20:15.429716] [INFO ] [sig       ] [914/3585] Completed DCO in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-16T20:20:15.429755] [INFO ] [sig       ] [915/3585] Forecasting DCOM...
[2025-12-16T20:20:15.429785] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-16T20:20:15.429815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-16T20:20:15.441105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-16T20:20:15.441402] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-16T20:20:15.442149] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-16T20:20:15.442200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:15.442232] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:15.442258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:15.442314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:15.502990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:15.503913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:15.504003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:15.504050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:15.635556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:15.635758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:15.635804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:15.635833] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:15.639707] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=10.16%)
[2025-12-16T20:20:15.640023] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-16T20:20:15.640163] [INFO ] [sig       ] DCOM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:15.789967] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DCOM.txt
[2025-12-16T20:20:15.790124] [INFO ] [sig       ] [915/3585] Completed DCOM in 0.4s | 2.94 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-16T20:20:15.790166] [INFO ] [sig       ] [916/3585] Forecasting DCTH...
[2025-12-16T20:20:15.790198] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-16T20:20:15.790230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-16T20:20:15.802846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-16T20:20:15.803274] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-16T20:20:15.804294] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-16T20:20:15.804357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:15.804406] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:15.804446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:15.804508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:15.866820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:15.867704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:15.867787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:15.867820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:15.995104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:15.995269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:15.995313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:15.995343] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:15.999007] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: DOWN (p=9.62%)
[2025-12-16T20:20:15.999494] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-16T20:20:15.999638] [INFO ] [sig       ] DCTH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:16.200329] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DCTH.txt
[2025-12-16T20:20:16.200472] [INFO ] [sig       ] [916/3585] Completed DCTH in 0.4s | 2.94 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-16T20:20:16.200512] [INFO ] [sig       ] [917/3585] Forecasting DD...
[2025-12-16T20:20:16.200543] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-16T20:20:16.200591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-16T20:20:16.212103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-16T20:20:16.212426] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-16T20:20:16.213240] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-16T20:20:16.213293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:16.213325] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:16.213351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:16.213406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:16.275748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:16.276526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:16.276641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:16.276678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:16.404060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:16.404212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:16.404252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:16.404281] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:16.407757] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: UP (p=62.24%)
[2025-12-16T20:20:16.408035] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-16T20:20:16.408159] [INFO ] [sig       ] DD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:16.559955] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DD.txt
[2025-12-16T20:20:16.560176] [INFO ] [sig       ] [917/3585] Completed DD in 0.4s | 2.94 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-16T20:20:16.560225] [INFO ] [sig       ] [918/3585] Forecasting DDD...
[2025-12-16T20:20:16.560256] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-16T20:20:16.560295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-16T20:20:16.573282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-16T20:20:16.573631] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-16T20:20:16.574476] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-16T20:20:16.574530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:16.574563] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:16.574609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:16.574668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:16.635739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:16.636516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:16.636617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:16.636652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:16.765509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:16.765676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:16.765717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:16.765746] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:16.769212] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: DOWN (p=18.58%)
[2025-12-16T20:20:16.769496] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-16T20:20:16.769638] [INFO ] [sig       ] DDD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:16.914951] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DDD.txt
[2025-12-16T20:20:16.915087] [INFO ] [sig       ] [918/3585] Completed DDD in 0.4s | 2.94 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-16T20:20:16.915128] [INFO ] [sig       ] [919/3585] Forecasting DDI...
[2025-12-16T20:20:16.915159] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-16T20:20:16.915189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-16T20:20:16.926786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-16T20:20:16.927122] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-16T20:20:16.927962] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-16T20:20:16.928017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:16.928050] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:16.928077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:16.928136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:17.000152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:17.001008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:17.001095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:17.001129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:17.119158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:17.119315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:17.119353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:17.119381] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:17.122674] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: UP (p=53.08%)
[2025-12-16T20:20:17.122958] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-16T20:20:17.123078] [INFO ] [sig       ] DDI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:17.262905] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DDI.txt
[2025-12-16T20:20:17.263044] [INFO ] [sig       ] [919/3585] Completed DDI in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-16T20:20:17.263089] [INFO ] [sig       ] [920/3585] Forecasting DDL...
[2025-12-16T20:20:17.263120] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-16T20:20:17.263149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-16T20:20:17.274347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-16T20:20:17.274648] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-16T20:20:17.275392] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-16T20:20:17.275443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:17.275474] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:17.275499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:17.275553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:17.332122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:17.332775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:17.332852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:17.332884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:17.469732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:17.469884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:17.469933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:17.469981] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:17.473387] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=5.45%)
[2025-12-16T20:20:17.473686] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-16T20:20:17.473814] [INFO ] [sig       ] DDL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:17.615477] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DDL.txt
[2025-12-16T20:20:17.615633] [INFO ] [sig       ] [920/3585] Completed DDL in 0.4s | 2.94 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-16T20:20:17.615686] [INFO ] [sig       ] [921/3585] Forecasting DDOG...
[2025-12-16T20:20:17.615716] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-16T20:20:17.615746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-16T20:20:17.627340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-16T20:20:17.627628] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-16T20:20:17.628365] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-16T20:20:17.628417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:17.628449] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:17.628477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:17.628533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:17.686654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:17.687299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:17.687408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:17.687443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:17.814237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:17.814395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:17.814450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:17.814479] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:17.817833] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: DOWN (p=42.81%)
[2025-12-16T20:20:17.818103] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-16T20:20:17.818231] [INFO ] [sig       ] DDOG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:17.955213] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DDOG.txt
[2025-12-16T20:20:17.955339] [INFO ] [sig       ] [921/3585] Completed DDOG in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-16T20:20:17.955376] [INFO ] [sig       ] [922/3585] Forecasting DDS...
[2025-12-16T20:20:17.955406] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-16T20:20:17.955435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-16T20:20:17.966365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-16T20:20:17.966688] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-16T20:20:17.967419] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-16T20:20:17.967469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:17.967501] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:17.967528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:17.967627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:18.026210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:18.027130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:18.027210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:18.027242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:18.144958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:18.145106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:18.145146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:18.145176] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:18.148476] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=35.02%)
[2025-12-16T20:20:18.148770] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-16T20:20:18.148893] [INFO ] [sig       ] DDS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:18.285539] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DDS.txt
[2025-12-16T20:20:18.285689] [INFO ] [sig       ] [922/3585] Completed DDS in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-16T20:20:18.285728] [INFO ] [sig       ] [923/3585] Forecasting DE...
[2025-12-16T20:20:18.285757] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-16T20:20:18.285787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-16T20:20:18.297629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-16T20:20:18.297942] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-16T20:20:18.298739] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-16T20:20:18.298790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:18.298820] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:18.298846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:18.298900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:18.355273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:18.355989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:18.356070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:18.356104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:18.484680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:18.484830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:18.484874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:18.484908] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:18.488204] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=77.76%)
[2025-12-16T20:20:18.488463] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-16T20:20:18.488599] [INFO ] [sig       ] DE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:18.626892] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DE.txt
[2025-12-16T20:20:18.627020] [INFO ] [sig       ] [923/3585] Completed DE in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-16T20:20:18.627060] [INFO ] [sig       ] [924/3585] Forecasting DEA...
[2025-12-16T20:20:18.627091] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-16T20:20:18.627122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-16T20:20:18.638533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-16T20:20:18.638825] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-16T20:20:18.639635] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-16T20:20:18.639687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:18.639720] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:18.639747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:18.639802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:18.696922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:18.697560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:18.697659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:18.697692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:18.820696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:18.820872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:18.820929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:18.820967] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:18.824448] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=85.39%)
[2025-12-16T20:20:18.824734] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-16T20:20:18.824868] [INFO ] [sig       ] DEA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:18.965784] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DEA.txt
[2025-12-16T20:20:18.965948] [INFO ] [sig       ] [924/3585] Completed DEA in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-16T20:20:18.965991] [INFO ] [sig       ] [925/3585] Forecasting DECK...
[2025-12-16T20:20:18.966021] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-16T20:20:18.966050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-16T20:20:18.977286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-16T20:20:18.977585] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-16T20:20:18.978346] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-16T20:20:18.978397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:18.978439] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:18.978466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:18.978522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:19.034191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:19.034930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:19.035025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:19.035061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:19.154195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:19.154348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:19.154387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:19.154415] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:19.157724] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2025-12-16T20:20:19.157990] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-16T20:20:19.158110] [INFO ] [sig       ] DECK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:19.295100] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DECK.txt
[2025-12-16T20:20:19.295236] [INFO ] [sig       ] [925/3585] Completed DECK in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-16T20:20:19.295275] [INFO ] [sig       ] [926/3585] Forecasting DEI...
[2025-12-16T20:20:19.295306] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-16T20:20:19.295337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-16T20:20:19.306853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-16T20:20:19.307154] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-16T20:20:19.307928] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-16T20:20:19.307981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:19.308013] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:19.308040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:19.308095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:19.367307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:19.368050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:19.368133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:19.368169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:19.490055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:19.490210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:19.490250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:19.490277] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:19.493564] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=24.98%)
[2025-12-16T20:20:19.493846] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-16T20:20:19.493976] [INFO ] [sig       ] DEI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:19.639766] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DEI.txt
[2025-12-16T20:20:19.639942] [INFO ] [sig       ] [926/3585] Completed DEI in 0.3s | 2.94 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-16T20:20:19.639992] [INFO ] [sig       ] [927/3585] Forecasting DELL...
[2025-12-16T20:20:19.640028] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-16T20:20:19.640062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-16T20:20:19.651758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-16T20:20:19.652151] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-16T20:20:19.652943] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-16T20:20:19.652994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:19.653027] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:19.653053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:19.653109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:19.712961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:19.713865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:19.713984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:19.714028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:19.836231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:19.836387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:19.836427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:19.836458] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:19.839889] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=12.17%)
[2025-12-16T20:20:19.840161] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-16T20:20:19.840284] [INFO ] [sig       ] DELL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:19.981323] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DELL.txt
[2025-12-16T20:20:19.981467] [INFO ] [sig       ] [927/3585] Completed DELL in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-16T20:20:19.981510] [INFO ] [sig       ] [928/3585] Forecasting DENN...
[2025-12-16T20:20:19.981540] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-16T20:20:19.981587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-16T20:20:19.992886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-16T20:20:19.993181] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-16T20:20:19.993988] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-16T20:20:19.994041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:19.994099] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:19.994128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:19.994186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:20.059737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:20.060796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:20.060905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:20.060950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:20.188062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:20.188212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:20.188251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:20.188280] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:20.191618] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-12-16T20:20:20.191884] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-16T20:20:20.192006] [INFO ] [sig       ] DENN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:20.327164] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DENN.txt
[2025-12-16T20:20:20.327293] [INFO ] [sig       ] [928/3585] Completed DENN in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-16T20:20:20.327334] [INFO ] [sig       ] [929/3585] Forecasting DEO...
[2025-12-16T20:20:20.327395] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-16T20:20:20.327427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-16T20:20:20.338924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-16T20:20:20.342677] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-16T20:20:20.343712] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-16T20:20:20.343764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:20.343796] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:20.343822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:20.343878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:20.399793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:20.400540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:20.400648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:20.400685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:20.527771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:20.527962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:20.528013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:20.528049] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:20.531540] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=6.58%)
[2025-12-16T20:20:20.531827] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-16T20:20:20.531952] [INFO ] [sig       ] DEO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:20.669303] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DEO.txt
[2025-12-16T20:20:20.669442] [INFO ] [sig       ] [929/3585] Completed DEO in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-16T20:20:20.669481] [INFO ] [sig       ] [930/3585] Forecasting DERM...
[2025-12-16T20:20:20.669510] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-16T20:20:20.669539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-16T20:20:20.681364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-16T20:20:20.681687] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-16T20:20:20.682439] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-16T20:20:20.682491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:20.682522] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:20.682547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:20.682627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:20.738631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:20.739242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:20.739321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:20.739353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:20.859087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:20.859258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:20.859298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:20.859325] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:20.862769] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: DOWN (p=30.75%)
[2025-12-16T20:20:20.863100] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-16T20:20:20.863237] [INFO ] [sig       ] DERM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:21.002596] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DERM.txt
[2025-12-16T20:20:21.002753] [INFO ] [sig       ] [930/3585] Completed DERM in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-16T20:20:21.002794] [INFO ] [sig       ] [931/3585] Forecasting DFGP...
[2025-12-16T20:20:21.002823] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-16T20:20:21.002853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-16T20:20:21.014711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-16T20:20:21.015043] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-16T20:20:21.015811] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-16T20:20:21.015863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:21.015894] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:21.015921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:21.015976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:21.071141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:21.071895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:21.071976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:21.072008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:21.189245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:21.189402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:21.189442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:21.189504] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:21.192820] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=92.56%)
[2025-12-16T20:20:21.193085] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-16T20:20:21.193206] [INFO ] [sig       ] DFGP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:21.327339] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DFGP.txt
[2025-12-16T20:20:21.327475] [INFO ] [sig       ] [931/3585] Completed DFGP in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-16T20:20:21.327514] [INFO ] [sig       ] [932/3585] Forecasting DFGX...
[2025-12-16T20:20:21.327543] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-16T20:20:21.327590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-16T20:20:21.338739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-16T20:20:21.339023] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-16T20:20:21.339794] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-16T20:20:21.339845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:21.339876] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:21.339902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:21.339956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:21.394385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:21.395009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:21.395088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:21.395119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:21.517077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:21.517251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:21.517296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:21.517342] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:21.520904] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=12.19%)
[2025-12-16T20:20:21.521208] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-16T20:20:21.521329] [INFO ] [sig       ] DFGX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:21.657313] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DFGX.txt
[2025-12-16T20:20:21.657444] [INFO ] [sig       ] [932/3585] Completed DFGX in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-16T20:20:21.657484] [INFO ] [sig       ] [933/3585] Forecasting DFH...
[2025-12-16T20:20:21.657514] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-16T20:20:21.657543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-16T20:20:21.668519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-16T20:20:21.668818] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-16T20:20:21.669626] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-16T20:20:21.669676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:21.669707] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:21.669733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:21.669788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:21.725245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:21.725957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:21.726040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:21.726072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:21.847722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:21.847878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:21.847917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:21.847947] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:21.851324] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=82.64%)
[2025-12-16T20:20:21.851614] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-16T20:20:21.851736] [INFO ] [sig       ] DFH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:21.987853] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DFH.txt
[2025-12-16T20:20:21.987978] [INFO ] [sig       ] [933/3585] Completed DFH in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-16T20:20:21.988020] [INFO ] [sig       ] [934/3585] Forecasting DFIN...
[2025-12-16T20:20:21.988049] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-16T20:20:21.988080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-16T20:20:21.999083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-16T20:20:21.999382] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-16T20:20:22.000150] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-16T20:20:22.000200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:22.000231] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:22.000257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:22.000314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:22.056392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:22.057187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:22.057273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:22.057325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:22.174033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:22.174183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:22.174220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:22.174248] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:22.177527] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: UP (p=93.33%)
[2025-12-16T20:20:22.177807] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-16T20:20:22.177928] [INFO ] [sig       ] DFIN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:22.316194] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DFIN.txt
[2025-12-16T20:20:22.316334] [INFO ] [sig       ] [934/3585] Completed DFIN in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-16T20:20:22.316374] [INFO ] [sig       ] [935/3585] Forecasting DFP...
[2025-12-16T20:20:22.316403] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-16T20:20:22.316431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-16T20:20:22.327691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-16T20:20:22.327989] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-16T20:20:22.328769] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-16T20:20:22.328820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:22.328851] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:22.328878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:22.328933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:22.385282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:22.385924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:22.386005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:22.386037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:22.506436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:22.506600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:22.506640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:22.506668] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:22.509969] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: DOWN (p=10.00%)
[2025-12-16T20:20:22.510239] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-16T20:20:22.510363] [INFO ] [sig       ] DFP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:22.648341] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DFP.txt
[2025-12-16T20:20:22.648467] [INFO ] [sig       ] [935/3585] Completed DFP in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-16T20:20:22.648515] [INFO ] [sig       ] [936/3585] Forecasting DG...
[2025-12-16T20:20:22.648558] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-16T20:20:22.648621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-16T20:20:22.660038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-16T20:20:22.660391] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-16T20:20:22.661175] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-16T20:20:22.661227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:22.661259] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:22.661286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:22.661353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:22.718858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:22.719528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:22.719623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:22.719657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:22.843395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:22.843540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:22.843594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:22.843626] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:22.847052] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=37.06%)
[2025-12-16T20:20:22.847338] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-16T20:20:22.847460] [INFO ] [sig       ] DG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:22.988540] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DG.txt
[2025-12-16T20:20:22.988713] [INFO ] [sig       ] [936/3585] Completed DG in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-16T20:20:22.988751] [INFO ] [sig       ] [937/3585] Forecasting DGCB...
[2025-12-16T20:20:22.988781] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-16T20:20:22.988810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-16T20:20:23.000179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-16T20:20:23.000538] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-16T20:20:23.001352] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-16T20:20:23.001404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:23.001438] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:23.001465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:23.001521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:23.064945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:23.066122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:23.066212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:23.066247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:23.187518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:23.187690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:23.187729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:23.187757] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:23.191058] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-12-16T20:20:23.191332] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-16T20:20:23.191454] [INFO ] [sig       ] DGCB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:23.329815] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DGCB.txt
[2025-12-16T20:20:23.329951] [INFO ] [sig       ] [937/3585] Completed DGCB in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-16T20:20:23.329997] [INFO ] [sig       ] [938/3585] Forecasting DGICA...
[2025-12-16T20:20:23.330031] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-16T20:20:23.330066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-16T20:20:23.341479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-16T20:20:23.341779] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-16T20:20:23.342512] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-16T20:20:23.342589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:23.342623] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:23.342651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:23.342707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:23.399157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:23.399806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:23.399912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:23.399947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:23.522639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:23.522793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:23.522833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:23.522862] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:23.526217] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: UP (p=92.39%)
[2025-12-16T20:20:23.526486] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-16T20:20:23.526629] [INFO ] [sig       ] DGICA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:23.663563] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DGICA.txt
[2025-12-16T20:20:23.663717] [INFO ] [sig       ] [938/3585] Completed DGICA in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-16T20:20:23.663755] [INFO ] [sig       ] [939/3585] Forecasting DGII...
[2025-12-16T20:20:23.663785] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-16T20:20:23.663814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-16T20:20:23.674552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-16T20:20:23.674856] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-16T20:20:23.675626] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-16T20:20:23.675676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:23.675708] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:23.675735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:23.675790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:23.733426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:23.734297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:23.734382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:23.734414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:23.857654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:23.857805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:23.857845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:23.857873] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:23.861251] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: UP (p=62.51%)
[2025-12-16T20:20:23.861526] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-16T20:20:23.861667] [INFO ] [sig       ] DGII: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:23.998563] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DGII.txt
[2025-12-16T20:20:23.998707] [INFO ] [sig       ] [939/3585] Completed DGII in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-16T20:20:23.998746] [INFO ] [sig       ] [940/3585] Forecasting DGLY...
[2025-12-16T20:20:23.998775] [INFO ] [sig       ] Generating forecast for: DGLY
[2025-12-16T20:20:23.998804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGLY' from 'https://tdm.silogroup.org/data/derivative_storage/DGLY.csv'.
[2025-12-16T20:20:24.013757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGLY'.
[2025-12-16T20:20:24.014114] [INFO ] [FORECASTER] Starting predict_future for DGLY
[2025-12-16T20:20:24.014893] [DEBUG] [LOCAL     ] No optimal features file found for DGLY: ./output/feature-sets/DGLY.txt
[2025-12-16T20:20:24.014943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:24.014973] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:24.014999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:24.015055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:24.073548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:24.074372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:24.074454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:24.074487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:24.189505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:24.189666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:24.189706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:24.189734] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:24.193136] [DEBUG] [FORECASTER] DGLY: Forecast T+1@11:T+2@11: UP (p=82.75%)
[2025-12-16T20:20:24.193409] [INFO ] [FORECASTER] Completed predict_future for DGLY
[2025-12-16T20:20:24.193533] [INFO ] [sig       ] DGLY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:24.334626] [INFO ] [LOCAL     ] Saved forecast: DGLY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DGLY.txt
[2025-12-16T20:20:24.334767] [INFO ] [sig       ] [940/3585] Completed DGLY in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-16T20:20:24.334808] [INFO ] [sig       ] [941/3585] Forecasting DGRE...
[2025-12-16T20:20:24.334839] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-16T20:20:24.334868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-16T20:20:24.346089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-16T20:20:24.346420] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-16T20:20:24.347228] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-16T20:20:24.347280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:24.347313] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:24.347340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:24.347397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:24.406266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:24.407159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:24.407250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:24.407283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:24.513241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:24.513388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:24.513427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:24.513456] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:24.516917] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-16T20:20:24.517194] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-16T20:20:24.517317] [INFO ] [sig       ] DGRE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:24.654013] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DGRE.txt
[2025-12-16T20:20:24.654201] [INFO ] [sig       ] [941/3585] Completed DGRE in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-16T20:20:24.654244] [INFO ] [sig       ] [942/3585] Forecasting DGRS...
[2025-12-16T20:20:24.654274] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-16T20:20:24.654305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-16T20:20:24.665431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-16T20:20:24.665767] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-16T20:20:24.666517] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-16T20:20:24.666569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:24.666621] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:24.666649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:24.666706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:24.723660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:24.724552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:24.724659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:24.724693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:24.845434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:24.845620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:24.845662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:24.845691] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:24.849008] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: UP (p=51.72%)
[2025-12-16T20:20:24.849291] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-16T20:20:24.849422] [INFO ] [sig       ] DGRS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:24.988607] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DGRS.txt
[2025-12-16T20:20:24.988759] [INFO ] [sig       ] [942/3585] Completed DGRS in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-16T20:20:24.988799] [INFO ] [sig       ] [943/3585] Forecasting DGX...
[2025-12-16T20:20:24.988828] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-16T20:20:24.988859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-16T20:20:25.000645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-16T20:20:25.001031] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-16T20:20:25.001833] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-16T20:20:25.001885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:25.001918] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:25.001946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:25.002002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:25.057265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:25.058045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:25.058127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:25.058160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:25.180639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:25.180795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:25.180834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:25.180862] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:25.184540] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=76.08%)
[2025-12-16T20:20:25.184935] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-16T20:20:25.185081] [INFO ] [sig       ] DGX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:25.323004] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DGX.txt
[2025-12-16T20:20:25.323161] [INFO ] [sig       ] [943/3585] Completed DGX in 0.3s | 2.94 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-16T20:20:25.323201] [INFO ] [sig       ] [944/3585] Forecasting DH...
[2025-12-16T20:20:25.323231] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-16T20:20:25.323261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-16T20:20:25.334493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-16T20:20:25.334881] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-16T20:20:25.335663] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-16T20:20:25.335713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:25.335746] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:25.335773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:25.335828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:25.391201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:25.392022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:25.392107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:25.392139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:25.513758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:25.513913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:25.513951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:25.513979] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:25.517397] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=64.69%)
[2025-12-16T20:20:25.517716] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-16T20:20:25.517848] [INFO ] [sig       ] DH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:25.655772] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DH.txt
[2025-12-16T20:20:25.655901] [INFO ] [sig       ] [944/3585] Completed DH in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-16T20:20:25.655939] [INFO ] [sig       ] [945/3585] Forecasting DHC...
[2025-12-16T20:20:25.655967] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-16T20:20:25.655997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-16T20:20:25.667018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-16T20:20:25.667297] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-16T20:20:25.668056] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-16T20:20:25.668111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:25.668166] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:25.668194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:25.668251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:25.723646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:25.724240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:25.724317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:25.724349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:25.842135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:25.842296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:25.842334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:25.842362] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:25.845625] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=63.20%)
[2025-12-16T20:20:25.845888] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-16T20:20:25.846011] [INFO ] [sig       ] DHC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:25.980355] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DHC.txt
[2025-12-16T20:20:25.980480] [INFO ] [sig       ] [945/3585] Completed DHC in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-16T20:20:25.980519] [INFO ] [sig       ] [946/3585] Forecasting DHF...
[2025-12-16T20:20:25.980547] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-16T20:20:25.980592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-16T20:20:25.991563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-16T20:20:25.991861] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-16T20:20:25.992627] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-16T20:20:25.992679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:25.992711] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:25.992738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:25.992793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:26.047473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:26.048106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:26.048182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:26.048214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:26.160936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:26.161063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:26.161104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:26.161131] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:26.164302] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: DOWN (p=38.42%)
[2025-12-16T20:20:26.164567] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-16T20:20:26.164713] [INFO ] [sig       ] DHF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:26.298359] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DHF.txt
[2025-12-16T20:20:26.298480] [INFO ] [sig       ] [946/3585] Completed DHF in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-16T20:20:26.298518] [INFO ] [sig       ] [947/3585] Forecasting DHI...
[2025-12-16T20:20:26.298546] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-16T20:20:26.298592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-16T20:20:26.309886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-16T20:20:26.310199] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-16T20:20:26.310959] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-16T20:20:26.311010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:26.311043] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:26.311073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:26.311140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:26.365973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:26.366609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:26.366687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:26.366719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:26.490392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:26.490530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:26.490591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:26.490623] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:26.493875] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: UP (p=74.54%)
[2025-12-16T20:20:26.494148] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-16T20:20:26.494271] [INFO ] [sig       ] DHI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:26.628950] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DHI.txt
[2025-12-16T20:20:26.629100] [INFO ] [sig       ] [947/3585] Completed DHI in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-16T20:20:26.629157] [INFO ] [sig       ] [948/3585] Forecasting DHIL...
[2025-12-16T20:20:26.629188] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-16T20:20:26.629221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-16T20:20:26.641180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-16T20:20:26.641559] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-16T20:20:26.642324] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-16T20:20:26.642375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:26.642406] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:26.642433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:26.642488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:26.700191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:26.701059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:26.701141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:26.701173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:26.811607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:26.811740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:26.811777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:26.811805] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:26.815057] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: UP (p=65.15%)
[2025-12-16T20:20:26.815325] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-16T20:20:26.815445] [INFO ] [sig       ] DHIL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:26.950119] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DHIL.txt
[2025-12-16T20:20:26.950241] [INFO ] [sig       ] [948/3585] Completed DHIL in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-16T20:20:26.950279] [INFO ] [sig       ] [949/3585] Forecasting DHX...
[2025-12-16T20:20:26.950308] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-16T20:20:26.950337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-16T20:20:26.961606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-16T20:20:26.961889] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-16T20:20:26.962656] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-16T20:20:26.962706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:26.962748] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:26.962775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:26.962829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:27.017953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:27.018617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:27.018695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:27.018727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:27.135161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:27.135302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:27.135340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:27.135368] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:27.138625] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-12-16T20:20:27.138895] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-16T20:20:27.139014] [INFO ] [sig       ] DHX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:27.273862] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DHX.txt
[2025-12-16T20:20:27.273995] [INFO ] [sig       ] [949/3585] Completed DHX in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-16T20:20:27.274034] [INFO ] [sig       ] [950/3585] Forecasting DIBS...
[2025-12-16T20:20:27.274063] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-16T20:20:27.274093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-16T20:20:27.285011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-16T20:20:27.285317] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-16T20:20:27.286063] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-16T20:20:27.286116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:27.286150] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:27.286176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:27.286235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:27.341264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:27.341942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:27.342021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:27.342053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:27.463383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:27.463527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:27.463565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:27.463611] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:27.466913] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: DOWN (p=20.18%)
[2025-12-16T20:20:27.467179] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-16T20:20:27.467298] [INFO ] [sig       ] DIBS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:27.602030] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DIBS.txt
[2025-12-16T20:20:27.602172] [INFO ] [sig       ] [950/3585] Completed DIBS in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-16T20:20:27.602210] [INFO ] [sig       ] [951/3585] Forecasting DIN...
[2025-12-16T20:20:27.602239] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-16T20:20:27.602268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-16T20:20:27.613666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-16T20:20:27.613988] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-16T20:20:27.614737] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-16T20:20:27.614787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:27.614818] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:27.614844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:27.614899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:27.669886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:27.670654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:27.670735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:27.670768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:27.792559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:27.792729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:27.792768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:27.792796] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:27.796057] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: UP (p=60.91%)
[2025-12-16T20:20:27.796332] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-16T20:20:27.796455] [INFO ] [sig       ] DIN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:27.935288] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DIN.txt
[2025-12-16T20:20:27.935439] [INFO ] [sig       ] [951/3585] Completed DIN in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-16T20:20:27.935479] [INFO ] [sig       ] [952/3585] Forecasting DINO...
[2025-12-16T20:20:27.935509] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-16T20:20:27.935539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-16T20:20:27.946676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-16T20:20:27.946956] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-16T20:20:27.947732] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-16T20:20:27.947783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:27.947814] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:27.947839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:27.947894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:28.003442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:28.004181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:28.004261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:28.004293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:28.125226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:28.125378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:28.125416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:28.125444] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:28.128742] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=82.31%)
[2025-12-16T20:20:28.129005] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-16T20:20:28.129123] [INFO ] [sig       ] DINO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:28.265388] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DINO.txt
[2025-12-16T20:20:28.265512] [INFO ] [sig       ] [952/3585] Completed DINO in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-16T20:20:28.265550] [INFO ] [sig       ] [953/3585] Forecasting DIOD...
[2025-12-16T20:20:28.265602] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-16T20:20:28.265635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-16T20:20:28.276852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-16T20:20:28.277167] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-16T20:20:28.277945] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-16T20:20:28.277996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:28.278028] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:28.278055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:28.278110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:28.333926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:28.334548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:28.334643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:28.334675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:28.456460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:28.456620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:28.456665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:28.456697] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:28.460054] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: UP (p=91.55%)
[2025-12-16T20:20:28.460320] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-16T20:20:28.460444] [INFO ] [sig       ] DIOD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:28.602055] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DIOD.txt
[2025-12-16T20:20:28.602189] [INFO ] [sig       ] [953/3585] Completed DIOD in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-16T20:20:28.602230] [INFO ] [sig       ] [954/3585] Forecasting DIS...
[2025-12-16T20:20:28.602260] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-16T20:20:28.602290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-16T20:20:28.613670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-16T20:20:28.613931] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-16T20:20:28.614677] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-16T20:20:28.614728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:28.614760] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:28.614787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:28.614842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:28.673897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:28.674530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:28.674627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:28.674662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:28.794137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:28.794276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:28.794316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:28.794344] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:28.797524] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=19.61%)
[2025-12-16T20:20:28.797809] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-16T20:20:28.797927] [INFO ] [sig       ] DIS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:28.941599] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DIS.txt
[2025-12-16T20:20:28.941743] [INFO ] [sig       ] [954/3585] Completed DIS in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-16T20:20:28.941791] [INFO ] [sig       ] [955/3585] Forecasting DJCO...
[2025-12-16T20:20:28.941826] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-16T20:20:28.941855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-16T20:20:28.953097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-16T20:20:28.953393] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-16T20:20:28.954143] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-16T20:20:28.954194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:28.954226] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:28.954253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:28.954309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:29.011064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:29.011708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:29.011812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:29.011846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:29.125106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:29.125258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:29.125299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:29.125327] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:29.128593] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: UP (p=76.03%)
[2025-12-16T20:20:29.128856] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-16T20:20:29.128978] [INFO ] [sig       ] DJCO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:29.266074] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DJCO.txt
[2025-12-16T20:20:29.266196] [INFO ] [sig       ] [955/3585] Completed DJCO in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-16T20:20:29.266233] [INFO ] [sig       ] [956/3585] Forecasting DK...
[2025-12-16T20:20:29.266263] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-16T20:20:29.266293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-16T20:20:29.277419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-16T20:20:29.277686] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-16T20:20:29.278425] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-16T20:20:29.278476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:29.278508] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:29.278534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:29.278608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:29.335385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:29.336407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:29.336491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:29.336524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:29.456655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:29.456824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:29.456864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:29.456909] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:29.460332] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: DOWN (p=33.71%)
[2025-12-16T20:20:29.460628] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-16T20:20:29.460757] [INFO ] [sig       ] DK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:29.598551] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DK.txt
[2025-12-16T20:20:29.598698] [INFO ] [sig       ] [956/3585] Completed DK in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-16T20:20:29.598738] [INFO ] [sig       ] [957/3585] Forecasting DKL...
[2025-12-16T20:20:29.598767] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-16T20:20:29.598796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-16T20:20:29.610164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-16T20:20:29.610418] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-16T20:20:29.611176] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-16T20:20:29.611226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:29.611257] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:29.611282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:29.611336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:29.668679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:29.669396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:29.669479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:29.669511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:29.788702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:29.788851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:29.788890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:29.788919] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:29.792642] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2025-12-16T20:20:29.792921] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-16T20:20:29.793056] [INFO ] [sig       ] DKL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:29.940532] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DKL.txt
[2025-12-16T20:20:29.940679] [INFO ] [sig       ] [957/3585] Completed DKL in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-16T20:20:29.940721] [INFO ] [sig       ] [958/3585] Forecasting DKNG...
[2025-12-16T20:20:29.940751] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-16T20:20:29.940782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-16T20:20:29.952512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-16T20:20:29.952847] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-16T20:20:29.953766] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-16T20:20:29.953819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:29.953853] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:29.953884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:29.953967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:30.009863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:30.010536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:30.010631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:30.010678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:30.125128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:30.125273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:30.125312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:30.125341] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:30.128612] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: UP (p=54.27%)
[2025-12-16T20:20:30.128875] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-16T20:20:30.128993] [INFO ] [sig       ] DKNG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:30.265724] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DKNG.txt
[2025-12-16T20:20:30.265929] [INFO ] [sig       ] [958/3585] Completed DKNG in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-16T20:20:30.265972] [INFO ] [sig       ] [959/3585] Forecasting DKS...
[2025-12-16T20:20:30.266003] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-16T20:20:30.266033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-16T20:20:30.278109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-16T20:20:30.278467] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-16T20:20:30.279314] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-16T20:20:30.279368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:30.279402] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:30.279431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:30.279486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:30.336664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:30.337389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:30.337471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:30.337504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:30.455056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:30.455212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:30.455252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:30.455280] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:30.458611] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: DOWN (p=8.15%)
[2025-12-16T20:20:30.458883] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-16T20:20:30.459004] [INFO ] [sig       ] DKS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:30.596009] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DKS.txt
[2025-12-16T20:20:30.596154] [INFO ] [sig       ] [959/3585] Completed DKS in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-16T20:20:30.596193] [INFO ] [sig       ] [960/3585] Forecasting DLB...
[2025-12-16T20:20:30.596221] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-16T20:20:30.596252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-16T20:20:30.607455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-16T20:20:30.607798] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-16T20:20:30.608566] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-16T20:20:30.608635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:30.608668] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:30.608705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:30.608782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:30.669433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:30.670416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:30.670504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:30.670537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:30.797760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:30.797925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:30.797965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:30.797993] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:30.801631] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=96.80%)
[2025-12-16T20:20:30.801948] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-16T20:20:30.802087] [INFO ] [sig       ] DLB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:30.944014] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DLB.txt
[2025-12-16T20:20:30.944170] [INFO ] [sig       ] [960/3585] Completed DLB in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-16T20:20:30.944211] [INFO ] [sig       ] [961/3585] Forecasting DLHC...
[2025-12-16T20:20:30.944239] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-16T20:20:30.944268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-16T20:20:30.955419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-16T20:20:30.955761] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-16T20:20:30.956501] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-16T20:20:30.956551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:30.956602] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:30.956630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:30.956685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:31.011398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:31.012161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:31.012247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:31.012279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:31.131685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:31.131839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:31.131878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:31.131908] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:31.135262] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: UP (p=58.95%)
[2025-12-16T20:20:31.135536] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-16T20:20:31.135702] [INFO ] [sig       ] DLHC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:31.274001] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DLHC.txt
[2025-12-16T20:20:31.274158] [INFO ] [sig       ] [961/3585] Completed DLHC in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-16T20:20:31.274197] [INFO ] [sig       ] [962/3585] Forecasting DLNG...
[2025-12-16T20:20:31.274228] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-16T20:20:31.274257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-16T20:20:31.285897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-16T20:20:31.286223] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-16T20:20:31.286995] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-16T20:20:31.287057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:31.287118] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:31.287146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:31.287203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:31.343984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:31.344770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:31.344858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:31.344890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:31.464831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:31.464993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:31.465033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:31.465062] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:31.468465] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: UP (p=52.69%)
[2025-12-16T20:20:31.468756] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-16T20:20:31.468879] [INFO ] [sig       ] DLNG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:31.607925] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DLNG.txt
[2025-12-16T20:20:31.608058] [INFO ] [sig       ] [962/3585] Completed DLNG in 0.3s | 2.94 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-16T20:20:31.608097] [INFO ] [sig       ] [963/3585] Forecasting DLO...
[2025-12-16T20:20:31.608126] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-16T20:20:31.608155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-16T20:20:31.619803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-16T20:20:31.620102] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-16T20:20:31.620896] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-16T20:20:31.620947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:31.620979] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:31.621006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:31.621061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:31.677879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:31.678634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:31.678714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:31.678747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:31.795520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:31.795688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:31.795729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:31.795759] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:31.799245] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=23.58%)
[2025-12-16T20:20:31.799517] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-16T20:20:31.799659] [INFO ] [sig       ] DLO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:31.937958] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DLO.txt
[2025-12-16T20:20:31.938096] [INFO ] [sig       ] [963/3585] Completed DLO in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-16T20:20:31.938135] [INFO ] [sig       ] [964/3585] Forecasting DLPN...
[2025-12-16T20:20:31.938165] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-16T20:20:31.938194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-16T20:20:31.950075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-16T20:20:31.950406] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-16T20:20:31.951166] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-16T20:20:31.951217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:31.951249] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:31.951275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:31.951329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:32.006900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:32.007606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:32.007684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:32.007717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:32.118834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:32.118986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:32.119026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:32.119054] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:32.122484] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: UP (p=74.95%)
[2025-12-16T20:20:32.122780] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-16T20:20:32.122906] [INFO ] [sig       ] DLPN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:32.260511] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DLPN.txt
[2025-12-16T20:20:32.260649] [INFO ] [sig       ] [964/3585] Completed DLPN in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-16T20:20:32.260688] [INFO ] [sig       ] [965/3585] Forecasting DLTH...
[2025-12-16T20:20:32.260718] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-16T20:20:32.260748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-16T20:20:32.272009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-16T20:20:32.272308] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-16T20:20:32.273085] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-16T20:20:32.273136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:32.273167] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:32.273193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:32.273248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:32.329822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:32.330439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:32.330520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:32.330553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:32.448275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:32.448405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:32.448441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:32.448500] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:32.451730] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=29.44%)
[2025-12-16T20:20:32.451989] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-16T20:20:32.452110] [INFO ] [sig       ] DLTH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:32.586811] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DLTH.txt
[2025-12-16T20:20:32.586928] [INFO ] [sig       ] [965/3585] Completed DLTH in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-16T20:20:32.586967] [INFO ] [sig       ] [966/3585] Forecasting DLX...
[2025-12-16T20:20:32.586996] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-16T20:20:32.587025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-16T20:20:32.598402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-16T20:20:32.598681] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-16T20:20:32.599445] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-16T20:20:32.599496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:32.599527] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:32.599553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:32.599630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:32.655512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:32.656102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:32.656180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:32.656211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:32.776813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:32.776940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:32.776975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:32.777004] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:32.780251] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: UP (p=52.28%)
[2025-12-16T20:20:32.780536] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-16T20:20:32.780672] [INFO ] [sig       ] DLX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:32.916939] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DLX.txt
[2025-12-16T20:20:32.917048] [INFO ] [sig       ] [966/3585] Completed DLX in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-16T20:20:32.917086] [INFO ] [sig       ] [967/3585] Forecasting DLY...
[2025-12-16T20:20:32.917114] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-16T20:20:32.917143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-16T20:20:32.928366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-12-16T20:20:32.928631] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-16T20:20:32.929380] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-16T20:20:32.929431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:32.929462] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:32.929488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:32.929545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:32.985090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:32.985679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:32.985758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:32.985789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:33.103550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:33.103697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:33.103734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:33.103763] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:33.106963] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=98.38%)
[2025-12-16T20:20:33.107238] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-16T20:20:33.107360] [INFO ] [sig       ] DLY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:33.242960] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DLY.txt
[2025-12-16T20:20:33.243062] [INFO ] [sig       ] [967/3585] Completed DLY in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-16T20:20:33.243099] [INFO ] [sig       ] [968/3585] Forecasting DMAC...
[2025-12-16T20:20:33.243126] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-16T20:20:33.243155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-16T20:20:33.254045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-16T20:20:33.254308] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-16T20:20:33.255050] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-16T20:20:33.255100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:33.255131] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:33.255157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:33.255212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:33.310140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:33.310738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:33.310816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:33.310847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:33.429008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:33.429143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:33.429180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:33.429213] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:33.432440] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: UP (p=66.75%)
[2025-12-16T20:20:33.432716] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-16T20:20:33.432838] [INFO ] [sig       ] DMAC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:33.571039] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DMAC.txt
[2025-12-16T20:20:33.571165] [INFO ] [sig       ] [968/3585] Completed DMAC in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-16T20:20:33.571203] [INFO ] [sig       ] [969/3585] Forecasting DMB...
[2025-12-16T20:20:33.571238] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-16T20:20:33.571274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-16T20:20:33.582048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-16T20:20:33.582324] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-16T20:20:33.583086] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-16T20:20:33.583137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:33.583167] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:33.583193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:33.583249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:33.639004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:33.639665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:33.639743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:33.639774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:33.762986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:33.763123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:33.763177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:33.763209] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:33.766590] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=6.90%)
[2025-12-16T20:20:33.766861] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-16T20:20:33.766983] [INFO ] [sig       ] DMB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:33.904977] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DMB.txt
[2025-12-16T20:20:33.905089] [INFO ] [sig       ] [969/3585] Completed DMB in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-16T20:20:33.905127] [INFO ] [sig       ] [970/3585] Forecasting DMLP...
[2025-12-16T20:20:33.905156] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-16T20:20:33.905185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-16T20:20:33.916897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-16T20:20:33.917217] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-16T20:20:33.918009] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-16T20:20:33.918061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:33.918092] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:33.918118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:33.918172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:33.973874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:33.974531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:33.974630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:33.974664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:34.093848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:34.093994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:34.094033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:34.094061] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:34.097448] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=94.76%)
[2025-12-16T20:20:34.097739] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-16T20:20:34.097864] [INFO ] [sig       ] DMLP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:34.234800] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DMLP.txt
[2025-12-16T20:20:34.234929] [INFO ] [sig       ] [970/3585] Completed DMLP in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-16T20:20:34.234967] [INFO ] [sig       ] [971/3585] Forecasting DMO...
[2025-12-16T20:20:34.234995] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-16T20:20:34.235026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-16T20:20:34.245968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-16T20:20:34.246236] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-16T20:20:34.246987] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-16T20:20:34.247038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:34.247069] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:34.247095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:34.247150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:34.302569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:34.303188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:34.303269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:34.303308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:34.419677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:34.419818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:34.419855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:34.419883] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:34.423160] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-16T20:20:34.423421] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-16T20:20:34.423538] [INFO ] [sig       ] DMO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:34.564338] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DMO.txt
[2025-12-16T20:20:34.564473] [INFO ] [sig       ] [971/3585] Completed DMO in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-16T20:20:34.564511] [INFO ] [sig       ] [972/3585] Forecasting DMRC...
[2025-12-16T20:20:34.564540] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-16T20:20:34.564587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-16T20:20:34.576768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-16T20:20:34.577128] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-16T20:20:34.577933] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-16T20:20:34.577984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:34.578024] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:34.578051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:34.578107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:34.634593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:34.635434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:34.635553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:34.635604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:34.755433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:34.755596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:34.755638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:34.755667] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:34.759015] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: UP (p=76.83%)
[2025-12-16T20:20:34.759296] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-16T20:20:34.759424] [INFO ] [sig       ] DMRC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:34.896364] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DMRC.txt
[2025-12-16T20:20:34.896489] [INFO ] [sig       ] [972/3585] Completed DMRC in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-16T20:20:34.896527] [INFO ] [sig       ] [973/3585] Forecasting DMXF...
[2025-12-16T20:20:34.896557] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-16T20:20:34.896606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-16T20:20:34.907737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-16T20:20:34.908006] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-16T20:20:34.908764] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-16T20:20:34.908815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:34.908856] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:34.908884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:34.908941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:34.965617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:34.966328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:34.966408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:34.966441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:35.082807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:35.082949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:35.082988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:35.083017] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:35.086324] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-12-16T20:20:35.086609] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-16T20:20:35.086735] [INFO ] [sig       ] DMXF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:35.226063] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DMXF.txt
[2025-12-16T20:20:35.226186] [INFO ] [sig       ] [973/3585] Completed DMXF in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-16T20:20:35.226224] [INFO ] [sig       ] [974/3585] Forecasting DNA...
[2025-12-16T20:20:35.226254] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-16T20:20:35.226283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-16T20:20:35.237529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-16T20:20:35.237818] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-16T20:20:35.238566] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-16T20:20:35.238634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:35.238664] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:35.238690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:35.238746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:35.297551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:35.298205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:35.298284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:35.298317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:35.420177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:35.420350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:35.420398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:35.420433] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:35.423924] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: UP (p=55.02%)
[2025-12-16T20:20:35.424201] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-16T20:20:35.424330] [INFO ] [sig       ] DNA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:35.566394] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DNA.txt
[2025-12-16T20:20:35.566550] [INFO ] [sig       ] [974/3585] Completed DNA in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-16T20:20:35.566613] [INFO ] [sig       ] [975/3585] Forecasting DNLI...
[2025-12-16T20:20:35.566645] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-16T20:20:35.566674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-16T20:20:35.578222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-16T20:20:35.578545] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-16T20:20:35.579313] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-16T20:20:35.579365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:35.579396] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:35.579422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:35.579478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:35.635922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:35.636757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:35.636842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:35.636883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:35.756128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:35.756280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:35.756318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:35.756347] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:35.759762] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: DOWN (p=15.82%)
[2025-12-16T20:20:35.760089] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-16T20:20:35.760227] [INFO ] [sig       ] DNLI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:35.899181] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DNLI.txt
[2025-12-16T20:20:35.899337] [INFO ] [sig       ] [975/3585] Completed DNLI in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-16T20:20:35.899378] [INFO ] [sig       ] [976/3585] Forecasting DNP...
[2025-12-16T20:20:35.899408] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-16T20:20:35.899437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-16T20:20:35.910000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-16T20:20:35.910238] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-16T20:20:35.911008] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-16T20:20:35.911059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:35.911090] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:35.911116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:35.911179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:35.965921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:35.966505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:35.966598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:35.966632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:36.085102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:36.085214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:36.085251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:36.085279] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:36.088385] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: DOWN (p=45.26%)
[2025-12-16T20:20:36.088663] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-16T20:20:36.088782] [INFO ] [sig       ] DNP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:36.224188] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DNP.txt
[2025-12-16T20:20:36.224293] [INFO ] [sig       ] [976/3585] Completed DNP in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-16T20:20:36.224330] [INFO ] [sig       ] [977/3585] Forecasting DNTH...
[2025-12-16T20:20:36.224365] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-16T20:20:36.224395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-16T20:20:36.235449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-16T20:20:36.235715] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-16T20:20:36.236436] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-16T20:20:36.236486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:36.236517] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:36.236543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:36.236621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:36.292537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:36.293125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:36.293202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:36.293233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:36.412593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:36.412698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:36.412733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:36.412760] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:36.415889] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: DOWN (p=15.83%)
[2025-12-16T20:20:36.416146] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-16T20:20:36.416263] [INFO ] [sig       ] DNTH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:36.552990] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DNTH.txt
[2025-12-16T20:20:36.553098] [INFO ] [sig       ] [977/3585] Completed DNTH in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-16T20:20:36.553141] [INFO ] [sig       ] [978/3585] Forecasting DOCN...
[2025-12-16T20:20:36.553170] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-16T20:20:36.553199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-16T20:20:36.564234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-16T20:20:36.564483] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-16T20:20:36.565217] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-16T20:20:36.565268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:36.565300] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:36.565327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:36.565386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:36.620402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:36.621002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:36.621079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:36.621109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:36.738947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:36.739052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:36.739087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:36.739116] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:36.745144] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=21.41%)
[2025-12-16T20:20:36.745400] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-16T20:20:36.745517] [INFO ] [sig       ] DOCN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:36.880150] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DOCN.txt
[2025-12-16T20:20:36.880261] [INFO ] [sig       ] [978/3585] Completed DOCN in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-16T20:20:36.880299] [INFO ] [sig       ] [979/3585] Forecasting DOCS...
[2025-12-16T20:20:36.880328] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-16T20:20:36.880356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-16T20:20:36.891289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-16T20:20:36.891534] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-16T20:20:36.892276] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-16T20:20:36.892326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:36.892384] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:36.892413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:36.892470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:36.948025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:36.948604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:36.948680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:36.948712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:37.067323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:37.067438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:37.067473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:37.067501] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:37.070708] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=98.38%)
[2025-12-16T20:20:37.070964] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-16T20:20:37.071082] [INFO ] [sig       ] DOCS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:37.206834] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DOCS.txt
[2025-12-16T20:20:37.206937] [INFO ] [sig       ] [979/3585] Completed DOCS in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-16T20:20:37.206974] [INFO ] [sig       ] [980/3585] Forecasting DOGZ...
[2025-12-16T20:20:37.207003] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-16T20:20:37.207033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-16T20:20:37.218098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-16T20:20:37.218348] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-16T20:20:37.219093] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-16T20:20:37.219171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:37.219203] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:37.219230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:37.219286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:37.275626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:37.276207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:37.276282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:37.276314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:37.399279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:37.399369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:37.399405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:37.399448] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:37.402468] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: DOWN (p=21.94%)
[2025-12-16T20:20:37.402740] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-16T20:20:37.402859] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:37.538775] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DOGZ.txt
[2025-12-16T20:20:37.538884] [INFO ] [sig       ] [980/3585] Completed DOGZ in 0.3s | 2.94 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-16T20:20:37.538922] [INFO ] [sig       ] [981/3585] Forecasting DOLE...
[2025-12-16T20:20:37.538951] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-16T20:20:37.538980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-16T20:20:37.550715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-16T20:20:37.550969] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-16T20:20:37.551729] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-16T20:20:37.551779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:37.551812] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:37.551838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:37.551894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:37.607726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:37.608324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:37.608405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:37.608437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:37.727885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:37.727995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:37.728032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:37.728061] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:37.731322] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: UP (p=57.64%)
[2025-12-16T20:20:37.731633] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-16T20:20:37.731758] [INFO ] [sig       ] DOLE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:37.870111] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DOLE.txt
[2025-12-16T20:20:37.870219] [INFO ] [sig       ] [981/3585] Completed DOLE in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-16T20:20:37.870256] [INFO ] [sig       ] [982/3585] Forecasting DOMO...
[2025-12-16T20:20:37.870285] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-16T20:20:37.870316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-16T20:20:37.881484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-16T20:20:37.881753] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-16T20:20:37.882484] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-16T20:20:37.882534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:37.882565] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:37.882614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:37.882670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:37.938767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:37.939356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:37.939445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:37.939478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:38.055550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:38.055712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:38.055750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:38.055810] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:38.059214] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=44.89%)
[2025-12-16T20:20:38.059528] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-16T20:20:38.059679] [INFO ] [sig       ] DOMO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:38.194963] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DOMO.txt
[2025-12-16T20:20:38.195115] [INFO ] [sig       ] [982/3585] Completed DOMO in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-16T20:20:38.195156] [INFO ] [sig       ] [983/3585] Forecasting DORM...
[2025-12-16T20:20:38.195185] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-16T20:20:38.195215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-16T20:20:38.206982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-16T20:20:38.207304] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-16T20:20:38.208082] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-16T20:20:38.208134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:38.208165] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:38.208192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:38.208247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:38.266015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:38.266874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:38.266952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:38.266984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:38.390258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:38.390412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:38.390458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:38.390491] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:38.393813] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: UP (p=54.75%)
[2025-12-16T20:20:38.394076] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-16T20:20:38.394198] [INFO ] [sig       ] DORM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:38.531845] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DORM.txt
[2025-12-16T20:20:38.531980] [INFO ] [sig       ] [983/3585] Completed DORM in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-16T20:20:38.532020] [INFO ] [sig       ] [984/3585] Forecasting DOUG...
[2025-12-16T20:20:38.532049] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-16T20:20:38.532078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-16T20:20:38.543357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-16T20:20:38.543664] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-16T20:20:38.544401] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-16T20:20:38.544452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:38.544483] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:38.544520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:38.544602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:38.600247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:38.601042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:38.601123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:38.601155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:38.721161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:38.721312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:38.721350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:38.721382] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:38.724728] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-12-16T20:20:38.724986] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-16T20:20:38.725105] [INFO ] [sig       ] DOUG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:38.860588] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DOUG.txt
[2025-12-16T20:20:38.860704] [INFO ] [sig       ] [984/3585] Completed DOUG in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-16T20:20:38.860742] [INFO ] [sig       ] [985/3585] Forecasting DOX...
[2025-12-16T20:20:38.860771] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-16T20:20:38.860802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-16T20:20:38.871773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-16T20:20:38.872019] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-16T20:20:38.872759] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-16T20:20:38.872810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:38.872841] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:38.872867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:38.872922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:38.928861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:38.929434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:38.929514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:38.929546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:39.065509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:39.065671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:39.065711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:39.065739] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:39.069337] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: DOWN (p=28.60%)
[2025-12-16T20:20:39.069660] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-16T20:20:39.069811] [INFO ] [sig       ] DOX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:39.215236] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DOX.txt
[2025-12-16T20:20:39.215369] [INFO ] [sig       ] [985/3585] Completed DOX in 0.4s | 2.94 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-16T20:20:39.215415] [INFO ] [sig       ] [986/3585] Forecasting DPG...
[2025-12-16T20:20:39.215446] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-16T20:20:39.215476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-16T20:20:39.228295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-16T20:20:39.228622] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-16T20:20:39.229501] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-16T20:20:39.229553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:39.229606] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:39.229634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:39.229691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:39.292305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:39.293220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:39.293306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:39.293339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:39.419818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:39.419974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:39.420015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:39.420045] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:39.423662] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=59.10%)
[2025-12-16T20:20:39.423952] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-16T20:20:39.424080] [INFO ] [sig       ] DPG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:39.570630] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DPG.txt
[2025-12-16T20:20:39.570779] [INFO ] [sig       ] [986/3585] Completed DPG in 0.4s | 2.94 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-16T20:20:39.570827] [INFO ] [sig       ] [987/3585] Forecasting DPRO...
[2025-12-16T20:20:39.570859] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-16T20:20:39.570890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-16T20:20:39.582915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-16T20:20:39.583296] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-16T20:20:39.584090] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-16T20:20:39.584142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:39.584173] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:39.584199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:39.584255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:39.639972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:39.640916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:39.641004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:39.641037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:39.758940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:39.759091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:39.759152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:39.759184] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:39.762661] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: DOWN (p=32.56%)
[2025-12-16T20:20:39.762937] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-16T20:20:39.763070] [INFO ] [sig       ] DPRO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:39.906915] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DPRO.txt
[2025-12-16T20:20:39.907062] [INFO ] [sig       ] [987/3585] Completed DPRO in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-16T20:20:39.907103] [INFO ] [sig       ] [988/3585] Forecasting DPZ...
[2025-12-16T20:20:39.907135] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-16T20:20:39.907173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-16T20:20:39.918494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-16T20:20:39.918788] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-16T20:20:39.919603] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-16T20:20:39.919655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:39.919687] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:39.919714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:39.919769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:39.978089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:39.978753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:39.978833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:39.978865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:40.098239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:40.098375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:40.098415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:40.098448] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:40.101931] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: UP (p=68.68%)
[2025-12-16T20:20:40.102202] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-16T20:20:40.102325] [INFO ] [sig       ] DPZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:40.242246] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DPZ.txt
[2025-12-16T20:20:40.242365] [INFO ] [sig       ] [988/3585] Completed DPZ in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-16T20:20:40.242404] [INFO ] [sig       ] [989/3585] Forecasting DQ...
[2025-12-16T20:20:40.242432] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-16T20:20:40.242461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-16T20:20:40.254306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-16T20:20:40.254590] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-16T20:20:40.255329] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-16T20:20:40.255380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:40.255412] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:40.255439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:40.255494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:40.310753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:40.311342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:40.311441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:40.311473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:40.430907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:40.431048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:40.431086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:40.431114] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:40.434382] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=89.35%)
[2025-12-16T20:20:40.434661] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-16T20:20:40.434780] [INFO ] [sig       ] DQ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:40.573857] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DQ.txt
[2025-12-16T20:20:40.574003] [INFO ] [sig       ] [989/3585] Completed DQ in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-16T20:20:40.574043] [INFO ] [sig       ] [990/3585] Forecasting DRD...
[2025-12-16T20:20:40.574073] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-16T20:20:40.574104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-16T20:20:40.585705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-16T20:20:40.585972] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-16T20:20:40.586732] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-16T20:20:40.586783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:40.586814] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:40.586841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:40.586896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:40.643157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:40.643807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:40.643884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:40.643916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:40.762462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:40.762621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:40.762660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:40.762689] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:40.765933] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-16T20:20:40.766195] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-16T20:20:40.766313] [INFO ] [sig       ] DRD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:40.903705] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DRD.txt
[2025-12-16T20:20:40.903847] [INFO ] [sig       ] [990/3585] Completed DRD in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-16T20:20:40.903886] [INFO ] [sig       ] [991/3585] Forecasting DRH...
[2025-12-16T20:20:40.903916] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-16T20:20:40.903945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-16T20:20:40.915007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-16T20:20:40.915289] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-16T20:20:40.916075] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-16T20:20:40.916127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:40.916159] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:40.916186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:40.916242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:40.973880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:40.974512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:40.974619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:40.974656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:41.092847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:41.092986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:41.093024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:41.093051] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:41.096309] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2025-12-16T20:20:41.096593] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-16T20:20:41.096714] [INFO ] [sig       ] DRH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:41.234270] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DRH.txt
[2025-12-16T20:20:41.234388] [INFO ] [sig       ] [991/3585] Completed DRH in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-16T20:20:41.234425] [INFO ] [sig       ] [992/3585] Forecasting DRI...
[2025-12-16T20:20:41.234454] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-16T20:20:41.234483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-16T20:20:41.245332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-16T20:20:41.245628] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-16T20:20:41.246373] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-16T20:20:41.246424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:41.246456] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:41.246483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:41.246539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:41.301965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:41.302548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:41.302641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:41.302673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:41.427446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:41.427613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:41.427652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:41.427679] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:41.430978] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: UP (p=97.22%)
[2025-12-16T20:20:41.431241] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-16T20:20:41.431360] [INFO ] [sig       ] DRI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:41.567244] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DRI.txt
[2025-12-16T20:20:41.567390] [INFO ] [sig       ] [992/3585] Completed DRI in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-16T20:20:41.567430] [INFO ] [sig       ] [993/3585] Forecasting DRIO...
[2025-12-16T20:20:41.567460] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-16T20:20:41.567489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-16T20:20:41.578521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-16T20:20:41.578831] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-16T20:20:41.579651] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-16T20:20:41.579702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:41.579733] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:41.579759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:41.579814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:41.638122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:41.638948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:41.639026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:41.639058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:41.755647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:41.755781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:41.755817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:41.755845] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:41.759008] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: DOWN (p=18.52%)
[2025-12-16T20:20:41.759291] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-16T20:20:41.759409] [INFO ] [sig       ] DRIO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:41.897765] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DRIO.txt
[2025-12-16T20:20:41.897902] [INFO ] [sig       ] [993/3585] Completed DRIO in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-16T20:20:41.897942] [INFO ] [sig       ] [994/3585] Forecasting DRLL...
[2025-12-16T20:20:41.897973] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-16T20:20:41.898004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-16T20:20:41.909519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-16T20:20:41.909834] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-16T20:20:41.910601] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-16T20:20:41.910653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:41.910686] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:41.910713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:41.910769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:41.967256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:41.967899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:41.967975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:41.968008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:42.087365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:42.087497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:42.087543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:42.087601] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:42.090857] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=67.55%)
[2025-12-16T20:20:42.091118] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-16T20:20:42.091236] [INFO ] [sig       ] DRLL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:42.226790] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DRLL.txt
[2025-12-16T20:20:42.226905] [INFO ] [sig       ] [994/3585] Completed DRLL in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-16T20:20:42.226944] [INFO ] [sig       ] [995/3585] Forecasting DRMA...
[2025-12-16T20:20:42.226974] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-16T20:20:42.227005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-16T20:20:42.238209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-16T20:20:42.238517] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-16T20:20:42.239301] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-16T20:20:42.239353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:42.239385] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:42.239413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:42.239468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:42.294530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:42.295129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:42.295205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:42.295236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:42.409292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:42.409437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:42.409476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:42.409504] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:42.412772] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: DOWN (p=27.09%)
[2025-12-16T20:20:42.413033] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-16T20:20:42.413150] [INFO ] [sig       ] DRMA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:42.556030] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DRMA.txt
[2025-12-16T20:20:42.556182] [INFO ] [sig       ] [995/3585] Completed DRMA in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-16T20:20:42.556221] [INFO ] [sig       ] [996/3585] Forecasting DRS...
[2025-12-16T20:20:42.556251] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-16T20:20:42.556280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-16T20:20:42.567731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-16T20:20:42.568185] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-16T20:20:42.568998] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-16T20:20:42.569049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:42.569507] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:42.569536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:42.569610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:42.629099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:42.630003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:42.630091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:42.630124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:42.758182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:42.758333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:42.758374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:42.758404] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:42.761937] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: UP (p=64.97%)
[2025-12-16T20:20:42.762197] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-16T20:20:42.762317] [INFO ] [sig       ] DRS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:42.903718] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DRS.txt
[2025-12-16T20:20:42.903853] [INFO ] [sig       ] [996/3585] Completed DRS in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-16T20:20:42.903892] [INFO ] [sig       ] [997/3585] Forecasting DRTS...
[2025-12-16T20:20:42.903922] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-16T20:20:42.903951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-16T20:20:42.915522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-16T20:20:42.915844] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-16T20:20:42.916597] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-16T20:20:42.916648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:42.916690] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:42.916717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:42.916773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:42.974629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:42.975224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:42.975305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:42.975338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:43.088225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:43.088339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:43.088374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:43.088402] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:43.091629] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: UP (p=86.23%)
[2025-12-16T20:20:43.091887] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-16T20:20:43.092005] [INFO ] [sig       ] DRTS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:43.226964] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DRTS.txt
[2025-12-16T20:20:43.227077] [INFO ] [sig       ] [997/3585] Completed DRTS in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-16T20:20:43.227115] [INFO ] [sig       ] [998/3585] Forecasting DRUG...
[2025-12-16T20:20:43.227144] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-16T20:20:43.227173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-16T20:20:43.238216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-16T20:20:43.238494] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-16T20:20:43.239270] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-16T20:20:43.239321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:43.239353] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:43.239380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:43.239436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:43.294751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:43.295311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:43.295388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:43.295420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:43.419204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:43.419319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:43.419355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:43.419382] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:43.422515] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: UP (p=70.28%)
[2025-12-16T20:20:43.422796] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-16T20:20:43.422913] [INFO ] [sig       ] DRUG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:43.557671] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DRUG.txt
[2025-12-16T20:20:43.557794] [INFO ] [sig       ] [998/3585] Completed DRUG in 0.3s | 2.94 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-16T20:20:43.557833] [INFO ] [sig       ] [999/3585] Forecasting DRVN...
[2025-12-16T20:20:43.557862] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-16T20:20:43.557891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-16T20:20:43.569694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-16T20:20:43.569967] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-16T20:20:43.570724] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-16T20:20:43.570775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:43.570806] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:43.570833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:43.570888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:43.627324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:43.627973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:43.628054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:43.628088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:43.745660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:43.745774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:43.745810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:43.745867] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:43.749084] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=94.91%)
[2025-12-16T20:20:43.749362] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-16T20:20:43.749492] [INFO ] [sig       ] DRVN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:43.889264] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DRVN.txt
[2025-12-16T20:20:43.889397] [INFO ] [sig       ] [999/3585] Completed DRVN in 0.3s | 2.94 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-16T20:20:43.889438] [INFO ] [sig       ] [1000/3585] Forecasting DSGN...
[2025-12-16T20:20:43.889473] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-16T20:20:43.889510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-16T20:20:43.901044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-16T20:20:43.901304] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-16T20:20:43.902092] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-16T20:20:43.902143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:43.902175] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:43.902202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:43.902258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:43.959257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:43.959878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:43.959954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:43.959986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:44.080037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:44.080170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:44.080208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:44.080236] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:44.083665] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: UP (p=64.13%)
[2025-12-16T20:20:44.083943] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-16T20:20:44.084066] [INFO ] [sig       ] DSGN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:44.220532] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DSGN.txt
[2025-12-16T20:20:44.220655] [INFO ] [sig       ] [1000/3585] Completed DSGN in 0.3s | 2.94 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-16T20:20:44.220701] [INFO ] [sig       ] [1001/3585] Forecasting DSGX...
[2025-12-16T20:20:44.220731] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-16T20:20:44.220760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-16T20:20:44.233134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-16T20:20:44.233396] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-16T20:20:44.234169] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-16T20:20:44.234220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:44.234250] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:44.234276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:44.234330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:44.289895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:44.290489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:44.290567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:44.290617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:44.409038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:44.409177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:44.409214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:44.409242] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:44.412492] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: UP (p=59.18%)
[2025-12-16T20:20:44.412771] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-16T20:20:44.412890] [INFO ] [sig       ] DSGX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:44.561629] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DSGX.txt
[2025-12-16T20:20:44.561808] [INFO ] [sig       ] [1001/3585] Completed DSGX in 0.3s | 2.94 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-16T20:20:44.561849] [INFO ] [sig       ] [1002/3585] Forecasting DSL...
[2025-12-16T20:20:44.561880] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-16T20:20:44.561911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-16T20:20:44.575615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-16T20:20:44.576038] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-16T20:20:44.576902] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-16T20:20:44.576964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:44.576996] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:44.577022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:44.577077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:44.634535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:44.635466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:44.635555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:44.635608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:44.755981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:44.756146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:44.756187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:44.756215] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:44.759717] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: UP (p=83.05%)
[2025-12-16T20:20:44.760013] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-16T20:20:44.760154] [INFO ] [sig       ] DSL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:44.896917] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DSL.txt
[2025-12-16T20:20:44.897073] [INFO ] [sig       ] [1002/3585] Completed DSL in 0.3s | 2.94 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-16T20:20:44.897112] [INFO ] [sig       ] [1003/3585] Forecasting DSM...
[2025-12-16T20:20:44.897141] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-16T20:20:44.897171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-16T20:20:44.908077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-16T20:20:44.908344] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-16T20:20:44.909106] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-16T20:20:44.909182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:44.909215] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:44.909241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:44.909297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:44.966148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:44.966893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:44.966975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:44.967006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:45.085232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:45.085388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:45.085426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:45.085455] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:45.088794] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: UP (p=96.37%)
[2025-12-16T20:20:45.089058] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-16T20:20:45.089199] [INFO ] [sig       ] DSM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:45.227505] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DSM.txt
[2025-12-16T20:20:45.227704] [INFO ] [sig       ] [1003/3585] Completed DSM in 0.3s | 2.94 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-16T20:20:45.227744] [INFO ] [sig       ] [1004/3585] Forecasting DSP...
[2025-12-16T20:20:45.227774] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-16T20:20:45.227803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-16T20:20:45.239388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-16T20:20:45.239703] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-16T20:20:45.240433] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-16T20:20:45.240483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:45.240517] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:45.240549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:45.240638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:45.296622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:45.297308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:45.297386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:45.297417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:45.419659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:45.419811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:45.419851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:45.419897] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:45.423280] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-12-16T20:20:45.423549] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-16T20:20:45.423717] [INFO ] [sig       ] DSP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:45.560945] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DSP.txt
[2025-12-16T20:20:45.561088] [INFO ] [sig       ] [1004/3585] Completed DSP in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-16T20:20:45.561127] [INFO ] [sig       ] [1005/3585] Forecasting DSX...
[2025-12-16T20:20:45.561158] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-16T20:20:45.561187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-16T20:20:45.573364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-16T20:20:45.573703] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-16T20:20:45.574472] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-16T20:20:45.574523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:45.574556] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:45.574600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:45.574657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:45.630866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:45.631477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:45.631567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:45.631628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:45.746666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:45.746772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:45.746808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:45.746836] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:45.750030] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: UP (p=59.97%)
[2025-12-16T20:20:45.750288] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-16T20:20:45.750406] [INFO ] [sig       ] DSX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:45.888077] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DSX.txt
[2025-12-16T20:20:45.888210] [INFO ] [sig       ] [1005/3585] Completed DSX in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-16T20:20:45.888249] [INFO ] [sig       ] [1006/3585] Forecasting DTB...
[2025-12-16T20:20:45.888278] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-16T20:20:45.888308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-16T20:20:45.899722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-16T20:20:45.900028] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-16T20:20:45.900789] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-16T20:20:45.900840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:45.900871] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:45.900898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:45.900953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:45.957339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:45.957955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:45.958041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:45.958098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:46.071476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:46.071644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:46.071683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:46.071713] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:46.075010] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: DOWN (p=9.08%)
[2025-12-16T20:20:46.075275] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-16T20:20:46.075395] [INFO ] [sig       ] DTB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:46.210549] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DTB.txt
[2025-12-16T20:20:46.210684] [INFO ] [sig       ] [1006/3585] Completed DTB in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-16T20:20:46.210721] [INFO ] [sig       ] [1007/3585] Forecasting DTE...
[2025-12-16T20:20:46.210751] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-16T20:20:46.210781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-16T20:20:46.222600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-16T20:20:46.222869] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-16T20:20:46.223624] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-16T20:20:46.223675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:46.223707] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:46.223734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:46.223789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:46.279310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:46.279912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:46.279988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:46.280020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:46.397944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:46.398103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:46.398143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:46.398172] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:46.401438] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=20.25%)
[2025-12-16T20:20:46.401729] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-16T20:20:46.401851] [INFO ] [sig       ] DTE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:46.546202] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DTE.txt
[2025-12-16T20:20:46.546538] [INFO ] [sig       ] [1007/3585] Completed DTE in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-16T20:20:46.546627] [INFO ] [sig       ] [1008/3585] Forecasting DTG...
[2025-12-16T20:20:46.546662] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-16T20:20:46.546694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-16T20:20:46.557970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-16T20:20:46.558214] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-16T20:20:46.558973] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-16T20:20:46.559024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:46.559055] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:46.559091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:46.559169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:46.615433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:46.616099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:46.616177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:46.616209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:46.730836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:46.730997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:46.731035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:46.731062] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:46.734455] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: DOWN (p=10.97%)
[2025-12-16T20:20:46.734795] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-16T20:20:46.734929] [INFO ] [sig       ] DTG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:46.872514] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DTG.txt
[2025-12-16T20:20:46.872663] [INFO ] [sig       ] [1008/3585] Completed DTG in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-16T20:20:46.872704] [INFO ] [sig       ] [1009/3585] Forecasting DTIL...
[2025-12-16T20:20:46.872734] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-16T20:20:46.872763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-16T20:20:46.883943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-16T20:20:46.884216] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-16T20:20:46.884982] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-16T20:20:46.885034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:46.885064] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:46.885091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:46.885146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:46.940114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:46.940718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:46.940793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:46.940825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:47.054860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:47.055016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:47.055054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:47.055081] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:47.058404] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: DOWN (p=48.72%)
[2025-12-16T20:20:47.058685] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-16T20:20:47.058806] [INFO ] [sig       ] DTIL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:47.197021] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DTIL.txt
[2025-12-16T20:20:47.197222] [INFO ] [sig       ] [1009/3585] Completed DTIL in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-16T20:20:47.197266] [INFO ] [sig       ] [1010/3585] Forecasting DTM...
[2025-12-16T20:20:47.197295] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-16T20:20:47.197325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-16T20:20:47.208533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-16T20:20:47.208828] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-16T20:20:47.209699] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-16T20:20:47.209759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:47.209792] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:47.209827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:47.209889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:47.275085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:47.276046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:47.276145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:47.276178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:47.399064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:47.399234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:47.399275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:47.399304] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:47.402736] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=93.19%)
[2025-12-16T20:20:47.403009] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-16T20:20:47.403133] [INFO ] [sig       ] DTM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:47.540468] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DTM.txt
[2025-12-16T20:20:47.540628] [INFO ] [sig       ] [1010/3585] Completed DTM in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-16T20:20:47.540679] [INFO ] [sig       ] [1011/3585] Forecasting DTSS...
[2025-12-16T20:20:47.540713] [INFO ] [sig       ] Generating forecast for: DTSS
[2025-12-16T20:20:47.540748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTSS' from 'https://tdm.silogroup.org/data/derivative_storage/DTSS.csv'.
[2025-12-16T20:20:47.553383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTSS'.
[2025-12-16T20:20:47.553714] [INFO ] [FORECASTER] Starting predict_future for DTSS
[2025-12-16T20:20:47.554476] [DEBUG] [LOCAL     ] No optimal features file found for DTSS: ./output/feature-sets/DTSS.txt
[2025-12-16T20:20:47.554527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:47.554564] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:47.554630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:47.554701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:47.611458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:47.612219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:47.612299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:47.612331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:47.721968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:47.722113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:47.722153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:47.722181] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:47.725472] [DEBUG] [FORECASTER] DTSS: Forecast T+1@11:T+2@11: UP (p=65.67%)
[2025-12-16T20:20:47.725748] [INFO ] [FORECASTER] Completed predict_future for DTSS
[2025-12-16T20:20:47.725867] [INFO ] [sig       ] DTSS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:47.867425] [INFO ] [LOCAL     ] Saved forecast: DTSS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DTSS.txt
[2025-12-16T20:20:47.867595] [INFO ] [sig       ] [1011/3585] Completed DTSS in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-16T20:20:47.867643] [INFO ] [sig       ] [1012/3585] Forecasting DUK...
[2025-12-16T20:20:47.867674] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-16T20:20:47.867717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-16T20:20:47.879399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-16T20:20:47.879764] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-16T20:20:47.880557] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-16T20:20:47.880645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:47.880686] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:47.880720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:47.880787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:47.940187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:47.940941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:47.941046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:47.941082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:48.060782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:48.060931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:48.060970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:48.061000] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:48.064261] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=66.92%)
[2025-12-16T20:20:48.064521] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-16T20:20:48.064682] [INFO ] [sig       ] DUK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:48.201237] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DUK.txt
[2025-12-16T20:20:48.201372] [INFO ] [sig       ] [1012/3585] Completed DUK in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-16T20:20:48.201412] [INFO ] [sig       ] [1013/3585] Forecasting DUKB...
[2025-12-16T20:20:48.201441] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-16T20:20:48.201471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-16T20:20:48.212480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-16T20:20:48.212787] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-16T20:20:48.213558] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-16T20:20:48.213631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:48.213690] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:48.213719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:48.213782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:48.273940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:48.274658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:48.274746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:48.274793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:48.398899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:48.399049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:48.399089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:48.399119] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:48.402636] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-12-16T20:20:48.402938] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-16T20:20:48.403069] [INFO ] [sig       ] DUKB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:48.543869] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DUKB.txt
[2025-12-16T20:20:48.544026] [INFO ] [sig       ] [1013/3585] Completed DUKB in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-16T20:20:48.544070] [INFO ] [sig       ] [1014/3585] Forecasting DUOL...
[2025-12-16T20:20:48.544101] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-16T20:20:48.544132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-16T20:20:48.555673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-16T20:20:48.555986] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-16T20:20:48.556781] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-16T20:20:48.556834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:48.556875] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:48.556905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:48.556962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:48.615464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:48.616475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:48.616556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:48.616612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:48.734195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:48.734341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:48.734380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:48.734408] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:48.737718] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-16T20:20:48.737980] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-16T20:20:48.738099] [INFO ] [sig       ] DUOL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:48.875039] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DUOL.txt
[2025-12-16T20:20:48.875190] [INFO ] [sig       ] [1014/3585] Completed DUOL in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-16T20:20:48.875230] [INFO ] [sig       ] [1015/3585] Forecasting DVA...
[2025-12-16T20:20:48.875261] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-16T20:20:48.875292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-16T20:20:48.886602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-16T20:20:48.886916] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-16T20:20:48.887751] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-16T20:20:48.887803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:48.887835] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:48.887863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:48.887925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:48.946390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:48.947084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:48.947166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:48.947200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:49.067763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:49.067914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:49.067951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:49.067979] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:49.071333] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=45.65%)
[2025-12-16T20:20:49.071649] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-16T20:20:49.071794] [INFO ] [sig       ] DVA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:49.209103] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DVA.txt
[2025-12-16T20:20:49.209256] [INFO ] [sig       ] [1015/3585] Completed DVA in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-16T20:20:49.209294] [INFO ] [sig       ] [1016/3585] Forecasting DVAX...
[2025-12-16T20:20:49.209323] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-16T20:20:49.209353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-16T20:20:49.220111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-12-16T20:20:49.220381] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-16T20:20:49.221145] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-16T20:20:49.221195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:49.221226] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:49.221253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:49.221308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:49.276628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:49.277359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:49.277438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:49.277470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:49.402805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:49.402968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:49.403012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:49.403082] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:49.407073] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: DOWN (p=45.95%)
[2025-12-16T20:20:49.407481] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-16T20:20:49.407683] [INFO ] [sig       ] DVAX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:49.547349] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DVAX.txt
[2025-12-16T20:20:49.547502] [INFO ] [sig       ] [1016/3585] Completed DVAX in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-16T20:20:49.547541] [INFO ] [sig       ] [1017/3585] Forecasting DVN...
[2025-12-16T20:20:49.547596] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-16T20:20:49.547636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-16T20:20:49.558756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-16T20:20:49.559116] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-16T20:20:49.559943] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-16T20:20:49.559994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:49.560026] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:49.560052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:49.560108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:49.617172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:49.618090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:49.618191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:49.618223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:49.740899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:49.741044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:49.741082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:49.741109] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:49.744449] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: UP (p=96.23%)
[2025-12-16T20:20:49.744735] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-16T20:20:49.744856] [INFO ] [sig       ] DVN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:49.882673] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DVN.txt
[2025-12-16T20:20:49.882824] [INFO ] [sig       ] [1017/3585] Completed DVN in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-16T20:20:49.882866] [INFO ] [sig       ] [1018/3585] Forecasting DWAS...
[2025-12-16T20:20:49.882895] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-16T20:20:49.882924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-16T20:20:49.893964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-16T20:20:49.894293] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-16T20:20:49.895051] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-16T20:20:49.895103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:49.895134] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:49.895160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:49.895216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:49.950762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:49.951400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:49.951476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:49.951509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:50.070787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:50.070936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:50.070974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:50.071002] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:50.074259] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: DOWN (p=48.67%)
[2025-12-16T20:20:50.074520] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-16T20:20:50.074659] [INFO ] [sig       ] DWAS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:50.211081] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DWAS.txt
[2025-12-16T20:20:50.211209] [INFO ] [sig       ] [1018/3585] Completed DWAS in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-16T20:20:50.211246] [INFO ] [sig       ] [1019/3585] Forecasting DWSH...
[2025-12-16T20:20:50.211277] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-16T20:20:50.211306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-16T20:20:50.222338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-16T20:20:50.222680] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-16T20:20:50.223443] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-16T20:20:50.223493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:50.223525] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:50.223551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:50.223657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:50.279194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:50.279868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:50.279947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:50.279979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:50.384441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:50.384611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:50.384653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:50.384685] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:50.388099] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=90.92%)
[2025-12-16T20:20:50.388428] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-16T20:20:50.388560] [INFO ] [sig       ] DWSH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:50.529681] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DWSH.txt
[2025-12-16T20:20:50.529836] [INFO ] [sig       ] [1019/3585] Completed DWSH in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-16T20:20:50.529876] [INFO ] [sig       ] [1020/3585] Forecasting DX...
[2025-12-16T20:20:50.529906] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-16T20:20:50.529936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-16T20:20:50.542069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-16T20:20:50.542410] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-16T20:20:50.543388] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-16T20:20:50.543440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:50.543471] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:50.543497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:50.543552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:50.607003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:50.607936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:50.608026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:50.608059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:50.753557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:50.753772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:50.753837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:50.753887] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:50.759687] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: DOWN (p=17.47%)
[2025-12-16T20:20:50.760243] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-16T20:20:50.760454] [INFO ] [sig       ] DX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:50.990373] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DX.txt
[2025-12-16T20:20:50.990620] [INFO ] [sig       ] [1020/3585] Completed DX in 0.5s | 2.95 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-16T20:20:50.990676] [INFO ] [sig       ] [1021/3585] Forecasting DXC...
[2025-12-16T20:20:50.990710] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-16T20:20:50.990746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-16T20:20:51.012190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-16T20:20:51.012724] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-16T20:20:51.013852] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-16T20:20:51.013938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:51.013982] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:51.014019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:51.014103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:51.100813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:51.102038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:51.102159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:51.102215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:51.275635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:51.275828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:51.275885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:51.275929] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:51.281045] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=42.53%)
[2025-12-16T20:20:51.281516] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-16T20:20:51.281734] [INFO ] [sig       ] DXC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:51.496792] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/DXC.txt
[2025-12-16T20:20:51.497012] [INFO ] [sig       ] [1021/3585] Completed DXC in 0.5s | 2.94 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-16T20:20:51.497078] [INFO ] [sig       ] [1022/3585] Forecasting DXCM...
[2025-12-16T20:20:51.497131] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-16T20:20:51.497180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-16T20:20:51.512659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-16T20:20:51.513087] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-16T20:20:51.513984] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-16T20:20:51.514048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:51.514099] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:51.514129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:51.514185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:51.579289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:51.580466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:51.580598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:51.580652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:51.728757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:51.728911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:51.728952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:51.728980] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:51.732472] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-12-16T20:20:51.732776] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-16T20:20:51.732909] [INFO ] [sig       ] DXCM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:51.887416] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DXCM.txt
[2025-12-16T20:20:51.887619] [INFO ] [sig       ] [1022/3585] Completed DXCM in 0.4s | 2.94 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-16T20:20:51.887666] [INFO ] [sig       ] [1023/3585] Forecasting DXPE...
[2025-12-16T20:20:51.887695] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-12-16T20:20:51.887726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-12-16T20:20:51.899822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-12-16T20:20:51.900173] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-12-16T20:20:51.901058] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-12-16T20:20:51.901110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:51.901142] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:51.901171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:51.901237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:51.963671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:51.964644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:51.964770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:51.964808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:52.098613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:52.098788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:52.098835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:52.098865] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:52.102462] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: UP (p=63.45%)
[2025-12-16T20:20:52.102787] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-12-16T20:20:52.102959] [INFO ] [sig       ] DXPE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:52.255413] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DXPE.txt
[2025-12-16T20:20:52.255602] [INFO ] [sig       ] [1023/3585] Completed DXPE in 0.4s | 2.94 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-16T20:20:52.255652] [INFO ] [sig       ] [1024/3585] Forecasting DY...
[2025-12-16T20:20:52.255683] [INFO ] [sig       ] Generating forecast for: DY
[2025-12-16T20:20:52.255715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-12-16T20:20:52.268130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-12-16T20:20:52.268471] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-12-16T20:20:52.269388] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-12-16T20:20:52.269442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:52.269473] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:52.269499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:52.269556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:52.331267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:52.332124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:52.332206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:52.332239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:52.454665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:52.454822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:52.454864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:52.454895] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:52.458487] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=84.26%)
[2025-12-16T20:20:52.458816] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-12-16T20:20:52.458962] [INFO ] [sig       ] DY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:52.609398] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DY.txt
[2025-12-16T20:20:52.609601] [INFO ] [sig       ] [1024/3585] Completed DY in 0.4s | 2.94 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-16T20:20:52.609673] [INFO ] [sig       ] [1025/3585] Forecasting DYN...
[2025-12-16T20:20:52.609713] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-16T20:20:52.609751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-16T20:20:52.622200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-16T20:20:52.622562] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-16T20:20:52.623398] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-16T20:20:52.623456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:52.623496] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:52.623525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:52.623614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:52.686023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:52.686892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:52.686979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:52.687011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:52.816468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:52.816637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:52.816682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:52.816729] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:52.820535] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-12-16T20:20:52.820853] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-16T20:20:52.820988] [INFO ] [sig       ] DYN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:52.975250] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/DYN.txt
[2025-12-16T20:20:52.975433] [INFO ] [sig       ] [1025/3585] Completed DYN in 0.4s | 2.94 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-16T20:20:52.975498] [INFO ] [sig       ] [1026/3585] Forecasting E...
[2025-12-16T20:20:52.975543] [INFO ] [sig       ] Generating forecast for: E
[2025-12-16T20:20:52.975613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-16T20:20:52.987490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-16T20:20:52.987846] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-16T20:20:52.988631] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-16T20:20:52.988682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:52.988715] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:52.988742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:52.988797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:53.050560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:53.051491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:53.051596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:53.051641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:53.175058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:53.175205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:53.175247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:53.175276] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:53.178832] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=89.06%)
[2025-12-16T20:20:53.179121] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-16T20:20:53.179310] [INFO ] [sig       ] E: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:53.332291] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/E.txt
[2025-12-16T20:20:53.332483] [INFO ] [sig       ] [1026/3585] Completed E in 0.4s | 2.94 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-16T20:20:53.332524] [INFO ] [sig       ] [1027/3585] Forecasting EA...
[2025-12-16T20:20:53.332554] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-16T20:20:53.332603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-16T20:20:53.343779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-16T20:20:53.344019] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-16T20:20:53.344786] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-16T20:20:53.344837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:53.344869] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:53.344895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:53.344951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:53.400787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:53.401497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:53.401592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:53.401628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:53.526322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:53.526471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:53.526509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:53.526538] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:53.529925] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=86.71%)
[2025-12-16T20:20:53.530205] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-16T20:20:53.530336] [INFO ] [sig       ] EA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:53.667821] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EA.txt
[2025-12-16T20:20:53.668166] [INFO ] [sig       ] [1027/3585] Completed EA in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-16T20:20:53.668205] [INFO ] [sig       ] [1028/3585] Forecasting EAF...
[2025-12-16T20:20:53.668233] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-16T20:20:53.668263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-16T20:20:53.680478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-16T20:20:53.680833] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-16T20:20:53.681619] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-16T20:20:53.681670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:53.681701] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:53.681732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:53.681788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:53.738198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:53.739056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:53.739180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:53.739216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:53.857697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:53.857847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:53.857886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:53.857931] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:53.861252] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: UP (p=57.37%)
[2025-12-16T20:20:53.861511] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-16T20:20:53.861649] [INFO ] [sig       ] EAF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:53.999241] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EAF.txt
[2025-12-16T20:20:53.999373] [INFO ] [sig       ] [1028/3585] Completed EAF in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-16T20:20:53.999413] [INFO ] [sig       ] [1029/3585] Forecasting EAI...
[2025-12-16T20:20:53.999442] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-16T20:20:53.999472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-16T20:20:54.011372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-16T20:20:54.011703] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-16T20:20:54.012440] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-16T20:20:54.012491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:54.012522] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:54.012549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:54.012623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:54.069031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:54.069641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:54.069723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:54.069761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:54.184125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:54.184254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:54.184293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:54.184322] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:54.187874] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-16T20:20:54.188135] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-16T20:20:54.188255] [INFO ] [sig       ] EAI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:54.326100] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EAI.txt
[2025-12-16T20:20:54.326252] [INFO ] [sig       ] [1029/3585] Completed EAI in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-16T20:20:54.326291] [INFO ] [sig       ] [1030/3585] Forecasting EARN...
[2025-12-16T20:20:54.326321] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-16T20:20:54.326350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-16T20:20:54.337989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-16T20:20:54.338351] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-16T20:20:54.339125] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-16T20:20:54.339201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:54.339267] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:54.339295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:54.339350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:54.395498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:54.396345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:54.396428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:54.396476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:54.518415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:54.518585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:54.518626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:54.518655] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:54.522636] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=86.39%)
[2025-12-16T20:20:54.522896] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-16T20:20:54.523012] [INFO ] [sig       ] EARN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:54.661233] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EARN.txt
[2025-12-16T20:20:54.661376] [INFO ] [sig       ] [1030/3585] Completed EARN in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-16T20:20:54.661416] [INFO ] [sig       ] [1031/3585] Forecasting EB...
[2025-12-16T20:20:54.661444] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-16T20:20:54.661474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-16T20:20:54.672927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-16T20:20:54.673255] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-16T20:20:54.674023] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-16T20:20:54.674074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:54.674105] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:54.674131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:54.674187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:54.730372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:54.731189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:54.731271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:54.731303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:54.851370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:54.851520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:54.851558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:54.851612] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:54.854891] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=25.85%)
[2025-12-16T20:20:54.855150] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-16T20:20:54.855269] [INFO ] [sig       ] EB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:54.992082] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EB.txt
[2025-12-16T20:20:54.992214] [INFO ] [sig       ] [1031/3585] Completed EB in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-16T20:20:54.992253] [INFO ] [sig       ] [1032/3585] Forecasting EBAY...
[2025-12-16T20:20:54.992281] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-16T20:20:54.992310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-16T20:20:55.003107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-16T20:20:55.003351] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-16T20:20:55.004096] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-16T20:20:55.004146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:55.004177] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:55.004225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:55.004281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:55.060308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:55.060938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:55.061015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:55.061047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:55.180663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:55.180809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:55.180846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:55.180875] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:55.184202] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=99.78%)
[2025-12-16T20:20:55.184464] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-16T20:20:55.184600] [INFO ] [sig       ] EBAY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:55.321627] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EBAY.txt
[2025-12-16T20:20:55.321777] [INFO ] [sig       ] [1032/3585] Completed EBAY in 0.3s | 2.94 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-16T20:20:55.321816] [INFO ] [sig       ] [1033/3585] Forecasting EBC...
[2025-12-16T20:20:55.321845] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-16T20:20:55.321875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-16T20:20:55.333048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-16T20:20:55.333337] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-16T20:20:55.334086] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-16T20:20:55.334137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:55.334169] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:55.334196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:55.334251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:55.391008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:55.391687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:55.391770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:55.391803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:55.511620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:55.511762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:55.511801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:55.511856] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:55.515118] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: UP (p=69.30%)
[2025-12-16T20:20:55.515377] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-16T20:20:55.515499] [INFO ] [sig       ] EBC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:55.656865] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EBC.txt
[2025-12-16T20:20:55.656991] [INFO ] [sig       ] [1033/3585] Completed EBC in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-16T20:20:55.657029] [INFO ] [sig       ] [1034/3585] Forecasting EBF...
[2025-12-16T20:20:55.657058] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-16T20:20:55.657088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-16T20:20:55.668131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-16T20:20:55.668383] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-16T20:20:55.669175] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-16T20:20:55.669229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:55.669261] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:55.669288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:55.669344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:55.726543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:55.727205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:55.727282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:55.727313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:55.844194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:55.844348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:55.844388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:55.844417] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:55.847845] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-12-16T20:20:55.848117] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-16T20:20:55.848242] [INFO ] [sig       ] EBF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:55.987881] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EBF.txt
[2025-12-16T20:20:55.988019] [INFO ] [sig       ] [1034/3585] Completed EBF in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-16T20:20:55.988059] [INFO ] [sig       ] [1035/3585] Forecasting EBON...
[2025-12-16T20:20:55.988087] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-16T20:20:55.988116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-16T20:20:55.999173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-16T20:20:55.999477] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-16T20:20:56.000245] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-16T20:20:56.000297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:56.000330] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:56.000357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:56.000415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:56.058255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:56.059098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:56.059210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:56.059245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:56.159382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:56.159534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:56.159588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:56.159620] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:56.162905] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: UP (p=63.98%)
[2025-12-16T20:20:56.163169] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-16T20:20:56.163287] [INFO ] [sig       ] EBON: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:56.305178] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EBON.txt
[2025-12-16T20:20:56.305320] [INFO ] [sig       ] [1035/3585] Completed EBON in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-16T20:20:56.305360] [INFO ] [sig       ] [1036/3585] Forecasting EBS...
[2025-12-16T20:20:56.305388] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-16T20:20:56.305419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-16T20:20:56.316381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-16T20:20:56.316685] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-16T20:20:56.317425] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-16T20:20:56.317476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:56.317507] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:56.317534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:56.317607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:56.375518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:56.376267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:56.376350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:56.376384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:56.497974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:56.498126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:56.498162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:56.498190] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:56.501591] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=39.98%)
[2025-12-16T20:20:56.501856] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-16T20:20:56.501975] [INFO ] [sig       ] EBS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:56.641529] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EBS.txt
[2025-12-16T20:20:56.641696] [INFO ] [sig       ] [1036/3585] Completed EBS in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-16T20:20:56.641736] [INFO ] [sig       ] [1037/3585] Forecasting EC...
[2025-12-16T20:20:56.641765] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-16T20:20:56.641795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-16T20:20:56.652609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-16T20:20:56.652918] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-16T20:20:56.653675] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-16T20:20:56.653726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:56.653758] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:56.653787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:56.653845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:56.709416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:56.710139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:56.710221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:56.710253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:56.830945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:56.831098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:56.831137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:56.831166] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:56.834560] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=10.34%)
[2025-12-16T20:20:56.834855] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-16T20:20:56.834993] [INFO ] [sig       ] EC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:56.970099] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EC.txt
[2025-12-16T20:20:56.970247] [INFO ] [sig       ] [1037/3585] Completed EC in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-16T20:20:56.970288] [INFO ] [sig       ] [1038/3585] Forecasting ECC...
[2025-12-16T20:20:56.970318] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-16T20:20:56.970348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-16T20:20:56.981493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-16T20:20:56.981826] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-16T20:20:56.982563] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-16T20:20:56.982644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:56.982675] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:56.982702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:56.982757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:57.037333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:57.038024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:57.038104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:57.038137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:57.154290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:57.154445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:57.154485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:57.154513] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:57.157868] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2025-12-16T20:20:57.158141] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-16T20:20:57.158264] [INFO ] [sig       ] ECC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:57.299873] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ECC.txt
[2025-12-16T20:20:57.300031] [INFO ] [sig       ] [1038/3585] Completed ECC in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-16T20:20:57.300070] [INFO ] [sig       ] [1039/3585] Forecasting ECL...
[2025-12-16T20:20:57.300100] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-16T20:20:57.300130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-16T20:20:57.311323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-16T20:20:57.311660] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-16T20:20:57.312427] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-16T20:20:57.312479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:57.312511] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:57.312538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:57.312622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:57.370203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:57.370998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:57.371083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:57.371117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:57.490924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:57.491086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:57.491127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:57.491157] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:57.494755] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=54.76%)
[2025-12-16T20:20:57.495071] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-16T20:20:57.495206] [INFO ] [sig       ] ECL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:57.640448] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ECL.txt
[2025-12-16T20:20:57.640611] [INFO ] [sig       ] [1039/3585] Completed ECL in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-16T20:20:57.640655] [INFO ] [sig       ] [1040/3585] Forecasting ECPG...
[2025-12-16T20:20:57.640686] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-16T20:20:57.640717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-16T20:20:57.652632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-16T20:20:57.653008] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-16T20:20:57.653768] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-16T20:20:57.653819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:57.653849] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:57.653877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:57.653932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:57.709855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:57.710722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:57.710846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:57.710878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:57.828663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:57.828820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:57.828862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:57.828890] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:57.832286] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: DOWN (p=29.42%)
[2025-12-16T20:20:57.832598] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-16T20:20:57.832727] [INFO ] [sig       ] ECPG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:57.970183] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ECPG.txt
[2025-12-16T20:20:57.970335] [INFO ] [sig       ] [1040/3585] Completed ECPG in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-16T20:20:57.970375] [INFO ] [sig       ] [1041/3585] Forecasting ECX...
[2025-12-16T20:20:57.970405] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-16T20:20:57.970435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-16T20:20:57.982266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-16T20:20:57.982654] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-16T20:20:57.983429] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-16T20:20:57.983480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:57.983512] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:57.983538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:57.983618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:58.040337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:58.041092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:58.041174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:58.041209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:58.163854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:58.164027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:58.164069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:58.164098] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:58.167636] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: UP (p=82.49%)
[2025-12-16T20:20:58.167939] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-16T20:20:58.168072] [INFO ] [sig       ] ECX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:58.315960] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ECX.txt
[2025-12-16T20:20:58.316109] [INFO ] [sig       ] [1041/3585] Completed ECX in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-16T20:20:58.316148] [INFO ] [sig       ] [1042/3585] Forecasting ED...
[2025-12-16T20:20:58.316176] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-16T20:20:58.316206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-16T20:20:58.328113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-16T20:20:58.328390] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-16T20:20:58.329219] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-16T20:20:58.329270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:58.329301] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:58.329326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:58.329380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:58.385744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:58.386603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:58.386685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:58.386717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:58.509056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:58.509236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:58.509276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:58.509304] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:58.512758] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: UP (p=67.57%)
[2025-12-16T20:20:58.513033] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-16T20:20:58.513158] [INFO ] [sig       ] ED: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:20:58.655877] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ED.txt
[2025-12-16T20:20:58.656031] [INFO ] [sig       ] [1042/3585] Completed ED in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-16T20:20:58.656073] [INFO ] [sig       ] [1043/3585] Forecasting EDAP...
[2025-12-16T20:20:58.656111] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-16T20:20:58.656142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-16T20:20:58.668471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-16T20:20:58.668835] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-16T20:20:58.669667] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-16T20:20:58.669718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:58.669751] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:58.669778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:58.669835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:58.730662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:58.731521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:58.731633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:58.731669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:58.851638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:58.851788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:58.851827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:58.851856] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:58.855304] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=24.52%)
[2025-12-16T20:20:58.855639] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-16T20:20:58.855775] [INFO ] [sig       ] EDAP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:58.994331] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EDAP.txt
[2025-12-16T20:20:58.994517] [INFO ] [sig       ] [1043/3585] Completed EDAP in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-16T20:20:58.994559] [INFO ] [sig       ] [1044/3585] Forecasting EDBL...
[2025-12-16T20:20:58.994610] [INFO ] [sig       ] Generating forecast for: EDBL
[2025-12-16T20:20:58.994642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'.
[2025-12-16T20:20:59.006233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDBL'.
[2025-12-16T20:20:59.006615] [INFO ] [FORECASTER] Starting predict_future for EDBL
[2025-12-16T20:20:59.007359] [DEBUG] [LOCAL     ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt
[2025-12-16T20:20:59.007411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:59.007443] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:59.007470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:59.007525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:59.065145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:59.066136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:59.066238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:59.066273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:59.192506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:59.192685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:59.192725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:59.192754] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:59.196323] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: DOWN (p=49.28%)
[2025-12-16T20:20:59.196689] [INFO ] [FORECASTER] Completed predict_future for EDBL
[2025-12-16T20:20:59.196832] [INFO ] [sig       ] EDBL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:59.337187] [INFO ] [LOCAL     ] Saved forecast: EDBL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EDBL.txt
[2025-12-16T20:20:59.337357] [INFO ] [sig       ] [1044/3585] Completed EDBL in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-16T20:20:59.337406] [INFO ] [sig       ] [1045/3585] Forecasting EDD...
[2025-12-16T20:20:59.337437] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-16T20:20:59.337468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-16T20:20:59.348938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-16T20:20:59.349343] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-16T20:20:59.350146] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-16T20:20:59.350200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:59.350246] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:59.350275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:59.350332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:59.410352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:59.411214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:59.411307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:59.411342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:59.536000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:59.536157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:59.536196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:59.536226] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:59.540158] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=19.66%)
[2025-12-16T20:20:59.540607] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-16T20:20:59.540781] [INFO ] [sig       ] EDD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:20:59.682775] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EDD.txt
[2025-12-16T20:20:59.682920] [INFO ] [sig       ] [1045/3585] Completed EDD in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-16T20:20:59.682958] [INFO ] [sig       ] [1046/3585] Forecasting EDF...
[2025-12-16T20:20:59.682987] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-16T20:20:59.683016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-16T20:20:59.695033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-16T20:20:59.695432] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-16T20:20:59.696252] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-16T20:20:59.696303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:20:59.696335] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:20:59.696361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:20:59.696416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:20:59.752470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:20:59.753288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:20:59.753373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:20:59.753406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:20:59.871866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:20:59.872018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:20:59.872057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:20:59.872086] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:20:59.875508] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=87.09%)
[2025-12-16T20:20:59.875796] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-16T20:20:59.875918] [INFO ] [sig       ] EDF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:00.011254] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EDF.txt
[2025-12-16T20:21:00.011396] [INFO ] [sig       ] [1046/3585] Completed EDF in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-16T20:21:00.011435] [INFO ] [sig       ] [1047/3585] Forecasting EDN...
[2025-12-16T20:21:00.011464] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-16T20:21:00.011494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-16T20:21:00.024895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-12-16T20:21:00.025240] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-16T20:21:00.026011] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-16T20:21:00.026062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:00.026123] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:00.026153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:00.026211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:00.084091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:00.084971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:00.085055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:00.085089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:00.206627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:00.206781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:00.206822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:00.206851] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:00.210307] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=29.78%)
[2025-12-16T20:21:00.210599] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-16T20:21:00.210725] [INFO ] [sig       ] EDN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:00.400697] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EDN.txt
[2025-12-16T20:21:00.400857] [INFO ] [sig       ] [1047/3585] Completed EDN in 0.4s | 2.94 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-16T20:21:00.400908] [INFO ] [sig       ] [1048/3585] Forecasting EE...
[2025-12-16T20:21:00.400944] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-16T20:21:00.400980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-16T20:21:00.415820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-16T20:21:00.416163] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-16T20:21:00.416946] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-16T20:21:00.416998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:00.417029] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:00.417055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:00.417111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:00.480325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:00.481203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:00.481284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:00.481316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:00.597600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:00.597753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:00.597792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:00.597820] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:00.601192] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=15.87%)
[2025-12-16T20:21:00.601454] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-16T20:21:00.601592] [INFO ] [sig       ] EE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:00.741618] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EE.txt
[2025-12-16T20:21:00.741774] [INFO ] [sig       ] [1048/3585] Completed EE in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-16T20:21:00.741815] [INFO ] [sig       ] [1049/3585] Forecasting EEMA...
[2025-12-16T20:21:00.741850] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-16T20:21:00.741882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-16T20:21:00.753497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-16T20:21:00.753920] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-16T20:21:00.754712] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-16T20:21:00.754763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:00.754798] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:00.754830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:00.754886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:00.812151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:00.813018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:00.813106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:00.813139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:00.935386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:00.935540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:00.935597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:00.935629] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:00.939358] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: DOWN (p=20.25%)
[2025-12-16T20:21:00.939704] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-16T20:21:00.939841] [INFO ] [sig       ] EEMA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:01.084252] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EEMA.txt
[2025-12-16T20:21:01.084403] [INFO ] [sig       ] [1049/3585] Completed EEMA in 0.3s | 2.94 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-16T20:21:01.084444] [INFO ] [sig       ] [1050/3585] Forecasting EEX...
[2025-12-16T20:21:01.084473] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-16T20:21:01.084503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-16T20:21:01.097122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-16T20:21:01.097557] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-16T20:21:01.098763] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-16T20:21:01.098821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:01.098853] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:01.098882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:01.098939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:01.167362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:01.168536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:01.168661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:01.168712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:01.300010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:01.300162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:01.300203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:01.300273] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:01.304193] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=43.88%)
[2025-12-16T20:21:01.304522] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-16T20:21:01.304714] [INFO ] [sig       ] EEX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:01.457357] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EEX.txt
[2025-12-16T20:21:01.457522] [INFO ] [sig       ] [1050/3585] Completed EEX in 0.4s | 2.94 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-16T20:21:01.457563] [INFO ] [sig       ] [1051/3585] Forecasting EFC...
[2025-12-16T20:21:01.457616] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-16T20:21:01.457652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-16T20:21:01.470976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-16T20:21:01.471324] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-16T20:21:01.472144] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-16T20:21:01.472202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:01.472246] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:01.472276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:01.472334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:01.538410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:01.539317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:01.539407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:01.539451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:01.663159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:01.663324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:01.663374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:01.663411] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:01.666998] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=32.23%)
[2025-12-16T20:21:01.667312] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-16T20:21:01.667447] [INFO ] [sig       ] EFC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:01.804632] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EFC.txt
[2025-12-16T20:21:01.804775] [INFO ] [sig       ] [1051/3585] Completed EFC in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-16T20:21:01.804814] [INFO ] [sig       ] [1052/3585] Forecasting EFSC...
[2025-12-16T20:21:01.804843] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-16T20:21:01.804871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-16T20:21:01.816506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-16T20:21:01.816872] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-16T20:21:01.817671] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-16T20:21:01.817723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:01.817754] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:01.817781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:01.817836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:01.873984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:01.874676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:01.874757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:01.874789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:01.993830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:01.993985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:01.994026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:01.994073] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:01.997439] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: UP (p=71.21%)
[2025-12-16T20:21:01.997794] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-16T20:21:01.997936] [INFO ] [sig       ] EFSC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:02.137886] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EFSC.txt
[2025-12-16T20:21:02.138030] [INFO ] [sig       ] [1052/3585] Completed EFSC in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-16T20:21:02.138069] [INFO ] [sig       ] [1053/3585] Forecasting EFX...
[2025-12-16T20:21:02.138099] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-16T20:21:02.138130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-16T20:21:02.149512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-16T20:21:02.149863] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-16T20:21:02.150638] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-16T20:21:02.150688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:02.150719] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:02.150744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:02.150799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:02.205314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:02.206110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:02.206194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:02.206226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:02.322226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:02.322384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:02.322423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:02.322450] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:02.325741] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=57.18%)
[2025-12-16T20:21:02.326015] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-16T20:21:02.326140] [INFO ] [sig       ] EFX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:02.460518] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EFX.txt
[2025-12-16T20:21:02.460694] [INFO ] [sig       ] [1053/3585] Completed EFX in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-16T20:21:02.460736] [INFO ] [sig       ] [1054/3585] Forecasting EG...
[2025-12-16T20:21:02.460767] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-16T20:21:02.460796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-16T20:21:02.472468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-16T20:21:02.472862] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-16T20:21:02.473640] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-16T20:21:02.473690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:02.473722] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:02.473748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:02.473804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:02.528482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:02.529329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:02.529412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:02.529460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:02.648938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:02.649091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:02.649154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:02.649188] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:02.652529] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=56.65%)
[2025-12-16T20:21:02.652810] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-16T20:21:02.652934] [INFO ] [sig       ] EG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:02.788926] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EG.txt
[2025-12-16T20:21:02.789094] [INFO ] [sig       ] [1054/3585] Completed EG in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-16T20:21:02.789158] [INFO ] [sig       ] [1055/3585] Forecasting EGAN...
[2025-12-16T20:21:02.789192] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-16T20:21:02.789223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-16T20:21:02.800766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-16T20:21:02.801089] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-16T20:21:02.801893] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-16T20:21:02.801946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:02.801980] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:02.802007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:02.802064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:02.860544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:02.861213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:02.861294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:02.861329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:02.978959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:02.979114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:02.979179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:02.979213] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:02.982712] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=75.25%)
[2025-12-16T20:21:02.983024] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-16T20:21:02.983162] [INFO ] [sig       ] EGAN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:03.122206] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EGAN.txt
[2025-12-16T20:21:03.122364] [INFO ] [sig       ] [1055/3585] Completed EGAN in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-16T20:21:03.122405] [INFO ] [sig       ] [1056/3585] Forecasting EGBN...
[2025-12-16T20:21:03.122438] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-16T20:21:03.122469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-16T20:21:03.133984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-16T20:21:03.134372] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-16T20:21:03.135269] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-16T20:21:03.135326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:03.135358] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:03.135384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:03.135452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:03.193372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:03.194216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:03.194296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:03.194329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:03.307242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:03.307390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:03.307428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:03.307456] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:03.310779] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: DOWN (p=13.32%)
[2025-12-16T20:21:03.311044] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-16T20:21:03.311163] [INFO ] [sig       ] EGBN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:03.447152] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EGBN.txt
[2025-12-16T20:21:03.447280] [INFO ] [sig       ] [1056/3585] Completed EGBN in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-16T20:21:03.447318] [INFO ] [sig       ] [1057/3585] Forecasting EGP...
[2025-12-16T20:21:03.447348] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-16T20:21:03.447378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-16T20:21:03.458301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-16T20:21:03.458584] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-16T20:21:03.459353] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-16T20:21:03.459405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:03.459436] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:03.459463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:03.459519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:03.515406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:03.516095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:03.516200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:03.516233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:03.634610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:03.634756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:03.634793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:03.634823] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:03.638165] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=33.47%)
[2025-12-16T20:21:03.638428] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-16T20:21:03.638547] [INFO ] [sig       ] EGP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:03.775822] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EGP.txt
[2025-12-16T20:21:03.775952] [INFO ] [sig       ] [1057/3585] Completed EGP in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-16T20:21:03.775994] [INFO ] [sig       ] [1058/3585] Forecasting EGY...
[2025-12-16T20:21:03.776024] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-16T20:21:03.776053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-16T20:21:03.787303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-16T20:21:03.787590] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-16T20:21:03.788336] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-16T20:21:03.788409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:03.788442] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:03.788469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:03.788525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:03.844679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:03.845469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:03.845553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:03.845603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:03.960637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:03.960794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:03.960835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:03.960864] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:03.964262] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: UP (p=63.09%)
[2025-12-16T20:21:03.964544] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-16T20:21:03.964694] [INFO ] [sig       ] EGY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:04.104843] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EGY.txt
[2025-12-16T20:21:04.104992] [INFO ] [sig       ] [1058/3585] Completed EGY in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-16T20:21:04.105037] [INFO ] [sig       ] [1059/3585] Forecasting EH...
[2025-12-16T20:21:04.105066] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-16T20:21:04.105096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-16T20:21:04.116657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-16T20:21:04.116916] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-16T20:21:04.117711] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-16T20:21:04.117762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:04.117800] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:04.117830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:04.117885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:04.173275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:04.173949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:04.174031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:04.174064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:04.291683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:04.291837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:04.291876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:04.291904] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:04.295233] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: DOWN (p=42.61%)
[2025-12-16T20:21:04.295496] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-16T20:21:04.295636] [INFO ] [sig       ] EH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:04.433140] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EH.txt
[2025-12-16T20:21:04.433263] [INFO ] [sig       ] [1059/3585] Completed EH in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-16T20:21:04.433306] [INFO ] [sig       ] [1060/3585] Forecasting EHAB...
[2025-12-16T20:21:04.433334] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-16T20:21:04.433364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-16T20:21:04.444875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-16T20:21:04.445177] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-16T20:21:04.445933] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-16T20:21:04.445984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:04.446015] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:04.446042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:04.446098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:04.512795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:04.513640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:04.513721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:04.513756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:04.637003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:04.637163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:04.637202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:04.637231] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:04.640558] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=3.80%)
[2025-12-16T20:21:04.640840] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-16T20:21:04.640965] [INFO ] [sig       ] EHAB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:04.778356] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EHAB.txt
[2025-12-16T20:21:04.778510] [INFO ] [sig       ] [1060/3585] Completed EHAB in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-16T20:21:04.778550] [INFO ] [sig       ] [1061/3585] Forecasting EHC...
[2025-12-16T20:21:04.778598] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-16T20:21:04.778630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-16T20:21:04.790298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-16T20:21:04.790654] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-16T20:21:04.791492] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-16T20:21:04.791545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:04.791598] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:04.791630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:04.791688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:04.852267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:04.853093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:04.853184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:04.853233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:04.971036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:04.971194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:04.971233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:04.971263] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:04.974546] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=91.13%)
[2025-12-16T20:21:04.974834] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-16T20:21:04.974962] [INFO ] [sig       ] EHC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:05.123954] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EHC.txt
[2025-12-16T20:21:05.124095] [INFO ] [sig       ] [1061/3585] Completed EHC in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-16T20:21:05.124135] [INFO ] [sig       ] [1062/3585] Forecasting EHI...
[2025-12-16T20:21:05.124165] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-16T20:21:05.124195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-16T20:21:05.136456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-16T20:21:05.136982] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-16T20:21:05.138043] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-16T20:21:05.138124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:05.138187] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:05.138222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:05.138283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:05.197850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:05.198765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:05.198851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:05.198885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:05.317211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:05.317361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:05.317399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:05.317427] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:05.320792] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=76.17%)
[2025-12-16T20:21:05.321095] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-16T20:21:05.321226] [INFO ] [sig       ] EHI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:05.458135] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EHI.txt
[2025-12-16T20:21:05.458288] [INFO ] [sig       ] [1062/3585] Completed EHI in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-16T20:21:05.458329] [INFO ] [sig       ] [1063/3585] Forecasting EHTH...
[2025-12-16T20:21:05.458358] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-16T20:21:05.458387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-16T20:21:05.469653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-16T20:21:05.470027] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-16T20:21:05.470825] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-16T20:21:05.470877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:05.470910] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:05.470937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:05.470998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:05.528921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:05.530075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:05.530163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:05.530195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:05.658558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:05.658735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:05.658774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:05.658804] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:05.662542] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: DOWN (p=13.83%)
[2025-12-16T20:21:05.662946] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-16T20:21:05.663094] [INFO ] [sig       ] EHTH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:05.812414] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EHTH.txt
[2025-12-16T20:21:05.812564] [INFO ] [sig       ] [1063/3585] Completed EHTH in 0.4s | 2.94 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-16T20:21:05.812624] [INFO ] [sig       ] [1064/3585] Forecasting EIC...
[2025-12-16T20:21:05.812654] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-16T20:21:05.812684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-16T20:21:05.825974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-16T20:21:05.826414] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-16T20:21:05.827346] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-16T20:21:05.827414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:05.827500] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:05.827557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:05.827665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:05.887673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:05.888595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:05.888680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:05.888715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:06.007339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:06.007497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:06.007537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:06.007568] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:06.011146] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=78.45%)
[2025-12-16T20:21:06.011485] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-16T20:21:06.011667] [INFO ] [sig       ] EIC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:06.154815] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EIC.txt
[2025-12-16T20:21:06.154979] [INFO ] [sig       ] [1064/3585] Completed EIC in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-16T20:21:06.155029] [INFO ] [sig       ] [1065/3585] Forecasting EIG...
[2025-12-16T20:21:06.155070] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-16T20:21:06.155109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-16T20:21:06.167508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-16T20:21:06.167907] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-16T20:21:06.168745] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-16T20:21:06.168798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:06.168830] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:06.168856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:06.168911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:06.234481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:06.235368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:06.235462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:06.235507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:06.362526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:06.362707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:06.362785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:06.362829] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:06.366811] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: DOWN (p=36.93%)
[2025-12-16T20:21:06.367142] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-16T20:21:06.367300] [INFO ] [sig       ] EIG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:06.513286] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EIG.txt
[2025-12-16T20:21:06.513453] [INFO ] [sig       ] [1065/3585] Completed EIG in 0.4s | 2.94 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-16T20:21:06.513494] [INFO ] [sig       ] [1066/3585] Forecasting EIX...
[2025-12-16T20:21:06.513525] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-16T20:21:06.513554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-16T20:21:06.525199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-16T20:21:06.525661] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-16T20:21:06.526596] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-16T20:21:06.526671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:06.526710] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:06.526737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:06.526794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:06.584770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:06.585647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:06.585731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:06.585764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:06.704960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:06.705108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:06.705147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:06.705175] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:06.708472] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=63.75%)
[2025-12-16T20:21:06.708756] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-16T20:21:06.708878] [INFO ] [sig       ] EIX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:06.846312] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EIX.txt
[2025-12-16T20:21:06.846465] [INFO ] [sig       ] [1066/3585] Completed EIX in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-16T20:21:06.846505] [INFO ] [sig       ] [1067/3585] Forecasting EL...
[2025-12-16T20:21:06.846536] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-16T20:21:06.846565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-16T20:21:06.857936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-12-16T20:21:06.858281] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-16T20:21:06.859035] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-16T20:21:06.859087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:06.859118] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:06.859183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:06.859242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:06.916509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:06.917418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:06.917505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:06.917539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:07.043625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:07.043801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:07.043855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:07.043894] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:07.048895] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=35.29%)
[2025-12-16T20:21:07.049356] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-16T20:21:07.049550] [INFO ] [sig       ] EL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:07.214590] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EL.txt
[2025-12-16T20:21:07.214749] [INFO ] [sig       ] [1067/3585] Completed EL in 0.4s | 2.94 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-16T20:21:07.214789] [INFO ] [sig       ] [1068/3585] Forecasting ELAB...
[2025-12-16T20:21:07.214820] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-16T20:21:07.214849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-16T20:21:07.226278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-16T20:21:07.226649] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-16T20:21:07.227411] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-16T20:21:07.227461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:07.227493] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:07.227520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:07.227598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:07.284148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:07.285007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:07.285087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:07.285119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:07.402021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:07.402176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:07.402215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:07.402245] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:07.405616] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=3.70%)
[2025-12-16T20:21:07.405883] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-16T20:21:07.406006] [INFO ] [sig       ] ELAB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:07.543139] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ELAB.txt
[2025-12-16T20:21:07.543265] [INFO ] [sig       ] [1068/3585] Completed ELAB in 0.3s | 2.94 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-16T20:21:07.543304] [INFO ] [sig       ] [1069/3585] Forecasting ELAN...
[2025-12-16T20:21:07.543333] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-16T20:21:07.543363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-16T20:21:07.555988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-16T20:21:07.556392] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-16T20:21:07.557204] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-16T20:21:07.557256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:07.557299] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:07.557327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:07.557384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:07.616100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:07.617030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:07.617120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:07.617152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:07.742487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:07.742648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:07.742688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:07.742717] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:07.746140] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=23.78%)
[2025-12-16T20:21:07.746417] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-16T20:21:07.746542] [INFO ] [sig       ] ELAN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:07.884203] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ELAN.txt
[2025-12-16T20:21:07.884331] [INFO ] [sig       ] [1069/3585] Completed ELAN in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-16T20:21:07.884370] [INFO ] [sig       ] [1070/3585] Forecasting ELC...
[2025-12-16T20:21:07.884400] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-16T20:21:07.884430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-16T20:21:07.896394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-16T20:21:07.896811] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-16T20:21:07.897608] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-16T20:21:07.897659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:07.897691] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:07.897717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:07.897771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:07.955628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:07.956481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:07.956569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:07.956623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:08.070404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:08.070561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:08.070619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:08.070647] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:08.074044] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-12-16T20:21:08.074319] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-16T20:21:08.074442] [INFO ] [sig       ] ELC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:08.222937] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ELC.txt
[2025-12-16T20:21:08.223099] [INFO ] [sig       ] [1070/3585] Completed ELC in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-16T20:21:08.223144] [INFO ] [sig       ] [1071/3585] Forecasting ELDN...
[2025-12-16T20:21:08.223173] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-16T20:21:08.223203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-16T20:21:08.235047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-16T20:21:08.235423] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-16T20:21:08.236214] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-16T20:21:08.236266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:08.236298] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:08.236324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:08.236381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:08.293613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:08.294444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:08.294526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:08.294559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:08.410845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:08.410996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:08.411040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:08.411075] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:08.414460] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: DOWN (p=12.02%)
[2025-12-16T20:21:08.414749] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-16T20:21:08.414875] [INFO ] [sig       ] ELDN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:08.556786] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ELDN.txt
[2025-12-16T20:21:08.556935] [INFO ] [sig       ] [1071/3585] Completed ELDN in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-16T20:21:08.556975] [INFO ] [sig       ] [1072/3585] Forecasting ELF...
[2025-12-16T20:21:08.557005] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-16T20:21:08.557034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-16T20:21:08.568380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-16T20:21:08.568684] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-16T20:21:08.569473] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-16T20:21:08.569525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:08.569557] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:08.569604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:08.569662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:08.626070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:08.626734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:08.626812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:08.626845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:08.745288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:08.745442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:08.745479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:08.745508] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:08.748814] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-12-16T20:21:08.749096] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-16T20:21:08.749268] [INFO ] [sig       ] ELF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:08.886042] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ELF.txt
[2025-12-16T20:21:08.886191] [INFO ] [sig       ] [1072/3585] Completed ELF in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-16T20:21:08.886230] [INFO ] [sig       ] [1073/3585] Forecasting ELME...
[2025-12-16T20:21:08.886267] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-16T20:21:08.886298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-16T20:21:08.897299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-16T20:21:08.897620] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-16T20:21:08.898367] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-16T20:21:08.898418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:08.898450] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:08.898476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:08.898532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:08.953862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:08.954545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:08.954640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:08.954673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:09.076079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:09.076233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:09.076271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:09.076299] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:09.079753] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: DOWN (p=10.17%)
[2025-12-16T20:21:09.080031] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-16T20:21:09.080174] [INFO ] [sig       ] ELME: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:09.218206] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ELME.txt
[2025-12-16T20:21:09.218343] [INFO ] [sig       ] [1073/3585] Completed ELME in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-16T20:21:09.218382] [INFO ] [sig       ] [1074/3585] Forecasting ELP...
[2025-12-16T20:21:09.218411] [INFO ] [sig       ] Generating forecast for: ELP
[2025-12-16T20:21:09.218442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-12-16T20:21:09.229788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELP'.
[2025-12-16T20:21:09.230061] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-12-16T20:21:09.230836] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-12-16T20:21:09.230886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:09.230917] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:09.230943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:09.230998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:09.285938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:09.286511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:09.286629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:09.286664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:09.401881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:09.401995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:09.402031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:09.402058] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:09.405194] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=57.42%)
[2025-12-16T20:21:09.405453] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-12-16T20:21:09.405600] [INFO ] [sig       ] ELP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:09.541778] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ELP.txt
[2025-12-16T20:21:09.541892] [INFO ] [sig       ] [1074/3585] Completed ELP in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-16T20:21:09.541931] [INFO ] [sig       ] [1075/3585] Forecasting ELS...
[2025-12-16T20:21:09.541960] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-16T20:21:09.541989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-16T20:21:09.553215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-16T20:21:09.553478] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-16T20:21:09.554234] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-16T20:21:09.554285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:09.554316] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:09.554343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:09.554398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:09.611782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:09.612383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:09.612462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:09.612493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:09.727318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:09.727454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:09.727495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:09.727522] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:09.730765] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=81.67%)
[2025-12-16T20:21:09.731029] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-16T20:21:09.731183] [INFO ] [sig       ] ELS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:09.871923] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ELS.txt
[2025-12-16T20:21:09.872088] [INFO ] [sig       ] [1075/3585] Completed ELS in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-16T20:21:09.872137] [INFO ] [sig       ] [1076/3585] Forecasting ELTX...
[2025-12-16T20:21:09.872168] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-16T20:21:09.872198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-16T20:21:09.884841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-16T20:21:09.885134] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-16T20:21:09.885941] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-16T20:21:09.885992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:09.886024] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:09.886050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:09.886105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:09.941904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:09.942567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:09.942665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:09.942695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:10.057141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:10.057294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:10.057332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:10.057377] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:10.060748] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-12-16T20:21:10.061012] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-16T20:21:10.061133] [INFO ] [sig       ] ELTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:10.196235] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ELTX.txt
[2025-12-16T20:21:10.196369] [INFO ] [sig       ] [1076/3585] Completed ELTX in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-16T20:21:10.196408] [INFO ] [sig       ] [1077/3585] Forecasting ELVA...
[2025-12-16T20:21:10.196437] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-16T20:21:10.196466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-16T20:21:10.207472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-16T20:21:10.207866] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-16T20:21:10.208642] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-16T20:21:10.208693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:10.208726] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:10.208753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:10.208808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:10.264000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:10.264856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:10.264937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:10.264970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:10.375845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:10.375997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:10.376037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:10.376067] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:10.379372] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-12-16T20:21:10.379666] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-16T20:21:10.379788] [INFO ] [sig       ] ELVA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:10.515147] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ELVA.txt
[2025-12-16T20:21:10.515324] [INFO ] [sig       ] [1077/3585] Completed ELVA in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-16T20:21:10.515363] [INFO ] [sig       ] [1078/3585] Forecasting ELVN...
[2025-12-16T20:21:10.515393] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-16T20:21:10.515422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-16T20:21:10.527303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-16T20:21:10.527657] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-16T20:21:10.528471] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-16T20:21:10.528524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:10.528556] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:10.528602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:10.528660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:10.584552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:10.585320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:10.585602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:10.585652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:10.701741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:10.701898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:10.701938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:10.701966] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:10.705385] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: DOWN (p=5.07%)
[2025-12-16T20:21:10.705675] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-16T20:21:10.705799] [INFO ] [sig       ] ELVN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:10.842738] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ELVN.txt
[2025-12-16T20:21:10.842880] [INFO ] [sig       ] [1078/3585] Completed ELVN in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-16T20:21:10.842919] [INFO ] [sig       ] [1079/3585] Forecasting ELWS...
[2025-12-16T20:21:10.842950] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-16T20:21:10.842980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-16T20:21:10.854332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-16T20:21:10.854693] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-16T20:21:10.855443] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-16T20:21:10.855494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:10.855526] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:10.855554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:10.855632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:10.914453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:10.915340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:10.915437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:10.915472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:11.032403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:11.032557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:11.032618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:11.032649] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:11.036056] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: UP (p=61.55%)
[2025-12-16T20:21:11.036359] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-16T20:21:11.036494] [INFO ] [sig       ] ELWS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:11.173746] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ELWS.txt
[2025-12-16T20:21:11.173908] [INFO ] [sig       ] [1079/3585] Completed ELWS in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-16T20:21:11.173951] [INFO ] [sig       ] [1080/3585] Forecasting EM...
[2025-12-16T20:21:11.173979] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-16T20:21:11.174008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-16T20:21:11.185690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-16T20:21:11.186041] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-16T20:21:11.186861] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-16T20:21:11.186914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:11.186948] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:11.186986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:11.187044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:11.247958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:11.248795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:11.248877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:11.248909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:11.363846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:11.364006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:11.364047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:11.364078] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:11.367932] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: UP (p=53.25%)
[2025-12-16T20:21:11.368496] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-16T20:21:11.368660] [INFO ] [sig       ] EM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:11.517331] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EM.txt
[2025-12-16T20:21:11.517536] [INFO ] [sig       ] [1080/3585] Completed EM in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-16T20:21:11.517604] [INFO ] [sig       ] [1081/3585] Forecasting EMB...
[2025-12-16T20:21:11.517644] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-16T20:21:11.517681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-16T20:21:11.532768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-16T20:21:11.533218] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-16T20:21:11.534247] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-16T20:21:11.534315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:11.534389] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:11.534424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:11.534503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:11.591063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:11.591935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:11.592034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:11.592066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:11.711371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:11.711523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:11.711562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:11.711620] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:11.714927] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-16T20:21:11.715195] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-16T20:21:11.715319] [INFO ] [sig       ] EMB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:11.857172] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EMB.txt
[2025-12-16T20:21:11.857321] [INFO ] [sig       ] [1081/3585] Completed EMB in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-16T20:21:11.857363] [INFO ] [sig       ] [1082/3585] Forecasting EMBC...
[2025-12-16T20:21:11.857392] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-16T20:21:11.857422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-16T20:21:11.869727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-16T20:21:11.870076] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-16T20:21:11.870900] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-16T20:21:11.870962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:11.870996] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:11.871023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:11.871080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:11.927758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:11.928563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:11.928683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:11.928718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:12.052738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:12.052889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:12.052929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:12.052957] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:12.056324] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: DOWN (p=36.86%)
[2025-12-16T20:21:12.056606] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-16T20:21:12.056730] [INFO ] [sig       ] EMBC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:12.192266] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EMBC.txt
[2025-12-16T20:21:12.192405] [INFO ] [sig       ] [1082/3585] Completed EMBC in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-16T20:21:12.192445] [INFO ] [sig       ] [1083/3585] Forecasting EMD...
[2025-12-16T20:21:12.192474] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-16T20:21:12.192503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-16T20:21:12.203817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-16T20:21:12.204092] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-16T20:21:12.204879] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-16T20:21:12.204930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:12.204962] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:12.204988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:12.205044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:12.261507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:12.262299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:12.262382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:12.262414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:12.381915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:12.382064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:12.382104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:12.382132] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:12.385454] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: DOWN (p=9.54%)
[2025-12-16T20:21:12.385746] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-16T20:21:12.385874] [INFO ] [sig       ] EMD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:12.522228] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EMD.txt
[2025-12-16T20:21:12.522373] [INFO ] [sig       ] [1083/3585] Completed EMD in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-16T20:21:12.522414] [INFO ] [sig       ] [1084/3585] Forecasting EMF...
[2025-12-16T20:21:12.522445] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-16T20:21:12.522476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-16T20:21:12.533951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-16T20:21:12.534308] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-16T20:21:12.535080] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-16T20:21:12.535131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:12.535162] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:12.535189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:12.535248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:12.593703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:12.594614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:12.594712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:12.594746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:12.706872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:12.707024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:12.707067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:12.707152] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:12.711245] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=83.39%)
[2025-12-16T20:21:12.711687] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-16T20:21:12.711871] [INFO ] [sig       ] EMF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:12.866742] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EMF.txt
[2025-12-16T20:21:12.866897] [INFO ] [sig       ] [1084/3585] Completed EMF in 0.3s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-16T20:21:12.866937] [INFO ] [sig       ] [1085/3585] Forecasting EML...
[2025-12-16T20:21:12.866966] [INFO ] [sig       ] Generating forecast for: EML
[2025-12-16T20:21:12.866996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EML' from 'https://tdm.silogroup.org/data/derivative_storage/EML.csv'.
[2025-12-16T20:21:12.878476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EML'.
[2025-12-16T20:21:12.878899] [INFO ] [FORECASTER] Starting predict_future for EML
[2025-12-16T20:21:12.879793] [DEBUG] [LOCAL     ] No optimal features file found for EML: ./output/feature-sets/EML.txt
[2025-12-16T20:21:12.879848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:12.879882] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:12.879910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:12.879968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:12.958768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:12.960030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:12.960166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:12.960235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:13.071396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:13.071549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:13.071638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:13.071671] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:13.075175] [DEBUG] [FORECASTER] EML: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-12-16T20:21:13.075476] [INFO ] [FORECASTER] Completed predict_future for EML
[2025-12-16T20:21:13.075644] [INFO ] [sig       ] EML: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:13.240113] [INFO ] [LOCAL     ] Saved forecast: EML	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EML.txt
[2025-12-16T20:21:13.240268] [INFO ] [sig       ] [1085/3585] Completed EML in 0.4s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-16T20:21:13.240309] [INFO ] [sig       ] [1086/3585] Forecasting EMN...
[2025-12-16T20:21:13.240338] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-16T20:21:13.240368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-16T20:21:13.253690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-16T20:21:13.254081] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-16T20:21:13.255130] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-16T20:21:13.255195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:13.255239] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:13.255280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:13.255363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:13.317778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:13.318626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:13.318714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:13.318748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:13.463205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:13.463404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:13.463461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:13.463503] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:13.468365] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-12-16T20:21:13.468816] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-16T20:21:13.469004] [INFO ] [sig       ] EMN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:13.619974] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EMN.txt
[2025-12-16T20:21:13.620135] [INFO ] [sig       ] [1086/3585] Completed EMN in 0.4s | 2.94 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-16T20:21:13.620186] [INFO ] [sig       ] [1087/3585] Forecasting EMO...
[2025-12-16T20:21:13.620224] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-16T20:21:13.620264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-16T20:21:13.632389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-16T20:21:13.632789] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-16T20:21:13.633618] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-16T20:21:13.633672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:13.633705] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:13.633733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:13.633791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:13.707995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:13.708964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:13.709053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:13.709087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:13.820796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:13.820953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:13.820994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:13.821023] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:13.824624] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: UP (p=51.71%)
[2025-12-16T20:21:13.824962] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-16T20:21:13.825098] [INFO ] [sig       ] EMO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:13.977998] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EMO.txt
[2025-12-16T20:21:13.978156] [INFO ] [sig       ] [1087/3585] Completed EMO in 0.4s | 2.94 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-16T20:21:13.978198] [INFO ] [sig       ] [1088/3585] Forecasting EMXC...
[2025-12-16T20:21:13.978227] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-16T20:21:13.978256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-16T20:21:13.990245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-16T20:21:13.990653] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-16T20:21:13.991468] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-16T20:21:13.991522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:13.991556] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:13.991604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:13.991664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:14.049587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:14.050439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:14.050537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:14.050598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:14.176912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:14.177055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:14.177098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:14.177126] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:14.180705] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: DOWN (p=24.54%)
[2025-12-16T20:21:14.180986] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-16T20:21:14.181113] [INFO ] [sig       ] EMXC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:14.332048] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EMXC.txt
[2025-12-16T20:21:14.332204] [INFO ] [sig       ] [1088/3585] Completed EMXC in 0.4s | 2.94 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-16T20:21:14.332246] [INFO ] [sig       ] [1089/3585] Forecasting ENB...
[2025-12-16T20:21:14.332278] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-16T20:21:14.332310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-16T20:21:14.344208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-16T20:21:14.344535] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-16T20:21:14.345332] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-16T20:21:14.345386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:14.345420] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:14.345448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:14.345505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:14.410912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:14.411784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:14.411890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:14.411928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:14.538475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:14.538659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:14.538702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:14.538732] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:14.542219] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=83.82%)
[2025-12-16T20:21:14.542535] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-16T20:21:14.542708] [INFO ] [sig       ] ENB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:14.681097] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ENB.txt
[2025-12-16T20:21:14.681254] [INFO ] [sig       ] [1089/3585] Completed ENB in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-16T20:21:14.681297] [INFO ] [sig       ] [1090/3585] Forecasting ENGN...
[2025-12-16T20:21:14.681328] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-16T20:21:14.681360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-16T20:21:14.692778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-16T20:21:14.693124] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-16T20:21:14.693926] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-16T20:21:14.693976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:14.694008] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:14.694034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:14.694089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:14.753340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:14.754192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:14.754275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:14.754309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:14.887690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:14.887861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:14.887916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:14.887960] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:14.891613] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-16T20:21:14.891897] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-16T20:21:14.892029] [INFO ] [sig       ] ENGN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:15.034141] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ENGN.txt
[2025-12-16T20:21:15.034298] [INFO ] [sig       ] [1090/3585] Completed ENGN in 0.4s | 2.94 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-16T20:21:15.034340] [INFO ] [sig       ] [1091/3585] Forecasting ENIC...
[2025-12-16T20:21:15.034371] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-12-16T20:21:15.034402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-12-16T20:21:15.046252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-12-16T20:21:15.046671] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-12-16T20:21:15.047510] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-12-16T20:21:15.047567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:15.047629] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:15.047657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:15.047713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:15.109453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:15.110487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:15.110649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:15.110686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:15.237027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:15.237180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:15.237219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:15.237248] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:15.240775] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: DOWN (p=33.31%)
[2025-12-16T20:21:15.241059] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-12-16T20:21:15.241188] [INFO ] [sig       ] ENIC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:15.386491] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ENIC.txt
[2025-12-16T20:21:15.386663] [INFO ] [sig       ] [1091/3585] Completed ENIC in 0.4s | 2.94 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-16T20:21:15.386708] [INFO ] [sig       ] [1092/3585] Forecasting ENPH...
[2025-12-16T20:21:15.386738] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-16T20:21:15.386767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-16T20:21:15.398423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-16T20:21:15.398810] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-16T20:21:15.399690] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-16T20:21:15.399751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:15.399793] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:15.399827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:15.399903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:15.458938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:15.459846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:15.459930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:15.459963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:15.578273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:15.578433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:15.578472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:15.578500] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:15.582020] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: UP (p=76.50%)
[2025-12-16T20:21:15.582404] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-16T20:21:15.582568] [INFO ] [sig       ] ENPH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:15.727374] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ENPH.txt
[2025-12-16T20:21:15.727527] [INFO ] [sig       ] [1092/3585] Completed ENPH in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-16T20:21:15.727585] [INFO ] [sig       ] [1093/3585] Forecasting ENS...
[2025-12-16T20:21:15.727619] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-16T20:21:15.727648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-16T20:21:15.739261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-16T20:21:15.739643] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-16T20:21:15.740502] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-16T20:21:15.740556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:15.740622] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:15.740653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:15.740710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:15.798177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:15.799039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:15.799125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:15.799187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:15.918746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:15.918907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:15.918949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:15.918978] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:15.922480] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=80.11%)
[2025-12-16T20:21:15.922784] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-16T20:21:15.922914] [INFO ] [sig       ] ENS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:16.072006] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ENS.txt
[2025-12-16T20:21:16.072178] [INFO ] [sig       ] [1093/3585] Completed ENS in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-16T20:21:16.072218] [INFO ] [sig       ] [1094/3585] Forecasting ENSC...
[2025-12-16T20:21:16.072250] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-16T20:21:16.072280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-16T20:21:16.084877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-16T20:21:16.085238] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-16T20:21:16.086028] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-16T20:21:16.086082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:16.086114] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:16.086140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:16.086208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:16.145609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:16.146447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:16.146562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:16.146617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:16.271135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:16.271289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:16.271328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:16.271358] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:16.274875] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: UP (p=65.12%)
[2025-12-16T20:21:16.275148] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-16T20:21:16.275276] [INFO ] [sig       ] ENSC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:16.418893] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ENSC.txt
[2025-12-16T20:21:16.419166] [INFO ] [sig       ] [1094/3585] Completed ENSC in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-16T20:21:16.419230] [INFO ] [sig       ] [1095/3585] Forecasting ENSG...
[2025-12-16T20:21:16.419281] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-16T20:21:16.419336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-16T20:21:16.432283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-16T20:21:16.432688] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-16T20:21:16.433485] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-16T20:21:16.433540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:16.433600] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:16.433633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:16.433692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:16.492477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:16.493352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:16.493438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:16.493473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:16.616122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:16.616273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:16.616315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:16.616343] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:16.619715] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: UP (p=93.22%)
[2025-12-16T20:21:16.619979] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-16T20:21:16.620099] [INFO ] [sig       ] ENSG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:16.756966] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ENSG.txt
[2025-12-16T20:21:16.757119] [INFO ] [sig       ] [1095/3585] Completed ENSG in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-16T20:21:16.757159] [INFO ] [sig       ] [1096/3585] Forecasting ENTA...
[2025-12-16T20:21:16.757189] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-16T20:21:16.757219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-16T20:21:16.767965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-16T20:21:16.768316] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-16T20:21:16.769085] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-16T20:21:16.772397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:16.772502] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:16.772533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:16.772616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:16.828396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:16.829353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:16.829443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:16.829477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:16.946970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:16.947120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:16.947159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:16.947188] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:16.950474] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: UP (p=82.19%)
[2025-12-16T20:21:16.950759] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-16T20:21:16.950890] [INFO ] [sig       ] ENTA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:17.087284] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ENTA.txt
[2025-12-16T20:21:17.087423] [INFO ] [sig       ] [1096/3585] Completed ENTA in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-16T20:21:17.087466] [INFO ] [sig       ] [1097/3585] Forecasting ENTG...
[2025-12-16T20:21:17.087496] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-16T20:21:17.087535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-16T20:21:17.099300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-16T20:21:17.099560] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-16T20:21:17.100308] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-16T20:21:17.100358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:17.100390] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:17.100417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:17.100472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:17.156673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:17.157260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:17.157353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:17.157391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:17.275479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:17.275565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:17.275617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:17.275645] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:17.278643] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: UP (p=65.83%)
[2025-12-16T20:21:17.278897] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-16T20:21:17.279013] [INFO ] [sig       ] ENTG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:17.415806] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ENTG.txt
[2025-12-16T20:21:17.415914] [INFO ] [sig       ] [1097/3585] Completed ENTG in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-16T20:21:17.415952] [INFO ] [sig       ] [1098/3585] Forecasting ENTX...
[2025-12-16T20:21:17.415981] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-16T20:21:17.416009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-16T20:21:17.427373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-16T20:21:17.427719] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-16T20:21:17.428460] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-16T20:21:17.428510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:17.428581] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:17.428615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:17.428690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:17.487600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:17.488180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:17.488260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:17.488292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:17.598626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:17.598721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:17.598757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:17.598785] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:17.601867] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: UP (p=90.09%)
[2025-12-16T20:21:17.602123] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-16T20:21:17.602253] [INFO ] [sig       ] ENTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:17.737131] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ENTX.txt
[2025-12-16T20:21:17.737237] [INFO ] [sig       ] [1098/3585] Completed ENTX in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-16T20:21:17.737275] [INFO ] [sig       ] [1099/3585] Forecasting ENVA...
[2025-12-16T20:21:17.737304] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-16T20:21:17.737337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-16T20:21:17.748748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-16T20:21:17.749007] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-16T20:21:17.749785] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-16T20:21:17.749835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:17.749867] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:17.749892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:17.749947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:17.805233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:17.805827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:17.805904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:17.805935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:17.926719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:17.926808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:17.926842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:17.926869] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:17.929902] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: DOWN (p=33.86%)
[2025-12-16T20:21:17.930156] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-16T20:21:17.930275] [INFO ] [sig       ] ENVA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:18.066481] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ENVA.txt
[2025-12-16T20:21:18.066602] [INFO ] [sig       ] [1099/3585] Completed ENVA in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-16T20:21:18.066641] [INFO ] [sig       ] [1100/3585] Forecasting ENVB...
[2025-12-16T20:21:18.066670] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-16T20:21:18.066697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-16T20:21:18.078050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-16T20:21:18.078360] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-16T20:21:18.079222] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-16T20:21:18.079274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:18.079310] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:18.079339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:18.079395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:18.136748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:18.137342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:18.137435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:18.137468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:18.256295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:18.256388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:18.256438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:18.256467] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:18.259656] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=48.45%)
[2025-12-16T20:21:18.259941] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-16T20:21:18.260067] [INFO ] [sig       ] ENVB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:18.400879] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ENVB.txt
[2025-12-16T20:21:18.401016] [INFO ] [sig       ] [1100/3585] Completed ENVB in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-16T20:21:18.401060] [INFO ] [sig       ] [1101/3585] Forecasting ENVX...
[2025-12-16T20:21:18.401091] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-16T20:21:18.401121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-16T20:21:18.412712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-16T20:21:18.412987] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-16T20:21:18.413740] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-16T20:21:18.413790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:18.413822] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:18.413849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:18.413903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:18.471845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:18.472442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:18.472523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:18.472554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:18.596265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:18.596382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:18.596418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:18.596476] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:18.601162] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: UP (p=93.51%)
[2025-12-16T20:21:18.601471] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-16T20:21:18.601632] [INFO ] [sig       ] ENVX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:18.741220] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ENVX.txt
[2025-12-16T20:21:18.741395] [INFO ] [sig       ] [1101/3585] Completed ENVX in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-16T20:21:18.741444] [INFO ] [sig       ] [1102/3585] Forecasting EOD...
[2025-12-16T20:21:18.741474] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-16T20:21:18.741505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-16T20:21:18.753735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-16T20:21:18.754086] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-16T20:21:18.754916] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-16T20:21:18.754969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:18.755000] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:18.755026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:18.755082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:18.812048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:18.812901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:18.812997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:18.813030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:18.932637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:18.932790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:18.932829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:18.932858] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:18.936282] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: UP (p=68.53%)
[2025-12-16T20:21:18.936567] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-16T20:21:18.936714] [INFO ] [sig       ] EOD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:19.074971] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EOD.txt
[2025-12-16T20:21:19.075119] [INFO ] [sig       ] [1102/3585] Completed EOD in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-16T20:21:19.075159] [INFO ] [sig       ] [1103/3585] Forecasting EOG...
[2025-12-16T20:21:19.075189] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-16T20:21:19.075219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-16T20:21:19.087370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-16T20:21:19.087784] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-16T20:21:19.088637] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-16T20:21:19.088691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:19.088729] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:19.088758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:19.088827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:19.147009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:19.147844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:19.147927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:19.147960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:19.271190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:19.271343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:19.271381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:19.271410] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:19.274691] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=90.54%)
[2025-12-16T20:21:19.274952] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-16T20:21:19.275071] [INFO ] [sig       ] EOG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:19.410279] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EOG.txt
[2025-12-16T20:21:19.410427] [INFO ] [sig       ] [1103/3585] Completed EOG in 0.3s | 2.94 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-16T20:21:19.410466] [INFO ] [sig       ] [1104/3585] Forecasting EOI...
[2025-12-16T20:21:19.410494] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-16T20:21:19.410525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-16T20:21:19.422107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-16T20:21:19.422372] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-16T20:21:19.423143] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-16T20:21:19.423194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:19.423235] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:19.423263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:19.423319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:19.479918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:19.480536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:19.480645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:19.480677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:19.601487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:19.601602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:19.601638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:19.601665] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:19.604735] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=55.01%)
[2025-12-16T20:21:19.604991] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-16T20:21:19.605109] [INFO ] [sig       ] EOI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:19.743941] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EOI.txt
[2025-12-16T20:21:19.744049] [INFO ] [sig       ] [1104/3585] Completed EOI in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-16T20:21:19.744085] [INFO ] [sig       ] [1105/3585] Forecasting EOLS...
[2025-12-16T20:21:19.744113] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-16T20:21:19.744142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-16T20:21:19.755806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-16T20:21:19.756072] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-16T20:21:19.756842] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-16T20:21:19.756892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:19.756923] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:19.756949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:19.757008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:19.813946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:19.814542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:19.814637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:19.814669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:19.934660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:19.934797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:19.934839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:19.934867] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:19.938166] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-12-16T20:21:19.938487] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-16T20:21:19.938640] [INFO ] [sig       ] EOLS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:20.074288] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EOLS.txt
[2025-12-16T20:21:20.074407] [INFO ] [sig       ] [1105/3585] Completed EOLS in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-16T20:21:20.074445] [INFO ] [sig       ] [1106/3585] Forecasting EOS...
[2025-12-16T20:21:20.074474] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-16T20:21:20.074504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-16T20:21:20.085800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-16T20:21:20.086075] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-16T20:21:20.086842] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-16T20:21:20.086892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:20.086924] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:20.086950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:20.087005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:20.142133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:20.142737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:20.142815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:20.142847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:20.260549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:20.260677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:20.260714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:20.260744] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:20.263964] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: DOWN (p=34.51%)
[2025-12-16T20:21:20.264245] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-16T20:21:20.264364] [INFO ] [sig       ] EOS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:20.400857] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EOS.txt
[2025-12-16T20:21:20.400974] [INFO ] [sig       ] [1106/3585] Completed EOS in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-16T20:21:20.401015] [INFO ] [sig       ] [1107/3585] Forecasting EOSE...
[2025-12-16T20:21:20.401044] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-16T20:21:20.401073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-16T20:21:20.412497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-16T20:21:20.412807] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-16T20:21:20.413548] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-16T20:21:20.413616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:20.413648] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:20.413675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:20.413730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:20.471870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:20.472479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:20.472554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:20.472603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:20.591398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:20.591552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:20.591607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:20.591637] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:20.594938] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2025-12-16T20:21:20.595209] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-16T20:21:20.595329] [INFO ] [sig       ] EOSE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:20.732710] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EOSE.txt
[2025-12-16T20:21:20.732822] [INFO ] [sig       ] [1107/3585] Completed EOSE in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-16T20:21:20.732860] [INFO ] [sig       ] [1108/3585] Forecasting EPAC...
[2025-12-16T20:21:20.732889] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-16T20:21:20.732925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-16T20:21:20.744784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-16T20:21:20.745093] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-16T20:21:20.746055] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-16T20:21:20.746106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:20.746139] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:20.746167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:20.746224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:20.804597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:20.805377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:20.805515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:20.805550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:20.921294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:20.921447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:20.921487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:20.921516] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:20.924850] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: UP (p=89.72%)
[2025-12-16T20:21:20.925113] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-16T20:21:20.925234] [INFO ] [sig       ] EPAC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:21.066452] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EPAC.txt
[2025-12-16T20:21:21.066625] [INFO ] [sig       ] [1108/3585] Completed EPAC in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-16T20:21:21.066666] [INFO ] [sig       ] [1109/3585] Forecasting EPAM...
[2025-12-16T20:21:21.066696] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-16T20:21:21.066726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-16T20:21:21.079034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-16T20:21:21.079334] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-16T20:21:21.080094] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-16T20:21:21.080145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:21.080176] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:21.080203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:21.080258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:21.137589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:21.138198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:21.138278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:21.138310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:21.257286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:21.257398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:21.257433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:21.257461] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:21.260598] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=41.85%)
[2025-12-16T20:21:21.260855] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-16T20:21:21.260972] [INFO ] [sig       ] EPAM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:21.397292] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EPAM.txt
[2025-12-16T20:21:21.397459] [INFO ] [sig       ] [1109/3585] Completed EPAM in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-16T20:21:21.397506] [INFO ] [sig       ] [1110/3585] Forecasting EPC...
[2025-12-16T20:21:21.397535] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-16T20:21:21.397564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-16T20:21:21.408886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-16T20:21:21.409214] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-16T20:21:21.413124] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-16T20:21:21.413186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:21.413219] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:21.413246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:21.413302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:21.470136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:21.471029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:21.471110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:21.471142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:21.596994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:21.597150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:21.597189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:21.597218] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:21.600902] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=13.11%)
[2025-12-16T20:21:21.601222] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-16T20:21:21.601354] [INFO ] [sig       ] EPC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:21.738633] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EPC.txt
[2025-12-16T20:21:21.738785] [INFO ] [sig       ] [1110/3585] Completed EPC in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-16T20:21:21.738824] [INFO ] [sig       ] [1111/3585] Forecasting EPD...
[2025-12-16T20:21:21.738853] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-16T20:21:21.738882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-16T20:21:21.750549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-16T20:21:21.750882] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-16T20:21:21.751670] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-16T20:21:21.751719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:21.751751] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:21.751777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:21.751832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:21.809232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:21.810297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:21.810384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:21.810424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:21.931834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:21.931987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:21.932027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:21.932073] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:21.935597] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=16.77%)
[2025-12-16T20:21:21.936054] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-16T20:21:21.936177] [INFO ] [sig       ] EPD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:22.076680] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EPD.txt
[2025-12-16T20:21:22.076862] [INFO ] [sig       ] [1111/3585] Completed EPD in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-16T20:21:22.076902] [INFO ] [sig       ] [1112/3585] Forecasting EPSN...
[2025-12-16T20:21:22.076932] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-16T20:21:22.076962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-16T20:21:22.088058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-16T20:21:22.088370] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-16T20:21:22.089128] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-16T20:21:22.089204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:22.089235] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:22.089262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:22.089317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:22.144626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:22.145480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:22.145560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:22.145612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:22.267060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:22.267232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:22.267271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:22.267299] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:22.271212] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=27.10%)
[2025-12-16T20:21:22.271473] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-16T20:21:22.271611] [INFO ] [sig       ] EPSN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:22.407766] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EPSN.txt
[2025-12-16T20:21:22.407918] [INFO ] [sig       ] [1112/3585] Completed EPSN in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-16T20:21:22.407958] [INFO ] [sig       ] [1113/3585] Forecasting EQBK...
[2025-12-16T20:21:22.407988] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-16T20:21:22.408018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-16T20:21:22.419556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-16T20:21:22.419900] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-16T20:21:22.420672] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-16T20:21:22.420722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:22.420754] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:22.420781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:22.420836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:22.485848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:22.486850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:22.486948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:22.486996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:22.607606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:22.607760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:22.607802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:22.607831] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:22.611229] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=49.04%)
[2025-12-16T20:21:22.611524] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-16T20:21:22.611681] [INFO ] [sig       ] EQBK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:22.754273] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EQBK.txt
[2025-12-16T20:21:22.754431] [INFO ] [sig       ] [1113/3585] Completed EQBK in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-16T20:21:22.754470] [INFO ] [sig       ] [1114/3585] Forecasting EQH...
[2025-12-16T20:21:22.754500] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-16T20:21:22.754530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-16T20:21:22.765828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-16T20:21:22.766139] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-16T20:21:22.766914] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-16T20:21:22.766964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:22.766996] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:22.767022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:22.767077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:22.825442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:22.826326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:22.826409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:22.826442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:22.947347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:22.947499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:22.947536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:22.947583] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:22.950907] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2025-12-16T20:21:22.951169] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-16T20:21:22.951290] [INFO ] [sig       ] EQH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:23.095376] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EQH.txt
[2025-12-16T20:21:23.095545] [INFO ] [sig       ] [1114/3585] Completed EQH in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-16T20:21:23.095603] [INFO ] [sig       ] [1115/3585] Forecasting EQIX...
[2025-12-16T20:21:23.095634] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-16T20:21:23.095664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-16T20:21:23.107518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-16T20:21:23.107843] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-16T20:21:23.108652] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-16T20:21:23.108704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:23.108760] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:23.108787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:23.108854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:23.166740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:23.167516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:23.167615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:23.167651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:23.292859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:23.293008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:23.293047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:23.293074] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:23.296466] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: DOWN (p=49.19%)
[2025-12-16T20:21:23.296751] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-16T20:21:23.296873] [INFO ] [sig       ] EQIX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:23.434902] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EQIX.txt
[2025-12-16T20:21:23.435034] [INFO ] [sig       ] [1115/3585] Completed EQIX in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-16T20:21:23.435073] [INFO ] [sig       ] [1116/3585] Forecasting ERAS...
[2025-12-16T20:21:23.435102] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-16T20:21:23.435132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-16T20:21:23.446912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-16T20:21:23.447181] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-16T20:21:23.447961] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-16T20:21:23.448020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:23.448056] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:23.448083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:23.448140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:23.506092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:23.506952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:23.507035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:23.507068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:23.630514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:23.630697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:23.630740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:23.630771] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:23.634305] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-16T20:21:23.634644] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-16T20:21:23.634789] [INFO ] [sig       ] ERAS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:23.775928] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ERAS.txt
[2025-12-16T20:21:23.776074] [INFO ] [sig       ] [1116/3585] Completed ERAS in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-16T20:21:23.776114] [INFO ] [sig       ] [1117/3585] Forecasting ERIC...
[2025-12-16T20:21:23.776144] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-16T20:21:23.776174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-16T20:21:23.787856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-16T20:21:23.788176] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-16T20:21:23.788942] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-16T20:21:23.789005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:23.789039] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:23.789066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:23.789122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:23.844655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:23.845459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:23.845542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:23.845593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:23.972699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:23.972874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:23.972922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:23.972952] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:23.976506] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-16T20:21:23.976811] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-16T20:21:23.976944] [INFO ] [sig       ] ERIC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:24.113552] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ERIC.txt
[2025-12-16T20:21:24.113715] [INFO ] [sig       ] [1117/3585] Completed ERIC in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-16T20:21:24.113754] [INFO ] [sig       ] [1118/3585] Forecasting ERIE...
[2025-12-16T20:21:24.113784] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-16T20:21:24.113815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-16T20:21:24.125566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-16T20:21:24.125898] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-16T20:21:24.126685] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-16T20:21:24.126736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:24.126768] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:24.126795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:24.126850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:24.182428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:24.183263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:24.183348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:24.183381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:24.299393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:24.299543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:24.299600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:24.299663] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:24.303028] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: DOWN (p=37.68%)
[2025-12-16T20:21:24.303297] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-16T20:21:24.303424] [INFO ] [sig       ] ERIE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:24.441686] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ERIE.txt
[2025-12-16T20:21:24.441841] [INFO ] [sig       ] [1118/3585] Completed ERIE in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-16T20:21:24.441881] [INFO ] [sig       ] [1119/3585] Forecasting ERII...
[2025-12-16T20:21:24.441911] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-16T20:21:24.441942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-16T20:21:24.454413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-16T20:21:24.454779] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-16T20:21:24.455539] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-16T20:21:24.455609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:24.455642] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:24.455668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:24.455724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:24.512919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:24.513814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:24.513896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:24.513928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:24.640117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:24.640271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:24.640311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:24.640342] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:24.643788] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: UP (p=93.68%)
[2025-12-16T20:21:24.644072] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-16T20:21:24.644204] [INFO ] [sig       ] ERII: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:24.786605] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ERII.txt
[2025-12-16T20:21:24.786766] [INFO ] [sig       ] [1119/3585] Completed ERII in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-16T20:21:24.786813] [INFO ] [sig       ] [1120/3585] Forecasting ERNA...
[2025-12-16T20:21:24.786844] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-16T20:21:24.786874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-16T20:21:24.799277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-16T20:21:24.799689] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-16T20:21:24.800487] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-16T20:21:24.800542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:24.800600] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:24.800632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:24.800690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:24.869884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:24.870747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:24.870852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:24.870887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:24.985984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:24.986133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:24.986174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:24.986204] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:24.989563] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: DOWN (p=30.07%)
[2025-12-16T20:21:24.989857] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-16T20:21:24.989994] [INFO ] [sig       ] ERNA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:25.129152] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ERNA.txt
[2025-12-16T20:21:25.129321] [INFO ] [sig       ] [1120/3585] Completed ERNA in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-16T20:21:25.129362] [INFO ] [sig       ] [1121/3585] Forecasting ERO...
[2025-12-16T20:21:25.129390] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-16T20:21:25.129420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-16T20:21:25.141980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-16T20:21:25.142330] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-16T20:21:25.143124] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-16T20:21:25.143175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:25.143207] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:25.143233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:25.143288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:25.200562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:25.201374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:25.201457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:25.201496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:25.322179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:25.322329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:25.322368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:25.322396] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:25.325756] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: DOWN (p=21.03%)
[2025-12-16T20:21:25.326023] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-16T20:21:25.326145] [INFO ] [sig       ] ERO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:25.462244] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ERO.txt
[2025-12-16T20:21:25.462387] [INFO ] [sig       ] [1121/3585] Completed ERO in 0.3s | 2.94 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-16T20:21:25.462427] [INFO ] [sig       ] [1122/3585] Forecasting ES...
[2025-12-16T20:21:25.462457] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-16T20:21:25.462491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-16T20:21:25.473949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-16T20:21:25.474272] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-16T20:21:25.475043] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-16T20:21:25.475093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:25.475125] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:25.475151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:25.475205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:25.533067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:25.533964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:25.534050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:25.534083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:25.665708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:25.665876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:25.665921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:25.665951] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:25.669470] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2025-12-16T20:21:25.669829] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-16T20:21:25.669964] [INFO ] [sig       ] ES: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:25.805662] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ES.txt
[2025-12-16T20:21:25.805805] [INFO ] [sig       ] [1122/3585] Completed ES in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-16T20:21:25.805845] [INFO ] [sig       ] [1123/3585] Forecasting ESAB...
[2025-12-16T20:21:25.805875] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-16T20:21:25.805904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-16T20:21:25.818136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-16T20:21:25.818416] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-16T20:21:25.819236] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-16T20:21:25.819287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:25.819318] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:25.819344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:25.819399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:25.875124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:25.875961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:25.876044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:25.876077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:25.994108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:25.994252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:25.994289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:25.994317] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:25.997596] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-16T20:21:25.997859] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-16T20:21:25.997980] [INFO ] [sig       ] ESAB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:26.134057] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ESAB.txt
[2025-12-16T20:21:26.134204] [INFO ] [sig       ] [1123/3585] Completed ESAB in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-16T20:21:26.134243] [INFO ] [sig       ] [1124/3585] Forecasting ESCA...
[2025-12-16T20:21:26.134273] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-16T20:21:26.134303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-16T20:21:26.145958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-16T20:21:26.146272] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-16T20:21:26.147025] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-16T20:21:26.147075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:26.147106] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:26.147132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:26.147187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:26.202745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:26.203355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:26.203432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:26.203464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:26.312734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:26.312897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:26.312935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:26.312963] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:26.316376] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: UP (p=57.35%)
[2025-12-16T20:21:26.316694] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-16T20:21:26.316826] [INFO ] [sig       ] ESCA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:26.461118] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ESCA.txt
[2025-12-16T20:21:26.461296] [INFO ] [sig       ] [1124/3585] Completed ESCA in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-16T20:21:26.461344] [INFO ] [sig       ] [1125/3585] Forecasting ESE...
[2025-12-16T20:21:26.461375] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-16T20:21:26.461407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-16T20:21:26.473498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-16T20:21:26.473881] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-16T20:21:26.474666] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-16T20:21:26.474718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:26.474749] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:26.474777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:26.474833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:26.532249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:26.533084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:26.533198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:26.533231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:26.648686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:26.648836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:26.648874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:26.648903] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:26.652234] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=24.94%)
[2025-12-16T20:21:26.652501] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-16T20:21:26.652642] [INFO ] [sig       ] ESE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:26.791448] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ESE.txt
[2025-12-16T20:21:26.791621] [INFO ] [sig       ] [1125/3585] Completed ESE in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-16T20:21:26.791662] [INFO ] [sig       ] [1126/3585] Forecasting ESEA...
[2025-12-16T20:21:26.791693] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-16T20:21:26.791723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-16T20:21:26.803509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-16T20:21:26.803883] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-16T20:21:26.804855] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-16T20:21:26.804908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:26.804940] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:26.804967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:26.805022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:26.874181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:26.875045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:26.875130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:26.875164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:27.003314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:27.003466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:27.003506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:27.003535] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:27.007106] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: DOWN (p=6.31%)
[2025-12-16T20:21:27.007385] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-16T20:21:27.007515] [INFO ] [sig       ] ESEA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:27.146915] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ESEA.txt
[2025-12-16T20:21:27.147044] [INFO ] [sig       ] [1126/3585] Completed ESEA in 0.4s | 2.94 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-16T20:21:27.147083] [INFO ] [sig       ] [1127/3585] Forecasting ESGD...
[2025-12-16T20:21:27.147113] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-16T20:21:27.147141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-16T20:21:27.159188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-16T20:21:27.159481] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-16T20:21:27.160395] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-16T20:21:27.160447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:27.160479] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:27.160505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:27.160561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:27.218604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:27.219453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:27.219541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:27.219592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:27.344073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:27.344249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:27.344307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:27.344349] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:27.347783] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=16.45%)
[2025-12-16T20:21:27.348055] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-16T20:21:27.348180] [INFO ] [sig       ] ESGD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:27.487227] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ESGD.txt
[2025-12-16T20:21:27.487356] [INFO ] [sig       ] [1127/3585] Completed ESGD in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-16T20:21:27.487395] [INFO ] [sig       ] [1128/3585] Forecasting ESGE...
[2025-12-16T20:21:27.487426] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-16T20:21:27.487455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-16T20:21:27.499387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-16T20:21:27.499714] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-16T20:21:27.500446] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-16T20:21:27.500507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:27.500541] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:27.500568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:27.500652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:27.557785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:27.558441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:27.558530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:27.558570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:27.681108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:27.681259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:27.681300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:27.681329] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:27.684741] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: UP (p=63.84%)
[2025-12-16T20:21:27.685015] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-16T20:21:27.685158] [INFO ] [sig       ] ESGE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:27.828424] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ESGE.txt
[2025-12-16T20:21:27.828644] [INFO ] [sig       ] [1128/3585] Completed ESGE in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-16T20:21:27.828705] [INFO ] [sig       ] [1129/3585] Forecasting ESI...
[2025-12-16T20:21:27.828752] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-16T20:21:27.828796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-16T20:21:27.841323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-16T20:21:27.841654] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-16T20:21:27.842400] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-16T20:21:27.842450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:27.842482] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:27.842509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:27.842587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:27.900734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:27.901496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:27.901595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:27.901631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:28.017961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:28.018110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:28.018148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:28.018177] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:28.021660] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=19.39%)
[2025-12-16T20:21:28.021985] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-16T20:21:28.022125] [INFO ] [sig       ] ESI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:28.163718] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ESI.txt
[2025-12-16T20:21:28.163853] [INFO ] [sig       ] [1129/3585] Completed ESI in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-16T20:21:28.163892] [INFO ] [sig       ] [1130/3585] Forecasting ESOA...
[2025-12-16T20:21:28.163921] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-12-16T20:21:28.163951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-12-16T20:21:28.175653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-12-16T20:21:28.175931] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-12-16T20:21:28.176692] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-12-16T20:21:28.176743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:28.176774] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:28.176801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:28.176857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:28.233042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:28.233967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:28.234049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:28.234082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:28.370310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:28.370465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:28.370504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:28.370534] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:28.374331] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: UP (p=96.47%)
[2025-12-16T20:21:28.374718] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-12-16T20:21:28.374884] [INFO ] [sig       ] ESOA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:28.516181] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ESOA.txt
[2025-12-16T20:21:28.516332] [INFO ] [sig       ] [1130/3585] Completed ESOA in 0.4s | 2.94 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-16T20:21:28.516371] [INFO ] [sig       ] [1131/3585] Forecasting ESPO...
[2025-12-16T20:21:28.516401] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-16T20:21:28.516430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-16T20:21:28.528061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-16T20:21:28.528410] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-16T20:21:28.529207] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-16T20:21:28.529266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:28.529304] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:28.529332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:28.529386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:28.587173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:28.588076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:28.588162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:28.588194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:28.711926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:28.712072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:28.712110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:28.712138] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:28.715471] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2025-12-16T20:21:28.715768] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-16T20:21:28.715892] [INFO ] [sig       ] ESPO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:28.853424] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ESPO.txt
[2025-12-16T20:21:28.853588] [INFO ] [sig       ] [1131/3585] Completed ESPO in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-16T20:21:28.853636] [INFO ] [sig       ] [1132/3585] Forecasting ESQ...
[2025-12-16T20:21:28.853666] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-16T20:21:28.853697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-16T20:21:28.865074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-16T20:21:28.865335] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-16T20:21:28.866116] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-16T20:21:28.866167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:28.866223] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:28.866251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:28.866308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:28.922330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:28.923090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:28.923170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:28.923203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:29.038476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:29.038640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:29.038679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:29.038707] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:29.042154] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=40.06%)
[2025-12-16T20:21:29.042423] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-16T20:21:29.042544] [INFO ] [sig       ] ESQ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:29.181090] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ESQ.txt
[2025-12-16T20:21:29.181234] [INFO ] [sig       ] [1132/3585] Completed ESQ in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-16T20:21:29.181274] [INFO ] [sig       ] [1133/3585] Forecasting ESTA...
[2025-12-16T20:21:29.181303] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-16T20:21:29.181332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-16T20:21:29.192487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-16T20:21:29.192810] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-16T20:21:29.193545] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-16T20:21:29.193618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:29.193650] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:29.193676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:29.193731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:29.249209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:29.250103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:29.250182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:29.250215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:29.369524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:29.369694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:29.369735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:29.369763] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:29.373048] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: DOWN (p=2.71%)
[2025-12-16T20:21:29.373311] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-16T20:21:29.373447] [INFO ] [sig       ] ESTA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:29.508980] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ESTA.txt
[2025-12-16T20:21:29.509106] [INFO ] [sig       ] [1133/3585] Completed ESTA in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-16T20:21:29.509162] [INFO ] [sig       ] [1134/3585] Forecasting ESTC...
[2025-12-16T20:21:29.509202] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-16T20:21:29.509237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-16T20:21:29.520347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-16T20:21:29.520653] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-16T20:21:29.521383] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-16T20:21:29.521434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:29.521467] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:29.521493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:29.521547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:29.577623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:29.578256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:29.578334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:29.578366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:29.699987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:29.700143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:29.700187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:29.700215] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:29.703766] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=86.59%)
[2025-12-16T20:21:29.704041] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-16T20:21:29.704170] [INFO ] [sig       ] ESTC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:29.843814] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ESTC.txt
[2025-12-16T20:21:29.843947] [INFO ] [sig       ] [1134/3585] Completed ESTC in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-16T20:21:29.843987] [INFO ] [sig       ] [1135/3585] Forecasting ETB...
[2025-12-16T20:21:29.844017] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-16T20:21:29.844048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-16T20:21:29.855980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-16T20:21:29.856308] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-16T20:21:29.857088] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-16T20:21:29.857139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:29.857172] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:29.857198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:29.857254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:29.916105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:29.916862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:29.916943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:29.916976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:30.032485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:30.032662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:30.032721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:30.032783] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:30.036209] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=10.24%)
[2025-12-16T20:21:30.036479] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-16T20:21:30.036620] [INFO ] [sig       ] ETB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:30.172604] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ETB.txt
[2025-12-16T20:21:30.172757] [INFO ] [sig       ] [1135/3585] Completed ETB in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-16T20:21:30.172797] [INFO ] [sig       ] [1136/3585] Forecasting ETD...
[2025-12-16T20:21:30.172826] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-16T20:21:30.172856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-16T20:21:30.184104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-16T20:21:30.184454] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-16T20:21:30.185253] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-16T20:21:30.185308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:30.185340] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:30.185366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:30.185422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:30.241621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:30.242392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:30.242470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:30.242501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:30.360224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:30.360375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:30.360413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:30.360440] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:30.363729] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: UP (p=95.85%)
[2025-12-16T20:21:30.363988] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-16T20:21:30.364108] [INFO ] [sig       ] ETD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:30.498964] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ETD.txt
[2025-12-16T20:21:30.499091] [INFO ] [sig       ] [1136/3585] Completed ETD in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-16T20:21:30.499128] [INFO ] [sig       ] [1137/3585] Forecasting ETG...
[2025-12-16T20:21:30.499171] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-16T20:21:30.499201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-16T20:21:30.511174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-16T20:21:30.511452] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-16T20:21:30.512224] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-16T20:21:30.512276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:30.512307] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:30.512333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:30.512391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:30.568447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:30.569189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:30.569284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:30.569317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:30.688782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:30.688936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:30.688974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:30.689004] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:30.692471] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=92.07%)
[2025-12-16T20:21:30.692778] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-16T20:21:30.692912] [INFO ] [sig       ] ETG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:30.830694] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ETG.txt
[2025-12-16T20:21:30.830823] [INFO ] [sig       ] [1137/3585] Completed ETG in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-16T20:21:30.830861] [INFO ] [sig       ] [1138/3585] Forecasting ETHA...
[2025-12-16T20:21:30.830890] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-16T20:21:30.830920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-16T20:21:30.842742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-16T20:21:30.843219] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-16T20:21:30.844221] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-16T20:21:30.844273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:30.844305] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:30.844330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:30.844385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:30.900144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:30.900889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:30.900968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:30.901001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:31.018679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:31.018826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:31.018869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:31.018897] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:31.022195] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: DOWN (p=12.51%)
[2025-12-16T20:21:31.022459] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-16T20:21:31.022602] [INFO ] [sig       ] ETHA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:31.157624] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ETHA.txt
[2025-12-16T20:21:31.157755] [INFO ] [sig       ] [1138/3585] Completed ETHA in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-16T20:21:31.157793] [INFO ] [sig       ] [1139/3585] Forecasting ETJ...
[2025-12-16T20:21:31.157822] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-16T20:21:31.157852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-16T20:21:31.168943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-16T20:21:31.169278] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-16T20:21:31.170046] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-16T20:21:31.170096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:31.170139] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:31.170167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:31.170227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:31.226421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:31.227455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:31.227559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:31.227632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:31.347751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:31.347903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:31.347942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:31.347970] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:31.351254] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=73.55%)
[2025-12-16T20:21:31.351521] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-16T20:21:31.351679] [INFO ] [sig       ] ETJ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:31.487421] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ETJ.txt
[2025-12-16T20:21:31.487553] [INFO ] [sig       ] [1139/3585] Completed ETJ in 0.3s | 2.94 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-16T20:21:31.487608] [INFO ] [sig       ] [1140/3585] Forecasting ETN...
[2025-12-16T20:21:31.487639] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-16T20:21:31.487670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-16T20:21:31.502663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-16T20:21:31.503243] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-16T20:21:31.504063] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-16T20:21:31.504116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:31.504148] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:31.504175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:31.504230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:31.563046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:31.563843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:31.563925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:31.563957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:31.684469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:31.684639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:31.684687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:31.684723] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:31.687992] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=6.23%)
[2025-12-16T20:21:31.688250] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-16T20:21:31.688371] [INFO ] [sig       ] ETN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:31.826695] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ETN.txt
[2025-12-16T20:21:31.826858] [INFO ] [sig       ] [1140/3585] Completed ETN in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-16T20:21:31.826897] [INFO ] [sig       ] [1141/3585] Forecasting ETO...
[2025-12-16T20:21:31.826928] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-16T20:21:31.826957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-16T20:21:31.840981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-16T20:21:31.841320] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-16T20:21:31.842105] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-16T20:21:31.842156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:31.842187] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:31.842213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:31.842267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:31.898945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:31.899823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:31.899904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:31.899936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:32.019084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:32.019262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:32.019302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:32.019330] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:32.022742] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-12-16T20:21:32.023014] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-16T20:21:32.023136] [INFO ] [sig       ] ETO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:32.159862] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ETO.txt
[2025-12-16T20:21:32.160033] [INFO ] [sig       ] [1141/3585] Completed ETO in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-16T20:21:32.160074] [INFO ] [sig       ] [1142/3585] Forecasting ETON...
[2025-12-16T20:21:32.160104] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-16T20:21:32.160136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-16T20:21:32.172420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-16T20:21:32.172805] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-16T20:21:32.173647] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-16T20:21:32.173700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:32.173732] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:32.173760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:32.173817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:32.231399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:32.232309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:32.232435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:32.232469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:32.350695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:32.350844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:32.350885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:32.350913] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:32.354281] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: UP (p=72.25%)
[2025-12-16T20:21:32.354546] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-16T20:21:32.354684] [INFO ] [sig       ] ETON: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:32.489552] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ETON.txt
[2025-12-16T20:21:32.489718] [INFO ] [sig       ] [1142/3585] Completed ETON in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-16T20:21:32.489757] [INFO ] [sig       ] [1143/3585] Forecasting ETSY...
[2025-12-16T20:21:32.489787] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-16T20:21:32.489822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-16T20:21:32.501249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-16T20:21:32.501566] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-16T20:21:32.502344] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-16T20:21:32.502396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:32.502429] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:32.502455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:32.502511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:32.558076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:32.558907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:32.558988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:32.559020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:32.677756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:32.677913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:32.677950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:32.677978] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:32.681331] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=4.92%)
[2025-12-16T20:21:32.681617] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-16T20:21:32.681738] [INFO ] [sig       ] ETSY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:32.818800] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ETSY.txt
[2025-12-16T20:21:32.818933] [INFO ] [sig       ] [1143/3585] Completed ETSY in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-16T20:21:32.818971] [INFO ] [sig       ] [1144/3585] Forecasting ETY...
[2025-12-16T20:21:32.819000] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-16T20:21:32.819030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-16T20:21:32.832400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-16T20:21:32.832707] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-16T20:21:32.833446] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-16T20:21:32.833497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:32.833528] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:32.833555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:32.833630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:32.889772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:32.890569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:32.890672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:32.890704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:33.007198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:33.007359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:33.007398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:33.007427] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:33.010814] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=78.41%)
[2025-12-16T20:21:33.011079] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-16T20:21:33.011200] [INFO ] [sig       ] ETY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:33.146304] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ETY.txt
[2025-12-16T20:21:33.146435] [INFO ] [sig       ] [1144/3585] Completed ETY in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-16T20:21:33.146473] [INFO ] [sig       ] [1145/3585] Forecasting EUFN...
[2025-12-16T20:21:33.146502] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-16T20:21:33.146531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-16T20:21:33.158355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-16T20:21:33.158639] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-16T20:21:33.159423] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-16T20:21:33.159473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:33.159504] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:33.159530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:33.159606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:33.214805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:33.215392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:33.215470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:33.215501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:33.333473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:33.333628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:33.333668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:33.333696] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:33.336950] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: DOWN (p=16.07%)
[2025-12-16T20:21:33.337208] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-16T20:21:33.337325] [INFO ] [sig       ] EUFN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:33.475212] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EUFN.txt
[2025-12-16T20:21:33.475354] [INFO ] [sig       ] [1145/3585] Completed EUFN in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-16T20:21:33.475393] [INFO ] [sig       ] [1146/3585] Forecasting EVAX...
[2025-12-16T20:21:33.475422] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-16T20:21:33.475451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-16T20:21:33.487227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-16T20:21:33.487532] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-16T20:21:33.488309] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-16T20:21:33.488360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:33.488391] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:33.488418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:33.488473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:33.545077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:33.545716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:33.545791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:33.545823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:33.668845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:33.668994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:33.669033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:33.669077] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:33.672442] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2025-12-16T20:21:33.672728] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-16T20:21:33.672852] [INFO ] [sig       ] EVAX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:33.809024] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EVAX.txt
[2025-12-16T20:21:33.809197] [INFO ] [sig       ] [1146/3585] Completed EVAX in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-16T20:21:33.809239] [INFO ] [sig       ] [1147/3585] Forecasting EVC...
[2025-12-16T20:21:33.809269] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-16T20:21:33.809301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-16T20:21:33.820479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-16T20:21:33.820771] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-16T20:21:33.821544] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-16T20:21:33.821617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:33.821650] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:33.821680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:33.821737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:33.876370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:33.877038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:33.877118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:33.877149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:33.998256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:33.998412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:33.998454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:33.998482] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:34.002110] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: UP (p=54.75%)
[2025-12-16T20:21:34.002398] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-16T20:21:34.002527] [INFO ] [sig       ] EVC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:34.142107] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EVC.txt
[2025-12-16T20:21:34.142229] [INFO ] [sig       ] [1147/3585] Completed EVC in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-16T20:21:34.142267] [INFO ] [sig       ] [1148/3585] Forecasting EVCM...
[2025-12-16T20:21:34.142294] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-16T20:21:34.142322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-16T20:21:34.154216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-16T20:21:34.154489] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-16T20:21:34.155247] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-16T20:21:34.155297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:34.155328] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:34.155355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:34.155410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:34.211931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:34.212600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:34.212684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:34.212716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:34.332836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:34.333135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:34.333171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:34.333199] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:34.336760] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: DOWN (p=23.77%)
[2025-12-16T20:21:34.337034] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-16T20:21:34.337158] [INFO ] [sig       ] EVCM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:34.480349] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EVCM.txt
[2025-12-16T20:21:34.480469] [INFO ] [sig       ] [1148/3585] Completed EVCM in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-16T20:21:34.480506] [INFO ] [sig       ] [1149/3585] Forecasting EVEX...
[2025-12-16T20:21:34.480535] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-16T20:21:34.480565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-16T20:21:34.491424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-16T20:21:34.491730] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-16T20:21:34.492469] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-16T20:21:34.492519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:34.492593] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:34.492624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:34.492680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:34.550014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:34.550662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:34.550742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:34.550774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:34.670711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:34.670844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:34.670880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:34.670907] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:34.674136] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=71.05%)
[2025-12-16T20:21:34.674397] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-16T20:21:34.674516] [INFO ] [sig       ] EVEX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:34.815247] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EVEX.txt
[2025-12-16T20:21:34.815385] [INFO ] [sig       ] [1149/3585] Completed EVEX in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-16T20:21:34.815424] [INFO ] [sig       ] [1150/3585] Forecasting EVF...
[2025-12-16T20:21:34.815455] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-16T20:21:34.815485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-16T20:21:34.827054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-16T20:21:34.827356] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-16T20:21:34.828169] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-16T20:21:34.828219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:34.828250] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:34.828277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:34.828342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:34.884994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:34.885634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:34.885725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:34.885765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:34.998440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:34.998563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:34.998618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:34.998647] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:35.001969] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=55.47%)
[2025-12-16T20:21:35.002228] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-16T20:21:35.002346] [INFO ] [sig       ] EVF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:35.138191] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EVF.txt
[2025-12-16T20:21:35.138303] [INFO ] [sig       ] [1150/3585] Completed EVF in 0.3s | 2.94 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-16T20:21:35.138339] [INFO ] [sig       ] [1151/3585] Forecasting EVG...
[2025-12-16T20:21:35.138368] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-16T20:21:35.138397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-16T20:21:35.150838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-16T20:21:35.151149] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-16T20:21:35.151919] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-16T20:21:35.151969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:35.152001] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:35.152028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:35.152083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:35.211123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:35.211966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:35.212050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:35.212083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:35.323178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:35.323510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:35.323546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:35.323590] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:35.327020] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-12-16T20:21:35.327282] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-16T20:21:35.327399] [INFO ] [sig       ] EVG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:35.469081] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EVG.txt
[2025-12-16T20:21:35.469225] [INFO ] [sig       ] [1151/3585] Completed EVG in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-16T20:21:35.469266] [INFO ] [sig       ] [1152/3585] Forecasting EVGN...
[2025-12-16T20:21:35.469295] [INFO ] [sig       ] Generating forecast for: EVGN
[2025-12-16T20:21:35.469325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGN' from 'https://tdm.silogroup.org/data/derivative_storage/EVGN.csv'.
[2025-12-16T20:21:35.481200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGN'.
[2025-12-16T20:21:35.481505] [INFO ] [FORECASTER] Starting predict_future for EVGN
[2025-12-16T20:21:35.482287] [DEBUG] [LOCAL     ] No optimal features file found for EVGN: ./output/feature-sets/EVGN.txt
[2025-12-16T20:21:35.482349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:35.482382] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:35.482411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:35.482467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:35.540358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:35.541005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:35.541083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:35.541116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:35.653437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:35.653608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:35.653648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:35.653739] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:35.657523] [DEBUG] [FORECASTER] EVGN: Forecast T+1@11:T+2@11: DOWN (p=13.15%)
[2025-12-16T20:21:35.657893] [INFO ] [FORECASTER] Completed predict_future for EVGN
[2025-12-16T20:21:35.658034] [INFO ] [sig       ] EVGN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:35.800064] [INFO ] [LOCAL     ] Saved forecast: EVGN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EVGN.txt
[2025-12-16T20:21:35.800214] [INFO ] [sig       ] [1152/3585] Completed EVGN in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-16T20:21:35.800253] [INFO ] [sig       ] [1153/3585] Forecasting EVGO...
[2025-12-16T20:21:35.800283] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-16T20:21:35.800314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-16T20:21:35.811199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-16T20:21:35.811461] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-16T20:21:35.812251] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-16T20:21:35.812302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:35.812334] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:35.812361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:35.812417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:35.870170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:35.870848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:35.870928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:35.870961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:35.990303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:35.990434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:35.990470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:35.990499] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:35.993736] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: UP (p=91.68%)
[2025-12-16T20:21:35.993999] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-16T20:21:35.994117] [INFO ] [sig       ] EVGO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:36.133174] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EVGO.txt
[2025-12-16T20:21:36.133295] [INFO ] [sig       ] [1153/3585] Completed EVGO in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-16T20:21:36.133333] [INFO ] [sig       ] [1154/3585] Forecasting EVH...
[2025-12-16T20:21:36.133362] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-16T20:21:36.133391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-16T20:21:36.145667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-16T20:21:36.146132] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-16T20:21:36.146884] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-16T20:21:36.146934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:36.146965] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:36.146992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:36.147048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:36.203565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:36.204154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:36.204230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:36.204262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:36.318962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:36.319092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:36.319130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:36.319196] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:36.322444] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: UP (p=53.75%)
[2025-12-16T20:21:36.322719] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-16T20:21:36.322837] [INFO ] [sig       ] EVH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:36.458539] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EVH.txt
[2025-12-16T20:21:36.458661] [INFO ] [sig       ] [1154/3585] Completed EVH in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-16T20:21:36.458704] [INFO ] [sig       ] [1155/3585] Forecasting EVN...
[2025-12-16T20:21:36.458740] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-16T20:21:36.458777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-16T20:21:36.470173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-16T20:21:36.470448] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-16T20:21:36.471220] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-16T20:21:36.471272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:36.471304] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:36.471331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:36.471388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:36.529489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:36.530242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:36.530324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:36.530357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:36.641417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:36.641519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:36.641554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:36.641598] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:36.644662] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2025-12-16T20:21:36.644920] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-16T20:21:36.645037] [INFO ] [sig       ] EVN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:36.781331] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EVN.txt
[2025-12-16T20:21:36.781483] [INFO ] [sig       ] [1155/3585] Completed EVN in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-16T20:21:36.781530] [INFO ] [sig       ] [1156/3585] Forecasting EVO...
[2025-12-16T20:21:36.781561] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-16T20:21:36.781612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-16T20:21:36.793164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-16T20:21:36.793512] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-16T20:21:36.794491] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-16T20:21:36.794544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:36.794595] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:36.794627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:36.794685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:36.851877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:36.852445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:36.852521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:36.852552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:36.971718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:36.971830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:36.971866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:36.971893] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:36.975010] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: DOWN (p=29.40%)
[2025-12-16T20:21:36.975268] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-16T20:21:36.975385] [INFO ] [sig       ] EVO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:37.113731] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EVO.txt
[2025-12-16T20:21:37.113857] [INFO ] [sig       ] [1156/3585] Completed EVO in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-16T20:21:37.113896] [INFO ] [sig       ] [1157/3585] Forecasting EVOK...
[2025-12-16T20:21:37.113924] [INFO ] [sig       ] Generating forecast for: EVOK
[2025-12-16T20:21:37.113953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVOK' from 'https://tdm.silogroup.org/data/derivative_storage/EVOK.csv'.
[2025-12-16T20:21:37.125266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVOK'.
[2025-12-16T20:21:37.125640] [INFO ] [FORECASTER] Starting predict_future for EVOK
[2025-12-16T20:21:37.126413] [DEBUG] [LOCAL     ] No optimal features file found for EVOK: ./output/feature-sets/EVOK.txt
[2025-12-16T20:21:37.126465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:37.126498] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:37.126526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:37.126603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:37.182960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:37.183661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:37.183744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:37.183777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:37.292420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:37.292583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:37.292623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:37.292651] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:37.295961] [DEBUG] [FORECASTER] EVOK: Forecast T+1@11:T+2@11: UP (p=52.99%)
[2025-12-16T20:21:37.296240] [INFO ] [FORECASTER] Completed predict_future for EVOK
[2025-12-16T20:21:37.296362] [INFO ] [sig       ] EVOK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:37.432957] [INFO ] [LOCAL     ] Saved forecast: EVOK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EVOK.txt
[2025-12-16T20:21:37.433077] [INFO ] [sig       ] [1157/3585] Completed EVOK in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-16T20:21:37.433115] [INFO ] [sig       ] [1158/3585] Forecasting EVRG...
[2025-12-16T20:21:37.433144] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-16T20:21:37.433173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-16T20:21:37.444678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-16T20:21:37.444996] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-16T20:21:37.445772] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-16T20:21:37.445824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:37.445855] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:37.445883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:37.445940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:37.503517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:37.504192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:37.504271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:37.504303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:37.624036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:37.624184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:37.624222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:37.624249] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:37.627515] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: UP (p=95.53%)
[2025-12-16T20:21:37.627814] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-16T20:21:37.627953] [INFO ] [sig       ] EVRG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:37.764808] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EVRG.txt
[2025-12-16T20:21:37.764971] [INFO ] [sig       ] [1158/3585] Completed EVRG in 0.3s | 2.95 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-16T20:21:37.765011] [INFO ] [sig       ] [1159/3585] Forecasting EVSD...
[2025-12-16T20:21:37.765040] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-16T20:21:37.765070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-16T20:21:37.778501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-16T20:21:37.778854] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-16T20:21:37.779701] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-16T20:21:37.779764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:37.779803] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:37.779838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:37.779907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:37.837189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:37.837792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:37.837898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:37.837940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:37.960968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:37.961118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:37.961172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:37.961202] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:37.964469] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: UP (p=70.96%)
[2025-12-16T20:21:37.964757] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-16T20:21:37.964879] [INFO ] [sig       ] EVSD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:38.146844] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EVSD.txt
[2025-12-16T20:21:38.147064] [INFO ] [sig       ] [1159/3585] Completed EVSD in 0.4s | 2.95 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-16T20:21:38.147129] [INFO ] [sig       ] [1160/3585] Forecasting EVTC...
[2025-12-16T20:21:38.147182] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-16T20:21:38.147235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-16T20:21:38.160543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-16T20:21:38.160973] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-16T20:21:38.161879] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-16T20:21:38.161936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:38.161969] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:38.161996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:38.162060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:38.229857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:38.231084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:38.231222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:38.231277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:38.409954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:38.410150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:38.410212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:38.410259] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:38.415163] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=82.90%)
[2025-12-16T20:21:38.415701] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-16T20:21:38.415907] [INFO ] [sig       ] EVTC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:38.629681] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EVTC.txt
[2025-12-16T20:21:38.629942] [INFO ] [sig       ] [1160/3585] Completed EVTC in 0.5s | 2.94 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-16T20:21:38.630003] [INFO ] [sig       ] [1161/3585] Forecasting EVTL...
[2025-12-16T20:21:38.630045] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-16T20:21:38.630082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-16T20:21:38.651432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-16T20:21:38.652066] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-16T20:21:38.653336] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-16T20:21:38.653400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:38.653439] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:38.653470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:38.653542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:38.735676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:38.737018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:38.737162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:38.737214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:38.905420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:38.905635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:38.905698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:38.905743] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:38.910943] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=5.18%)
[2025-12-16T20:21:38.911435] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-16T20:21:38.911666] [INFO ] [sig       ] EVTL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:39.095775] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EVTL.txt
[2025-12-16T20:21:39.095996] [INFO ] [sig       ] [1161/3585] Completed EVTL in 0.5s | 2.94 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-16T20:21:39.096059] [INFO ] [sig       ] [1162/3585] Forecasting EWBC...
[2025-12-16T20:21:39.096107] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-16T20:21:39.096152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-16T20:21:39.113672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-16T20:21:39.114142] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-16T20:21:39.115225] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-16T20:21:39.115287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:39.115327] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:39.115362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:39.115444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:39.183915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:39.184957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:39.185056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:39.185090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:39.322454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:39.322626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:39.322668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:39.322700] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:39.326252] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: UP (p=83.26%)
[2025-12-16T20:21:39.326608] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-16T20:21:39.326750] [INFO ] [sig       ] EWBC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:39.484304] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EWBC.txt
[2025-12-16T20:21:39.484487] [INFO ] [sig       ] [1162/3585] Completed EWBC in 0.4s | 2.94 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-16T20:21:39.484529] [INFO ] [sig       ] [1163/3585] Forecasting EWCZ...
[2025-12-16T20:21:39.484559] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-16T20:21:39.484613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-16T20:21:39.497895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-16T20:21:39.498233] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-16T20:21:39.499104] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-16T20:21:39.499188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:39.499237] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:39.499280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:39.499356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:39.562544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:39.563671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:39.563771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:39.563807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:39.697903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:39.698065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:39.698116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:39.698149] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:39.702261] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: UP (p=63.55%)
[2025-12-16T20:21:39.702568] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-16T20:21:39.702731] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:39.855141] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EWCZ.txt
[2025-12-16T20:21:39.855286] [INFO ] [sig       ] [1163/3585] Completed EWCZ in 0.4s | 2.94 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-16T20:21:39.855326] [INFO ] [sig       ] [1164/3585] Forecasting EWTX...
[2025-12-16T20:21:39.855356] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-16T20:21:39.855385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-16T20:21:39.867484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-16T20:21:39.867875] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-16T20:21:39.868796] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-16T20:21:39.868852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:39.868886] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:39.868914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:39.868972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:39.930926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:39.931883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:39.931991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:39.932028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:40.060088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:40.060238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:40.060278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:40.060308] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:40.064100] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=7.75%)
[2025-12-16T20:21:40.064396] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-16T20:21:40.064525] [INFO ] [sig       ] EWTX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:40.207082] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EWTX.txt
[2025-12-16T20:21:40.207215] [INFO ] [sig       ] [1164/3585] Completed EWTX in 0.4s | 2.94 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-16T20:21:40.207254] [INFO ] [sig       ] [1165/3585] Forecasting EWZS...
[2025-12-16T20:21:40.207283] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-16T20:21:40.207312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-16T20:21:40.219947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-16T20:21:40.220251] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-16T20:21:40.221063] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-16T20:21:40.221116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:40.221150] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:40.221178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:40.221235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:40.279031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:40.279952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:40.280054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:40.280092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:40.401815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:40.401968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:40.402013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:40.402057] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:40.405456] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=14.01%)
[2025-12-16T20:21:40.405744] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-16T20:21:40.405874] [INFO ] [sig       ] EWZS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:40.547604] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EWZS.txt
[2025-12-16T20:21:40.547755] [INFO ] [sig       ] [1165/3585] Completed EWZS in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-16T20:21:40.547797] [INFO ] [sig       ] [1166/3585] Forecasting EXAS...
[2025-12-16T20:21:40.547826] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-16T20:21:40.547855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-16T20:21:40.559276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-16T20:21:40.559613] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-16T20:21:40.560382] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-16T20:21:40.560432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:40.560489] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:40.560518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:40.560590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:40.617495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:40.618408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:40.618493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:40.618528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:40.746826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:40.746978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:40.747019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:40.747049] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:40.750499] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: DOWN (p=14.41%)
[2025-12-16T20:21:40.750796] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-16T20:21:40.750949] [INFO ] [sig       ] EXAS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:40.908894] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EXAS.txt
[2025-12-16T20:21:40.909049] [INFO ] [sig       ] [1166/3585] Completed EXAS in 0.4s | 2.94 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-16T20:21:40.909097] [INFO ] [sig       ] [1167/3585] Forecasting EXC...
[2025-12-16T20:21:40.909160] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-16T20:21:40.909195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-16T20:21:40.921735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-16T20:21:40.922113] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-16T20:21:40.922916] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-16T20:21:40.922970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:40.923002] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:40.923030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:40.923086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:40.981410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:40.982261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:40.982343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:40.982376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:41.104146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:41.104297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:41.104337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:41.104367] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:41.107781] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: UP (p=63.03%)
[2025-12-16T20:21:41.108075] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-16T20:21:41.108203] [INFO ] [sig       ] EXC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:41.249515] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EXC.txt
[2025-12-16T20:21:41.249704] [INFO ] [sig       ] [1167/3585] Completed EXC in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-16T20:21:41.249752] [INFO ] [sig       ] [1168/3585] Forecasting EXEL...
[2025-12-16T20:21:41.249781] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-16T20:21:41.249812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-16T20:21:41.262711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-16T20:21:41.263333] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-16T20:21:41.264232] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-16T20:21:41.264290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:41.264324] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:41.264352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:41.264411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:41.328839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:41.329778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:41.329884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:41.329933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:41.451949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:41.452103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:41.452144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:41.452172] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:41.455477] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: UP (p=79.49%)
[2025-12-16T20:21:41.455765] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-16T20:21:41.455909] [INFO ] [sig       ] EXEL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:41.594983] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EXEL.txt
[2025-12-16T20:21:41.595138] [INFO ] [sig       ] [1168/3585] Completed EXEL in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-16T20:21:41.595178] [INFO ] [sig       ] [1169/3585] Forecasting EXFY...
[2025-12-16T20:21:41.595207] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-16T20:21:41.595236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-16T20:21:41.606951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-16T20:21:41.607451] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-16T20:21:41.608455] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-16T20:21:41.608506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:41.608537] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:41.608563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:41.608637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:41.665796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:41.666665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:41.666748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:41.666780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:41.789403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:41.789559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:41.789625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:41.789687] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:41.793104] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2025-12-16T20:21:41.793385] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-16T20:21:41.793517] [INFO ] [sig       ] EXFY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:41.956824] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EXFY.txt
[2025-12-16T20:21:41.956998] [INFO ] [sig       ] [1169/3585] Completed EXFY in 0.4s | 2.94 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-16T20:21:41.957038] [INFO ] [sig       ] [1170/3585] Forecasting EXG...
[2025-12-16T20:21:41.957068] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-16T20:21:41.957098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-16T20:21:41.968380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-16T20:21:41.968666] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-16T20:21:41.969445] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-16T20:21:41.969497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:41.969530] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:41.969566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:41.969655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:42.027309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:42.027976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:42.028056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:42.028090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:42.148170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:42.148326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:42.148365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:42.148410] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:42.151792] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-12-16T20:21:42.152066] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-16T20:21:42.152189] [INFO ] [sig       ] EXG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:42.290136] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EXG.txt
[2025-12-16T20:21:42.290291] [INFO ] [sig       ] [1170/3585] Completed EXG in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-16T20:21:42.290334] [INFO ] [sig       ] [1171/3585] Forecasting EXK...
[2025-12-16T20:21:42.290365] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-16T20:21:42.290395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-16T20:21:42.301811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-16T20:21:42.302123] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-16T20:21:42.302882] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-16T20:21:42.302932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:42.302964] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:42.302991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:42.303046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:42.358009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:42.358701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:42.358781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:42.358813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:42.476612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:42.476765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:42.476803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:42.476829] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:42.480304] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=66.20%)
[2025-12-16T20:21:42.480568] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-16T20:21:42.480705] [INFO ] [sig       ] EXK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:42.618541] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EXK.txt
[2025-12-16T20:21:42.618684] [INFO ] [sig       ] [1171/3585] Completed EXK in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-16T20:21:42.618722] [INFO ] [sig       ] [1172/3585] Forecasting EXLS...
[2025-12-16T20:21:42.618752] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-16T20:21:42.618782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-16T20:21:42.631498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-16T20:21:42.631953] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-16T20:21:42.632778] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-16T20:21:42.632830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:42.632861] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:42.632888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:42.632945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:42.691535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:42.692430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:42.692534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:42.692570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:42.817355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:42.817505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:42.817548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:42.817595] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:42.821336] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=20.16%)
[2025-12-16T20:21:42.821706] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-16T20:21:42.821846] [INFO ] [sig       ] EXLS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:42.966968] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EXLS.txt
[2025-12-16T20:21:42.967124] [INFO ] [sig       ] [1172/3585] Completed EXLS in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-16T20:21:42.967164] [INFO ] [sig       ] [1173/3585] Forecasting EXP...
[2025-12-16T20:21:42.967193] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-16T20:21:42.967222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-16T20:21:42.978426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-16T20:21:42.978787] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-16T20:21:42.980236] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-16T20:21:42.980377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:42.980415] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:42.980445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:42.980511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:43.044910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:43.046019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:43.046106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:43.046319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:43.169330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:43.169482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:43.169520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:43.169548] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:43.172882] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=84.52%)
[2025-12-16T20:21:43.173155] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-16T20:21:43.173275] [INFO ] [sig       ] EXP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:43.308679] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EXP.txt
[2025-12-16T20:21:43.308815] [INFO ] [sig       ] [1173/3585] Completed EXP in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-16T20:21:43.308856] [INFO ] [sig       ] [1174/3585] Forecasting EXPD...
[2025-12-16T20:21:43.308886] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-16T20:21:43.308916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-16T20:21:43.320271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-16T20:21:43.320562] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-16T20:21:43.321353] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-16T20:21:43.321405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:43.321437] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:43.321476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:43.321533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:43.377169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:43.378003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:43.378084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:43.378116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:43.495073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:43.495220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:43.495259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:43.495286] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:43.498686] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: UP (p=63.11%)
[2025-12-16T20:21:43.498950] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-16T20:21:43.499071] [INFO ] [sig       ] EXPD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:43.636454] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EXPD.txt
[2025-12-16T20:21:43.636600] [INFO ] [sig       ] [1174/3585] Completed EXPD in 0.3s | 2.94 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-16T20:21:43.636641] [INFO ] [sig       ] [1175/3585] Forecasting EXPE...
[2025-12-16T20:21:43.636670] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-16T20:21:43.636699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-16T20:21:43.650200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-16T20:21:43.650745] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-16T20:21:43.651730] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-16T20:21:43.651783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:43.651816] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:43.651843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:43.651899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:43.712554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:43.713366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:43.713452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:43.713484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:43.835364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:43.835512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:43.835552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:43.835599] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:43.838961] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: DOWN (p=31.57%)
[2025-12-16T20:21:43.839260] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-16T20:21:43.839383] [INFO ] [sig       ] EXPE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:43.982113] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EXPE.txt
[2025-12-16T20:21:43.982262] [INFO ] [sig       ] [1175/3585] Completed EXPE in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-16T20:21:43.982301] [INFO ] [sig       ] [1176/3585] Forecasting EXPI...
[2025-12-16T20:21:43.982330] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-16T20:21:43.982359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-16T20:21:43.994610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-16T20:21:43.994911] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-16T20:21:43.995691] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-16T20:21:43.995743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:43.995775] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:43.995804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:43.995860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:44.053462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:44.054229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:44.054338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:44.054374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:44.173918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:44.174066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:44.174106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:44.174136] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:44.177467] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: UP (p=74.20%)
[2025-12-16T20:21:44.177758] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-16T20:21:44.177883] [INFO ] [sig       ] EXPI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:44.319083] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EXPI.txt
[2025-12-16T20:21:44.319244] [INFO ] [sig       ] [1176/3585] Completed EXPI in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-16T20:21:44.319286] [INFO ] [sig       ] [1177/3585] Forecasting EXPO...
[2025-12-16T20:21:44.319319] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-16T20:21:44.319350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-16T20:21:44.331067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-16T20:21:44.331370] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-16T20:21:44.332210] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-16T20:21:44.332263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:44.332297] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:44.332325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:44.332382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:44.390798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:44.391437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:44.391515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:44.391547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:44.509412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:44.509562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:44.509621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:44.509651] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:44.513020] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-12-16T20:21:44.513296] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-16T20:21:44.513415] [INFO ] [sig       ] EXPO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:44.653905] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EXPO.txt
[2025-12-16T20:21:44.654057] [INFO ] [sig       ] [1177/3585] Completed EXPO in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-16T20:21:44.654095] [INFO ] [sig       ] [1178/3585] Forecasting EYE...
[2025-12-16T20:21:44.654132] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-16T20:21:44.654164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-16T20:21:44.665493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-16T20:21:44.665867] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-16T20:21:44.666850] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-16T20:21:44.666902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:44.666934] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:44.666961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:44.667017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:44.723151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:44.724009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:44.724095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:44.724129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:44.844148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:44.844300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:44.844339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:44.844369] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:44.847738] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=6.02%)
[2025-12-16T20:21:44.848075] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-16T20:21:44.848207] [INFO ] [sig       ] EYE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:45.045264] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/EYE.txt
[2025-12-16T20:21:45.045417] [INFO ] [sig       ] [1178/3585] Completed EYE in 0.4s | 2.94 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-16T20:21:45.045456] [INFO ] [sig       ] [1179/3585] Forecasting EZGO...
[2025-12-16T20:21:45.045487] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-16T20:21:45.045517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-16T20:21:45.057137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-16T20:21:45.057498] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-16T20:21:45.058350] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-16T20:21:45.058404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:45.058438] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:45.058466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:45.058523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:45.114821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:45.115685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:45.115767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:45.115799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:45.227634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:45.227788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:45.227827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:45.227857] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:45.231251] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: UP (p=95.69%)
[2025-12-16T20:21:45.231543] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-16T20:21:45.231691] [INFO ] [sig       ] EZGO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:45.371416] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/EZGO.txt
[2025-12-16T20:21:45.371616] [INFO ] [sig       ] [1179/3585] Completed EZGO in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-16T20:21:45.371660] [INFO ] [sig       ] [1180/3585] Forecasting F...
[2025-12-16T20:21:45.371690] [INFO ] [sig       ] Generating forecast for: F
[2025-12-16T20:21:45.371721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-16T20:21:45.382874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-16T20:21:45.383244] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-16T20:21:45.384032] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-16T20:21:45.384084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:45.384116] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:45.384143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:45.384199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:45.440276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:45.441141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:45.441230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:45.441262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:45.561868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:45.562026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:45.562063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:45.562092] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:45.565392] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=22.93%)
[2025-12-16T20:21:45.565679] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-16T20:21:45.565802] [INFO ] [sig       ] F: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:45.704265] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/F.txt
[2025-12-16T20:21:45.704400] [INFO ] [sig       ] [1180/3585] Completed F in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-16T20:21:45.704448] [INFO ] [sig       ] [1181/3585] Forecasting FA...
[2025-12-16T20:21:45.704480] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-16T20:21:45.704513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-16T20:21:45.715890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-16T20:21:45.716202] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-16T20:21:45.716959] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-16T20:21:45.717011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:45.717042] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:45.717069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:45.717124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:45.775332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:45.776127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:45.776210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:45.776243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:45.910006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:45.910158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:45.910199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:45.910227] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:45.914523] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: DOWN (p=25.49%)
[2025-12-16T20:21:45.914854] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-16T20:21:45.914989] [INFO ] [sig       ] FA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:46.064203] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FA.txt
[2025-12-16T20:21:46.064384] [INFO ] [sig       ] [1181/3585] Completed FA in 0.4s | 2.94 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-16T20:21:46.064445] [INFO ] [sig       ] [1182/3585] Forecasting FAF...
[2025-12-16T20:21:46.064491] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-16T20:21:46.064536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-16T20:21:46.076440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-16T20:21:46.076787] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-16T20:21:46.077625] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-16T20:21:46.077679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:46.077712] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:46.077740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:46.077795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:46.139458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:46.140356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:46.140466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:46.140517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:46.263162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:46.263314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:46.263355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:46.263386] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:46.266862] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=15.07%)
[2025-12-16T20:21:46.267147] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-16T20:21:46.267278] [INFO ] [sig       ] FAF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:46.428681] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FAF.txt
[2025-12-16T20:21:46.428847] [INFO ] [sig       ] [1182/3585] Completed FAF in 0.4s | 2.94 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-16T20:21:46.428896] [INFO ] [sig       ] [1183/3585] Forecasting FALN...
[2025-12-16T20:21:46.428936] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-16T20:21:46.428969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-16T20:21:46.441402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-16T20:21:46.441843] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-16T20:21:46.442796] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-16T20:21:46.442864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:46.442946] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:46.442984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:46.443054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:46.507200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:46.508151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:46.508248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:46.508298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:46.635990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:46.636158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:46.636198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:46.636226] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:46.639810] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: UP (p=54.73%)
[2025-12-16T20:21:46.640092] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-16T20:21:46.640218] [INFO ] [sig       ] FALN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:46.789241] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FALN.txt
[2025-12-16T20:21:46.789391] [INFO ] [sig       ] [1183/3585] Completed FALN in 0.4s | 2.94 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-16T20:21:46.789431] [INFO ] [sig       ] [1184/3585] Forecasting FANG...
[2025-12-16T20:21:46.789460] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-16T20:21:46.789491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-16T20:21:46.803913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-16T20:21:46.804160] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-16T20:21:46.804908] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-16T20:21:46.804960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:46.804991] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:46.805017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:46.805073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:46.860942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:46.861512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:46.861604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:46.861638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:46.978772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:46.978864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:46.978900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:46.978927] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:46.981973] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: UP (p=94.09%)
[2025-12-16T20:21:46.982227] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-16T20:21:46.982344] [INFO ] [sig       ] FANG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:47.119103] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FANG.txt
[2025-12-16T20:21:47.119226] [INFO ] [sig       ] [1184/3585] Completed FANG in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-16T20:21:47.119262] [INFO ] [sig       ] [1185/3585] Forecasting FARM...
[2025-12-16T20:21:47.119473] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-16T20:21:47.119503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-16T20:21:47.133937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-16T20:21:47.134231] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-16T20:21:47.134974] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-16T20:21:47.135025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:47.135062] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:47.135089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:47.135144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:47.191235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:47.191831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:47.191907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:47.191939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:47.310998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:47.311087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:47.311121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:47.311147] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:47.314163] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: UP (p=82.96%)
[2025-12-16T20:21:47.314417] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-16T20:21:47.314534] [INFO ] [sig       ] FARM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:47.452825] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FARM.txt
[2025-12-16T20:21:47.452926] [INFO ] [sig       ] [1185/3585] Completed FARM in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-16T20:21:47.452963] [INFO ] [sig       ] [1186/3585] Forecasting FBIN...
[2025-12-16T20:21:47.452991] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-16T20:21:47.453020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-16T20:21:47.464204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-16T20:21:47.464450] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-16T20:21:47.465212] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-16T20:21:47.465264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:47.465296] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:47.465322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:47.465376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:47.521836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:47.522411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:47.522487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:47.522518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:47.645978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:47.646144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:47.646187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:47.646255] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:47.650056] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=55.21%)
[2025-12-16T20:21:47.650429] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-16T20:21:47.650600] [INFO ] [sig       ] FBIN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:47.794260] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FBIN.txt
[2025-12-16T20:21:47.794442] [INFO ] [sig       ] [1186/3585] Completed FBIN in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-16T20:21:47.794484] [INFO ] [sig       ] [1187/3585] Forecasting FBIO...
[2025-12-16T20:21:47.794514] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-16T20:21:47.794544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-16T20:21:47.810777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-16T20:21:47.811284] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-16T20:21:47.812494] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-16T20:21:47.812605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:47.812664] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:47.812713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:47.812808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:47.873977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:47.874880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:47.874963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:47.874996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:47.996547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:47.996720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:47.996760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:47.996788] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:48.000152] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=5.22%)
[2025-12-16T20:21:48.000421] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-16T20:21:48.000544] [INFO ] [sig       ] FBIO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:48.138677] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FBIO.txt
[2025-12-16T20:21:48.138840] [INFO ] [sig       ] [1187/3585] Completed FBIO in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-16T20:21:48.138879] [INFO ] [sig       ] [1188/3585] Forecasting FBIZ...
[2025-12-16T20:21:48.138911] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-16T20:21:48.138940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-16T20:21:48.150561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-16T20:21:48.150981] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-16T20:21:48.151790] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-16T20:21:48.151842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:48.151874] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:48.151900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:48.151956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:48.208277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:48.209190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:48.209297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:48.209330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:48.330949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:48.331108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:48.331147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:48.331176] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:48.334482] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-12-16T20:21:48.334766] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-16T20:21:48.334888] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:48.474204] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FBIZ.txt
[2025-12-16T20:21:48.474359] [INFO ] [sig       ] [1188/3585] Completed FBIZ in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-16T20:21:48.474400] [INFO ] [sig       ] [1189/3585] Forecasting FBK...
[2025-12-16T20:21:48.474430] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-16T20:21:48.474461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-16T20:21:48.486065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-16T20:21:48.486453] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-16T20:21:48.487318] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-16T20:21:48.487379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:48.487412] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:48.487438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:48.487494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:48.544425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:48.545291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:48.545380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:48.545413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:48.665000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:48.665167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:48.665205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:48.665234] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:48.668607] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=41.04%)
[2025-12-16T20:21:48.668893] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-16T20:21:48.669020] [INFO ] [sig       ] FBK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:48.810485] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FBK.txt
[2025-12-16T20:21:48.810655] [INFO ] [sig       ] [1189/3585] Completed FBK in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-16T20:21:48.810696] [INFO ] [sig       ] [1190/3585] Forecasting FBL...
[2025-12-16T20:21:48.810727] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-16T20:21:48.810756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-16T20:21:48.822230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-16T20:21:48.822617] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-16T20:21:48.823406] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-16T20:21:48.823458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:48.823490] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:48.823516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:48.823597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:48.880360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:48.881233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:48.881318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:48.881352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:49.000640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:49.000798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:49.000837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:49.000864] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:49.004230] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2025-12-16T20:21:49.004503] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-16T20:21:49.004646] [INFO ] [sig       ] FBL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:49.151961] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FBL.txt
[2025-12-16T20:21:49.152119] [INFO ] [sig       ] [1190/3585] Completed FBL in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-16T20:21:49.152178] [INFO ] [sig       ] [1191/3585] Forecasting FBNC...
[2025-12-16T20:21:49.152210] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-16T20:21:49.152242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-16T20:21:49.163917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-16T20:21:49.164307] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-16T20:21:49.165079] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-16T20:21:49.165130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:49.165162] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:49.165188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:49.165250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:49.223540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:49.224379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:49.224466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:49.224500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:49.342118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:49.342275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:49.342313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:49.342342] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:49.346048] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: UP (p=56.96%)
[2025-12-16T20:21:49.346326] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-16T20:21:49.346452] [INFO ] [sig       ] FBNC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:49.490468] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FBNC.txt
[2025-12-16T20:21:49.490644] [INFO ] [sig       ] [1191/3585] Completed FBNC in 0.3s | 2.94 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-16T20:21:49.490690] [INFO ] [sig       ] [1192/3585] Forecasting FBP...
[2025-12-16T20:21:49.490721] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-16T20:21:49.490753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-16T20:21:49.502538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-16T20:21:49.502848] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-16T20:21:49.503625] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-16T20:21:49.503678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:49.503710] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:49.503737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:49.503793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:49.562379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:49.563259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:49.563342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:49.563376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:49.684852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:49.685009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:49.685059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:49.685098] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:49.689072] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-12-16T20:21:49.689631] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-16T20:21:49.689764] [INFO ] [sig       ] FBP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:49.833425] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FBP.txt
[2025-12-16T20:21:49.833596] [INFO ] [sig       ] [1192/3585] Completed FBP in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-16T20:21:49.833639] [INFO ] [sig       ] [1193/3585] Forecasting FC...
[2025-12-16T20:21:49.833672] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-16T20:21:49.833703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-16T20:21:49.846190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-16T20:21:49.846589] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-16T20:21:49.847435] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-16T20:21:49.847488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:49.847522] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:49.847550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:49.847632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:49.905890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:49.906727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:49.906842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:49.906877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:50.032621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:50.032775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:50.032815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:50.032847] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:50.036264] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=72.81%)
[2025-12-16T20:21:50.036551] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-16T20:21:50.036704] [INFO ] [sig       ] FC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:50.178025] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FC.txt
[2025-12-16T20:21:50.178178] [INFO ] [sig       ] [1193/3585] Completed FC in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-16T20:21:50.178218] [INFO ] [sig       ] [1194/3585] Forecasting FCAL...
[2025-12-16T20:21:50.178247] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-16T20:21:50.178277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-16T20:21:50.190323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-16T20:21:50.190754] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-16T20:21:50.191615] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-16T20:21:50.191670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:50.191704] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:50.191731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:50.191789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:50.249437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:50.250278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:50.250366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:50.250399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:50.356358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:50.356514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:50.356585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:50.356618] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:50.359936] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: DOWN (p=6.84%)
[2025-12-16T20:21:50.360203] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-16T20:21:50.360324] [INFO ] [sig       ] FCAL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:50.500697] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FCAL.txt
[2025-12-16T20:21:50.500848] [INFO ] [sig       ] [1194/3585] Completed FCAL in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-16T20:21:50.500888] [INFO ] [sig       ] [1195/3585] Forecasting FCBC...
[2025-12-16T20:21:50.500917] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-16T20:21:50.500947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-16T20:21:50.516492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-16T20:21:50.516854] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-16T20:21:50.517614] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-16T20:21:50.517674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:50.517709] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:50.517736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:50.517793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:50.575836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:50.576686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:50.576773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:50.576807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:50.697044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:50.697207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:50.697247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:50.697277] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:50.700692] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: UP (p=91.57%)
[2025-12-16T20:21:50.700968] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-16T20:21:50.701099] [INFO ] [sig       ] FCBC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:50.841870] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FCBC.txt
[2025-12-16T20:21:50.842035] [INFO ] [sig       ] [1195/3585] Completed FCBC in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-16T20:21:50.842084] [INFO ] [sig       ] [1196/3585] Forecasting FCCO...
[2025-12-16T20:21:50.842121] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-16T20:21:50.842158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-16T20:21:50.854364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-16T20:21:50.854788] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-16T20:21:50.855786] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-16T20:21:50.855842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:50.855877] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:50.855905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:50.855963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:50.914227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:50.915131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:50.915216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:50.915251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:51.033821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:51.033967] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:21:51.034004] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:51.034033] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:51.037289] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: UP (p=57.35%)
[2025-12-16T20:21:51.037549] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-16T20:21:51.037685] [INFO ] [sig       ] FCCO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:51.176861] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FCCO.txt
[2025-12-16T20:21:51.177042] [INFO ] [sig       ] [1196/3585] Completed FCCO in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-16T20:21:51.177097] [INFO ] [sig       ] [1197/3585] Forecasting FCEL...
[2025-12-16T20:21:51.177137] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-16T20:21:51.177179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-16T20:21:51.188518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-16T20:21:51.188832] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-16T20:21:51.189676] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-16T20:21:51.189728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:51.189759] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:51.189785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:51.189840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:51.246194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:51.246837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:51.246916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:51.246950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:51.361828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:51.361972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:51.362011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:51.362040] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:51.365357] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: DOWN (p=13.92%)
[2025-12-16T20:21:51.365635] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-16T20:21:51.365755] [INFO ] [sig       ] FCEL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:51.504715] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FCEL.txt
[2025-12-16T20:21:51.504844] [INFO ] [sig       ] [1197/3585] Completed FCEL in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-16T20:21:51.504884] [INFO ] [sig       ] [1198/3585] Forecasting FCF...
[2025-12-16T20:21:51.504913] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-16T20:21:51.504943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-16T20:21:51.516519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-16T20:21:51.516828] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-16T20:21:51.517641] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-16T20:21:51.517693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:51.517736] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:51.517766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:51.517823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:51.575200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:51.575919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:51.576000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:51.576034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:51.696908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:51.697060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:51.697098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:51.697126] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:51.700482] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: UP (p=92.78%)
[2025-12-16T20:21:51.700760] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-16T20:21:51.700881] [INFO ] [sig       ] FCF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:51.841551] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FCF.txt
[2025-12-16T20:21:51.841694] [INFO ] [sig       ] [1198/3585] Completed FCF in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-16T20:21:51.841733] [INFO ] [sig       ] [1199/3585] Forecasting FCFS...
[2025-12-16T20:21:51.841762] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-16T20:21:51.841791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-16T20:21:51.852908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-16T20:21:51.853245] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-16T20:21:51.854259] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-16T20:21:51.854313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:51.854346] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:51.854374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:51.854431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:51.912243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:51.912942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:51.913020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:51.913053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:52.032899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:52.033047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:52.033085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:52.033117] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:52.036426] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2025-12-16T20:21:52.036709] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-16T20:21:52.036829] [INFO ] [sig       ] FCFS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:52.173522] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FCFS.txt
[2025-12-16T20:21:52.173663] [INFO ] [sig       ] [1199/3585] Completed FCFS in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-16T20:21:52.173703] [INFO ] [sig       ] [1200/3585] Forecasting FCN...
[2025-12-16T20:21:52.173732] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-16T20:21:52.173762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-16T20:21:52.185304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-16T20:21:52.185686] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-16T20:21:52.186448] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-16T20:21:52.186500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:52.186561] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:52.186621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:52.186699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:52.243885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:52.244702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:52.244784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:52.244818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:52.360669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:52.360815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:52.360852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:52.360880] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:52.364144] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=28.01%)
[2025-12-16T20:21:52.364410] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-16T20:21:52.364527] [INFO ] [sig       ] FCN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:52.501512] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FCN.txt
[2025-12-16T20:21:52.501693] [INFO ] [sig       ] [1200/3585] Completed FCN in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-16T20:21:52.501735] [INFO ] [sig       ] [1201/3585] Forecasting FCNCA...
[2025-12-16T20:21:52.501766] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-16T20:21:52.501796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-16T20:21:52.514591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-16T20:21:52.515023] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-16T20:21:52.515957] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-16T20:21:52.516019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:52.516061] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:52.516105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:52.516176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:52.581846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:52.582903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:52.583021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:52.583063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:52.704235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:52.704384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:52.704423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:52.704450] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:52.707763] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2025-12-16T20:21:52.708030] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-16T20:21:52.708150] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:52.850769] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FCNCA.txt
[2025-12-16T20:21:52.850932] [INFO ] [sig       ] [1201/3585] Completed FCNCA in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-16T20:21:52.850971] [INFO ] [sig       ] [1202/3585] Forecasting FCNCO...
[2025-12-16T20:21:52.851005] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-16T20:21:52.851036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-16T20:21:52.863121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-16T20:21:52.863490] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-16T20:21:52.864278] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-16T20:21:52.864329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:52.864361] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:52.864387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:52.864442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:52.920760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:52.921683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:52.921766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:52.921798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:53.023311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:53.023462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:53.023498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:53.023526] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:53.026819] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2025-12-16T20:21:53.027079] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-16T20:21:53.027197] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:53.165875] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FCNCO.txt
[2025-12-16T20:21:53.166018] [INFO ] [sig       ] [1202/3585] Completed FCNCO in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-16T20:21:53.166058] [INFO ] [sig       ] [1203/3585] Forecasting FCNCP...
[2025-12-16T20:21:53.166087] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-16T20:21:53.166117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-16T20:21:53.177980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-16T20:21:53.178340] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-16T20:21:53.179105] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-16T20:21:53.179182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:53.179215] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:53.179242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:53.179297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:53.238211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:53.239025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:53.239109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:53.239166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:53.342315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:53.342467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:53.342507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:53.342569] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:53.345970] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=70.21%)
[2025-12-16T20:21:53.346234] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-16T20:21:53.346364] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:53.484796] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FCNCP.txt
[2025-12-16T20:21:53.484926] [INFO ] [sig       ] [1203/3585] Completed FCNCP in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-16T20:21:53.484965] [INFO ] [sig       ] [1204/3585] Forecasting FCTE...
[2025-12-16T20:21:53.484994] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-16T20:21:53.485025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-16T20:21:53.496889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-16T20:21:53.497221] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-16T20:21:53.498011] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-16T20:21:53.498063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:53.498095] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:53.498122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:53.498182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:53.553947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:53.554804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:53.554889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:53.554921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:53.674659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:53.674817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:53.674855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:53.674882] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:53.678219] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: UP (p=94.90%)
[2025-12-16T20:21:53.678501] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-16T20:21:53.678649] [INFO ] [sig       ] FCTE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:53.815774] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FCTE.txt
[2025-12-16T20:21:53.815919] [INFO ] [sig       ] [1204/3585] Completed FCTE in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-16T20:21:53.815958] [INFO ] [sig       ] [1205/3585] Forecasting FCX...
[2025-12-16T20:21:53.815988] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-16T20:21:53.816018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-16T20:21:53.827365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-12-16T20:21:53.827738] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-16T20:21:53.828493] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-16T20:21:53.828543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:53.828599] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:53.828628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:53.828685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:53.884039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:53.884792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:53.884872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:53.884904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:54.012309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:54.012466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:54.012504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:54.012549] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:54.016250] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: DOWN (p=16.49%)
[2025-12-16T20:21:54.016748] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-16T20:21:54.016879] [INFO ] [sig       ] FCX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:54.158641] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FCX.txt
[2025-12-16T20:21:54.158806] [INFO ] [sig       ] [1205/3585] Completed FCX in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-16T20:21:54.158849] [INFO ] [sig       ] [1206/3585] Forecasting FDBC...
[2025-12-16T20:21:54.158878] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-16T20:21:54.158909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-16T20:21:54.169158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-16T20:21:54.169482] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-16T20:21:54.170243] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-16T20:21:54.170295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:54.170326] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:54.170352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:54.170406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:54.227975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:54.228837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:54.228921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:54.228953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:54.328234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:54.328385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:54.328425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:54.328453] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:54.331848] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-12-16T20:21:54.332114] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-16T20:21:54.332240] [INFO ] [sig       ] FDBC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:54.469946] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FDBC.txt
[2025-12-16T20:21:54.470090] [INFO ] [sig       ] [1206/3585] Completed FDBC in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-16T20:21:54.470130] [INFO ] [sig       ] [1207/3585] Forecasting FDIF...
[2025-12-16T20:21:54.470160] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-16T20:21:54.470190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-16T20:21:54.481680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-16T20:21:54.482030] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-16T20:21:54.482799] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-16T20:21:54.482850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:54.482882] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:54.482908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:54.482963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:54.538467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:54.539178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:54.539284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:54.539317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:54.641885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:54.642037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:54.642075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:54.642103] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:54.645779] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2025-12-16T20:21:54.646037] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-16T20:21:54.646158] [INFO ] [sig       ] FDIF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:54.786700] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FDIF.txt
[2025-12-16T20:21:54.786863] [INFO ] [sig       ] [1207/3585] Completed FDIF in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-16T20:21:54.786904] [INFO ] [sig       ] [1208/3585] Forecasting FDIG...
[2025-12-16T20:21:54.786933] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-12-16T20:21:54.786963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-12-16T20:21:54.799082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-12-16T20:21:54.799689] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-12-16T20:21:54.800711] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-12-16T20:21:54.800762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:54.800794] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:54.800820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:54.800874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:54.859866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:54.860733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:54.860814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:54.860846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:54.984591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:54.984756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:54.984799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:54.984827] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:54.988171] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: DOWN (p=26.59%)
[2025-12-16T20:21:54.988453] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-12-16T20:21:54.988600] [INFO ] [sig       ] FDIG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:55.127929] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FDIG.txt
[2025-12-16T20:21:55.128079] [INFO ] [sig       ] [1208/3585] Completed FDIG in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-16T20:21:55.128124] [INFO ] [sig       ] [1209/3585] Forecasting FDP...
[2025-12-16T20:21:55.128162] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-16T20:21:55.128198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-16T20:21:55.139623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-16T20:21:55.139929] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-16T20:21:55.140723] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-16T20:21:55.140775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:55.140805] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:55.140841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:55.140897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:55.196221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:55.196941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:55.197022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:55.197055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:55.317770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:55.317923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:55.317962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:55.317991] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:55.321365] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2025-12-16T20:21:55.321646] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-16T20:21:55.321767] [INFO ] [sig       ] FDP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:55.458804] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FDP.txt
[2025-12-16T20:21:55.458940] [INFO ] [sig       ] [1209/3585] Completed FDP in 0.3s | 2.94 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-16T20:21:55.458979] [INFO ] [sig       ] [1210/3585] Forecasting FDS...
[2025-12-16T20:21:55.459009] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-16T20:21:55.459038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-16T20:21:55.471045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-16T20:21:55.471401] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-16T20:21:55.472178] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-16T20:21:55.472229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:55.472259] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:55.472286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:55.472341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:55.529235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:55.530122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:55.530262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:55.530305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:55.649554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:55.649725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:55.649764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:55.649793] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:55.653138] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=42.42%)
[2025-12-16T20:21:55.653413] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-16T20:21:55.653536] [INFO ] [sig       ] FDS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:55.797044] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FDS.txt
[2025-12-16T20:21:55.797209] [INFO ] [sig       ] [1210/3585] Completed FDS in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-16T20:21:55.797258] [INFO ] [sig       ] [1211/3585] Forecasting FDTX...
[2025-12-16T20:21:55.797297] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-16T20:21:55.797335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-16T20:21:55.808678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-16T20:21:55.809062] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-16T20:21:55.809903] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-16T20:21:55.809955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:55.809988] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:55.810015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:55.810072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:55.867017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:55.867873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:55.867955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:55.867990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:55.986744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:55.986895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:55.986933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:55.986961] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:55.990261] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=51.07%)
[2025-12-16T20:21:55.990529] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-16T20:21:55.990670] [INFO ] [sig       ] FDTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:56.128069] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FDTX.txt
[2025-12-16T20:21:56.128218] [INFO ] [sig       ] [1211/3585] Completed FDTX in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-16T20:21:56.128257] [INFO ] [sig       ] [1212/3585] Forecasting FDUS...
[2025-12-16T20:21:56.128287] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-16T20:21:56.128317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-16T20:21:56.139739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-16T20:21:56.140051] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-16T20:21:56.140849] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-16T20:21:56.140900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:56.140931] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:56.140957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:56.141011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:56.199561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:56.200414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:56.200494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:56.200526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:56.323461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:56.323626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:56.323673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:56.323703] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:56.327045] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-12-16T20:21:56.327314] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-16T20:21:56.327438] [INFO ] [sig       ] FDUS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:56.465477] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FDUS.txt
[2025-12-16T20:21:56.465645] [INFO ] [sig       ] [1212/3585] Completed FDUS in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-16T20:21:56.465686] [INFO ] [sig       ] [1213/3585] Forecasting FDX...
[2025-12-16T20:21:56.465716] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-16T20:21:56.465752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-16T20:21:56.477057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-16T20:21:56.477349] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-16T20:21:56.478111] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-16T20:21:56.478167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:56.478205] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:56.478238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:56.478306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:56.533481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:56.534296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:56.534375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:56.534407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:56.664073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:56.664245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:56.664296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:56.664336] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:56.667773] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-16T20:21:56.668044] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-16T20:21:56.668173] [INFO ] [sig       ] FDX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:56.812687] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FDX.txt
[2025-12-16T20:21:56.812908] [INFO ] [sig       ] [1213/3585] Completed FDX in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-16T20:21:56.812961] [INFO ] [sig       ] [1214/3585] Forecasting FE...
[2025-12-16T20:21:56.812992] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-16T20:21:56.813024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-16T20:21:56.824478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-16T20:21:56.824850] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-16T20:21:56.825708] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-16T20:21:56.825770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:56.825806] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:56.825833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:56.825892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:56.885935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:56.887082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:56.887186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:56.887224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:57.021161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:57.021327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:57.021374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:57.021406] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:57.025124] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=55.69%)
[2025-12-16T20:21:57.025453] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-16T20:21:57.025604] [INFO ] [sig       ] FE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:57.172124] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FE.txt
[2025-12-16T20:21:57.172289] [INFO ] [sig       ] [1214/3585] Completed FE in 0.4s | 2.94 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-16T20:21:57.172331] [INFO ] [sig       ] [1215/3585] Forecasting FEIM...
[2025-12-16T20:21:57.172362] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-16T20:21:57.172394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-16T20:21:57.184212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-16T20:21:57.184603] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-16T20:21:57.185398] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-16T20:21:57.185451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:57.185484] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:57.185512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:57.185568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:57.247283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:57.248176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:57.248278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:57.248313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:57.368688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:57.368843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:57.368885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:57.368913] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:57.372363] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: DOWN (p=24.32%)
[2025-12-16T20:21:57.372657] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-16T20:21:57.372785] [INFO ] [sig       ] FEIM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:57.514535] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FEIM.txt
[2025-12-16T20:21:57.514704] [INFO ] [sig       ] [1215/3585] Completed FEIM in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-16T20:21:57.514745] [INFO ] [sig       ] [1216/3585] Forecasting FELE...
[2025-12-16T20:21:57.514776] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-16T20:21:57.514808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-16T20:21:57.526340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-16T20:21:57.526665] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-16T20:21:57.527409] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-16T20:21:57.527460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:57.527491] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:57.527517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:57.527594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:57.583551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:57.584347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:57.584426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:57.584458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:57.705816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:57.705966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:57.706004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:57.706032] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:57.709388] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: DOWN (p=12.35%)
[2025-12-16T20:21:57.709666] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-16T20:21:57.709786] [INFO ] [sig       ] FELE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:57.847957] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FELE.txt
[2025-12-16T20:21:57.848086] [INFO ] [sig       ] [1216/3585] Completed FELE in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-16T20:21:57.848126] [INFO ] [sig       ] [1217/3585] Forecasting FEM...
[2025-12-16T20:21:57.848156] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-16T20:21:57.848186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-16T20:21:57.859430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-16T20:21:57.859724] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-16T20:21:57.860463] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-16T20:21:57.860514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:57.860570] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:57.860618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:57.860675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:57.916960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:57.917605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:57.917682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:57.917713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:58.036169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:58.036322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:58.036361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:58.036388] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:58.039692] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: DOWN (p=32.55%)
[2025-12-16T20:21:58.039956] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-16T20:21:58.040075] [INFO ] [sig       ] FEM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:58.180459] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FEM.txt
[2025-12-16T20:21:58.180605] [INFO ] [sig       ] [1217/3585] Completed FEM in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-16T20:21:58.180647] [INFO ] [sig       ] [1218/3585] Forecasting FEMB...
[2025-12-16T20:21:58.180676] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-16T20:21:58.180705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-16T20:21:58.191907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-16T20:21:58.192165] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-16T20:21:58.192919] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-16T20:21:58.192970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:58.193001] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:58.193027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:58.193082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:58.256488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:58.257301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:58.257382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:58.257415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:58.377398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:58.377537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:58.377590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:58.377621] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:58.380946] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: UP (p=55.31%)
[2025-12-16T20:21:58.381206] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-16T20:21:58.381327] [INFO ] [sig       ] FEMB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:58.519296] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FEMB.txt
[2025-12-16T20:21:58.519430] [INFO ] [sig       ] [1218/3585] Completed FEMB in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-16T20:21:58.519468] [INFO ] [sig       ] [1219/3585] Forecasting FEMS...
[2025-12-16T20:21:58.519497] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-16T20:21:58.519525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-16T20:21:58.530815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-16T20:21:58.531140] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-16T20:21:58.531942] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-16T20:21:58.531993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:58.532027] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:58.532055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:58.532110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:58.588244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:58.588902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:58.588979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:58.589011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:58.708534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:58.708711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:58.708750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:58.708777] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:58.712217] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: UP (p=96.34%)
[2025-12-16T20:21:58.712483] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-16T20:21:58.712623] [INFO ] [sig       ] FEMS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:58.853295] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FEMS.txt
[2025-12-16T20:21:58.853428] [INFO ] [sig       ] [1219/3585] Completed FEMS in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-16T20:21:58.853468] [INFO ] [sig       ] [1220/3585] Forecasting FEP...
[2025-12-16T20:21:58.853497] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-16T20:21:58.853529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-16T20:21:58.865654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-16T20:21:58.865992] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-16T20:21:58.866775] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-16T20:21:58.866827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:58.866859] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:58.866887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:58.866954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:58.924105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:58.924940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:58.925027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:58.925059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:59.040007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:59.040158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:59.040200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:59.040271] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:59.043682] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: DOWN (p=31.18%)
[2025-12-16T20:21:59.043951] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-16T20:21:59.044075] [INFO ] [sig       ] FEP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:21:59.183814] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FEP.txt
[2025-12-16T20:21:59.183957] [INFO ] [sig       ] [1220/3585] Completed FEP in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-16T20:21:59.183996] [INFO ] [sig       ] [1221/3585] Forecasting FEPI...
[2025-12-16T20:21:59.184025] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-16T20:21:59.184055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-16T20:21:59.195163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-16T20:21:59.195459] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-16T20:21:59.196307] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-16T20:21:59.196359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:59.196390] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:59.196416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:59.196472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:59.254268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:59.255121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:59.255205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:59.255238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:59.373282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:59.373455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:59.373505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:59.373545] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:59.377205] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: UP (p=51.48%)
[2025-12-16T20:21:59.377487] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-16T20:21:59.377632] [INFO ] [sig       ] FEPI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:59.517407] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FEPI.txt
[2025-12-16T20:21:59.517544] [INFO ] [sig       ] [1221/3585] Completed FEPI in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-16T20:21:59.517604] [INFO ] [sig       ] [1222/3585] Forecasting FERG...
[2025-12-16T20:21:59.517636] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-16T20:21:59.517666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-16T20:21:59.531386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-16T20:21:59.531728] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-16T20:21:59.532467] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-16T20:21:59.532529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:59.532561] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:59.532609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:59.532666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:59.592662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:59.593500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:59.593598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:59.593632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:21:59.719290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:21:59.719441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:21:59.719481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:21:59.719510] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:21:59.722955] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=54.46%)
[2025-12-16T20:21:59.723222] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-16T20:21:59.723346] [INFO ] [sig       ] FERG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:21:59.861709] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FERG.txt
[2025-12-16T20:21:59.861842] [INFO ] [sig       ] [1222/3585] Completed FERG in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-16T20:21:59.861881] [INFO ] [sig       ] [1223/3585] Forecasting FEX...
[2025-12-16T20:21:59.861911] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-16T20:21:59.861941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-16T20:21:59.873149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-16T20:21:59.873408] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-16T20:21:59.874155] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-16T20:21:59.874205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:21:59.874236] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:21:59.874262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:21:59.874317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:21:59.932788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:21:59.933790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:21:59.933870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:21:59.933903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:00.045042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:00.045197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:00.045235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:00.045271] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:00.049384] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-12-16T20:22:00.049876] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-16T20:22:00.050008] [INFO ] [sig       ] FEX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:00.195789] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FEX.txt
[2025-12-16T20:22:00.195922] [INFO ] [sig       ] [1223/3585] Completed FEX in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-16T20:22:00.195963] [INFO ] [sig       ] [1224/3585] Forecasting FF...
[2025-12-16T20:22:00.195993] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-16T20:22:00.196022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-16T20:22:00.207215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-16T20:22:00.207511] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-16T20:22:00.208298] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-16T20:22:00.208350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:00.208383] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:00.208415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:00.208488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:00.268597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:00.269402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:00.269508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:00.269544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:00.396114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:00.396260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:00.396299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:00.396327] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:00.399706] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: UP (p=79.53%)
[2025-12-16T20:22:00.399971] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-16T20:22:00.400092] [INFO ] [sig       ] FF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:00.547056] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FF.txt
[2025-12-16T20:22:00.547208] [INFO ] [sig       ] [1224/3585] Completed FF in 0.4s | 2.94 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-16T20:22:00.547248] [INFO ] [sig       ] [1225/3585] Forecasting FFA...
[2025-12-16T20:22:00.547279] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-16T20:22:00.547311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-16T20:22:00.559054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-16T20:22:00.559486] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-16T20:22:00.560377] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-16T20:22:00.560431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:00.560464] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:00.560491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:00.560546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:00.622791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:00.623638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:00.623722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:00.623757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:00.739734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:00.739895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:00.739936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:00.739965] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:00.743380] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: DOWN (p=30.48%)
[2025-12-16T20:22:00.743683] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-16T20:22:00.743809] [INFO ] [sig       ] FFA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:00.882204] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FFA.txt
[2025-12-16T20:22:00.882353] [INFO ] [sig       ] [1225/3585] Completed FFA in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-16T20:22:00.882399] [INFO ] [sig       ] [1226/3585] Forecasting FFBC...
[2025-12-16T20:22:00.882429] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-16T20:22:00.882460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-16T20:22:00.893531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-16T20:22:00.893810] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-16T20:22:00.894547] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-16T20:22:00.894622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:00.894657] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:00.894684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:00.894739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:00.951711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:00.952552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:00.952655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:00.952689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:01.069909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:01.070054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:01.070092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:01.070120] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:01.073440] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-16T20:22:01.073723] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-16T20:22:01.073845] [INFO ] [sig       ] FFBC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:01.211305] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FFBC.txt
[2025-12-16T20:22:01.211448] [INFO ] [sig       ] [1226/3585] Completed FFBC in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-16T20:22:01.211488] [INFO ] [sig       ] [1227/3585] Forecasting FFC...
[2025-12-16T20:22:01.211517] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-16T20:22:01.211547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-16T20:22:01.223167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-16T20:22:01.223504] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-16T20:22:01.224258] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-16T20:22:01.224309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:01.224340] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:01.224368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:01.224423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:01.281547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:01.282376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:01.282489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:01.282524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:01.405082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:01.405254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:01.405301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:01.405346] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:01.408776] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: UP (p=56.02%)
[2025-12-16T20:22:01.409048] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-16T20:22:01.409205] [INFO ] [sig       ] FFC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:01.548510] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FFC.txt
[2025-12-16T20:22:01.548665] [INFO ] [sig       ] [1227/3585] Completed FFC in 0.3s | 2.94 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-16T20:22:01.548707] [INFO ] [sig       ] [1228/3585] Forecasting FFIC...
[2025-12-16T20:22:01.548737] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-16T20:22:01.548767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-16T20:22:01.560626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-16T20:22:01.560941] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-16T20:22:01.561724] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-16T20:22:01.561775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:01.561806] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:01.561834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:01.561890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:01.620133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:01.621031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:01.621111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:01.621145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:01.743612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:01.743761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:01.743801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:01.743830] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:01.747220] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: UP (p=64.58%)
[2025-12-16T20:22:01.747524] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-16T20:22:01.747666] [INFO ] [sig       ] FFIC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:01.914042] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FFIC.txt
[2025-12-16T20:22:01.914201] [INFO ] [sig       ] [1228/3585] Completed FFIC in 0.4s | 2.94 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-16T20:22:01.914244] [INFO ] [sig       ] [1229/3585] Forecasting FFIN...
[2025-12-16T20:22:01.914274] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-16T20:22:01.914304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-16T20:22:01.926102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-16T20:22:01.926683] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-16T20:22:01.927517] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-16T20:22:01.927591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:01.927645] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:01.927674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:01.927731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:01.996162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:01.997023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:01.997108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:01.997142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:02.117634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:02.117782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:02.117838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:02.117868] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:02.121175] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2025-12-16T20:22:02.121443] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-16T20:22:02.121564] [INFO ] [sig       ] FFIN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:02.262037] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FFIN.txt
[2025-12-16T20:22:02.262169] [INFO ] [sig       ] [1229/3585] Completed FFIN in 0.3s | 2.94 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-16T20:22:02.262210] [INFO ] [sig       ] [1230/3585] Forecasting FFWM...
[2025-12-16T20:22:02.262238] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-16T20:22:02.262267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-16T20:22:02.273035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-16T20:22:02.273310] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-16T20:22:02.274080] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-16T20:22:02.274132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:02.274164] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:02.274191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:02.274247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:02.330921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:02.331808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:02.331889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:02.331921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:02.451402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:02.451555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:02.451613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:02.451646] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:02.455043] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: UP (p=59.19%)
[2025-12-16T20:22:02.455325] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-16T20:22:02.455476] [INFO ] [sig       ] FFWM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:02.610054] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FFWM.txt
[2025-12-16T20:22:02.610205] [INFO ] [sig       ] [1230/3585] Completed FFWM in 0.3s | 2.94 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-16T20:22:02.610245] [INFO ] [sig       ] [1231/3585] Forecasting FG...
[2025-12-16T20:22:02.610275] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-16T20:22:02.610305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-16T20:22:02.623231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-16T20:22:02.623764] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-16T20:22:02.624703] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-16T20:22:02.624767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:02.624805] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:02.624843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:02.624913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:02.692658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:02.693545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:02.693648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:02.693682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:02.827220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:02.827380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:02.827419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:02.827449] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:02.831519] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=19.17%)
[2025-12-16T20:22:02.831936] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-16T20:22:02.832121] [INFO ] [sig       ] FG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:02.978798] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FG.txt
[2025-12-16T20:22:02.978956] [INFO ] [sig       ] [1231/3585] Completed FG in 0.4s | 2.94 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-16T20:22:02.978998] [INFO ] [sig       ] [1232/3585] Forecasting FGEN...
[2025-12-16T20:22:02.979029] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-16T20:22:02.979060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-16T20:22:02.990317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-16T20:22:02.990707] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-16T20:22:02.991481] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-16T20:22:02.991533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:02.991565] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:02.991615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:02.991675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:03.046878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:03.047749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:03.047836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:03.047869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:03.169038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:03.169215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:03.169257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:03.169287] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:03.172728] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: UP (p=93.39%)
[2025-12-16T20:22:03.173009] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-16T20:22:03.173136] [INFO ] [sig       ] FGEN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:03.310114] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FGEN.txt
[2025-12-16T20:22:03.310255] [INFO ] [sig       ] [1232/3585] Completed FGEN in 0.3s | 2.94 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-16T20:22:03.310294] [INFO ] [sig       ] [1233/3585] Forecasting FHB...
[2025-12-16T20:22:03.310323] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-16T20:22:03.310355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-16T20:22:03.321752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-16T20:22:03.322090] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-16T20:22:03.322895] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-16T20:22:03.322947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:03.322991] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:03.323019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:03.323075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:03.380162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:03.380893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:03.380975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:03.381009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:03.499377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:03.499531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:03.499586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:03.499617] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:03.502957] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-16T20:22:03.503222] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-16T20:22:03.503343] [INFO ] [sig       ] FHB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:03.639610] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FHB.txt
[2025-12-16T20:22:03.639743] [INFO ] [sig       ] [1233/3585] Completed FHB in 0.3s | 2.94 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-16T20:22:03.639783] [INFO ] [sig       ] [1234/3585] Forecasting FHI...
[2025-12-16T20:22:03.639813] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-16T20:22:03.639845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-16T20:22:03.650879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-16T20:22:03.651180] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-16T20:22:03.651952] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-16T20:22:03.652004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:03.652062] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:03.652091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:03.652147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:03.708104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:03.708944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:03.709025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:03.709057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:03.827016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:03.827164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:03.827202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:03.827231] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:03.830595] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=16.56%)
[2025-12-16T20:22:03.830861] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-16T20:22:03.830983] [INFO ] [sig       ] FHI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:03.966891] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FHI.txt
[2025-12-16T20:22:03.967033] [INFO ] [sig       ] [1234/3585] Completed FHI in 0.3s | 2.94 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-16T20:22:03.967075] [INFO ] [sig       ] [1235/3585] Forecasting FHN...
[2025-12-16T20:22:03.967105] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-16T20:22:03.967135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-16T20:22:03.978816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-16T20:22:03.979206] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-16T20:22:03.979976] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-16T20:22:03.980028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:03.980059] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:03.980086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:03.980142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:04.036166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:04.037009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:04.037091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:04.037123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:04.156505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:04.156668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:04.156715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:04.156743] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:04.160070] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: DOWN (p=18.58%)
[2025-12-16T20:22:04.160347] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-16T20:22:04.160472] [INFO ] [sig       ] FHN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:04.300327] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FHN.txt
[2025-12-16T20:22:04.300489] [INFO ] [sig       ] [1235/3585] Completed FHN in 0.3s | 2.94 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-16T20:22:04.300535] [INFO ] [sig       ] [1236/3585] Forecasting FHTX...
[2025-12-16T20:22:04.300565] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-16T20:22:04.300614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-16T20:22:04.313274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-16T20:22:04.313626] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-16T20:22:04.314376] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-16T20:22:04.314428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:04.314460] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:04.314486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:04.314541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:04.371384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:04.372241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:04.372322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:04.372355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:04.493362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:04.493520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:04.493560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:04.493607] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:04.496864] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: UP (p=83.34%)
[2025-12-16T20:22:04.497130] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-16T20:22:04.497251] [INFO ] [sig       ] FHTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:04.636306] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FHTX.txt
[2025-12-16T20:22:04.636454] [INFO ] [sig       ] [1236/3585] Completed FHTX in 0.3s | 2.94 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-16T20:22:04.636495] [INFO ] [sig       ] [1237/3585] Forecasting FIBK...
[2025-12-16T20:22:04.636531] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-16T20:22:04.636563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-16T20:22:04.647984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-16T20:22:04.648352] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-16T20:22:04.649198] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-16T20:22:04.649253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:04.649285] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:04.649311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:04.649368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:04.707412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:04.708288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:04.708379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:04.708414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:04.829798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:04.829962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:04.830012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:04.830082] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:04.834017] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=18.52%)
[2025-12-16T20:22:04.834342] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-16T20:22:04.834494] [INFO ] [sig       ] FIBK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:04.992888] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FIBK.txt
[2025-12-16T20:22:04.993045] [INFO ] [sig       ] [1237/3585] Completed FIBK in 0.4s | 2.94 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-16T20:22:04.993086] [INFO ] [sig       ] [1238/3585] Forecasting FICO...
[2025-12-16T20:22:04.993117] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-16T20:22:04.993149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-16T20:22:05.005858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-16T20:22:05.006337] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-16T20:22:05.007400] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-16T20:22:05.007480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:05.007517] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:05.007544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:05.007628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:05.071135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:05.072123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:05.072213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:05.072247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:05.193795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:05.193955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:05.193994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:05.194024] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:05.197392] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-12-16T20:22:05.197683] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-16T20:22:05.197808] [INFO ] [sig       ] FICO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:05.336266] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FICO.txt
[2025-12-16T20:22:05.336409] [INFO ] [sig       ] [1238/3585] Completed FICO in 0.3s | 2.94 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-16T20:22:05.336447] [INFO ] [sig       ] [1239/3585] Forecasting FICS...
[2025-12-16T20:22:05.336477] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-16T20:22:05.336508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-16T20:22:05.349127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-16T20:22:05.349561] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-16T20:22:05.350451] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-16T20:22:05.350518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:05.350558] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:05.350606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:05.350666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:05.415637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:05.416486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:05.416598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:05.416641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:05.537904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:05.538059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:05.538098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:05.538128] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:05.541557] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=44.68%)
[2025-12-16T20:22:05.541853] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-16T20:22:05.541981] [INFO ] [sig       ] FICS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:05.679255] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FICS.txt
[2025-12-16T20:22:05.679397] [INFO ] [sig       ] [1239/3585] Completed FICS in 0.3s | 2.94 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-16T20:22:05.679440] [INFO ] [sig       ] [1240/3585] Forecasting FID...
[2025-12-16T20:22:05.679471] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-16T20:22:05.679502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-16T20:22:05.690813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-16T20:22:05.691158] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-16T20:22:05.691976] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-16T20:22:05.692029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:05.692061] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:05.692089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:05.692162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:05.753274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:05.754146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:05.754239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:05.754273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:05.880136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:05.880313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:05.880361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:05.880408] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:05.883936] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: DOWN (p=48.80%)
[2025-12-16T20:22:05.884233] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-16T20:22:05.884364] [INFO ] [sig       ] FID: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:06.037590] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FID.txt
[2025-12-16T20:22:06.037730] [INFO ] [sig       ] [1240/3585] Completed FID in 0.4s | 2.94 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-16T20:22:06.037771] [INFO ] [sig       ] [1241/3585] Forecasting FIGS...
[2025-12-16T20:22:06.037801] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-16T20:22:06.037831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-16T20:22:06.052990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-16T20:22:06.053300] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-16T20:22:06.054170] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-16T20:22:06.054223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:06.054256] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:06.054284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:06.054341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:06.116356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:06.117079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:06.117162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:06.117196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:06.248350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:06.248533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:06.248601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:06.248633] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:06.252393] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=71.29%)
[2025-12-16T20:22:06.252695] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-16T20:22:06.252845] [INFO ] [sig       ] FIGS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:06.406031] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FIGS.txt
[2025-12-16T20:22:06.406171] [INFO ] [sig       ] [1241/3585] Completed FIGS in 0.4s | 2.94 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-16T20:22:06.406212] [INFO ] [sig       ] [1242/3585] Forecasting FIHL...
[2025-12-16T20:22:06.406243] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-16T20:22:06.406274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-16T20:22:06.418750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-16T20:22:06.419074] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-16T20:22:06.419962] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-16T20:22:06.420021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:06.420063] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:06.420091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:06.420147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:06.484676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:06.485514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:06.485628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:06.485684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:06.616428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:06.616601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:06.616642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:06.616671] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:06.620285] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=24.00%)
[2025-12-16T20:22:06.620556] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-16T20:22:06.620699] [INFO ] [sig       ] FIHL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:06.754677] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FIHL.txt
[2025-12-16T20:22:06.754808] [INFO ] [sig       ] [1242/3585] Completed FIHL in 0.3s | 2.94 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-16T20:22:06.754848] [INFO ] [sig       ] [1243/3585] Forecasting FINS...
[2025-12-16T20:22:06.754877] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-16T20:22:06.754907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-16T20:22:06.766150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-16T20:22:06.766441] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-16T20:22:06.767211] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-16T20:22:06.767263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:06.767294] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:06.767320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:06.767375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:06.822313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:06.822989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:06.823069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:06.823101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:06.944537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:06.944706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:06.944753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:06.944797] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:06.948263] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: DOWN (p=18.03%)
[2025-12-16T20:22:06.948555] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-16T20:22:06.948703] [INFO ] [sig       ] FINS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:07.086445] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FINS.txt
[2025-12-16T20:22:07.086627] [INFO ] [sig       ] [1243/3585] Completed FINS in 0.3s | 2.94 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-16T20:22:07.086670] [INFO ] [sig       ] [1244/3585] Forecasting FINX...
[2025-12-16T20:22:07.086700] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-16T20:22:07.086729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-16T20:22:07.098433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-16T20:22:07.098820] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-16T20:22:07.099663] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-16T20:22:07.099716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:07.099751] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:07.099792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:07.099852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:07.156673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:07.157628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:07.157762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:07.157798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:07.277919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:07.278078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:07.278127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:07.278164] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:07.281860] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: DOWN (p=5.33%)
[2025-12-16T20:22:07.282166] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-16T20:22:07.282304] [INFO ] [sig       ] FINX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:07.423222] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FINX.txt
[2025-12-16T20:22:07.423360] [INFO ] [sig       ] [1244/3585] Completed FINX in 0.3s | 2.94 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-16T20:22:07.423399] [INFO ] [sig       ] [1245/3585] Forecasting FIP...
[2025-12-16T20:22:07.423430] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-16T20:22:07.423459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-16T20:22:07.435007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-16T20:22:07.435308] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-16T20:22:07.436075] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-16T20:22:07.436127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:07.436158] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:07.436184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:07.436239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:07.492149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:07.492894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:07.492982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:07.493029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:07.613857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:07.614014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:07.614056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:07.614086] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:07.617623] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-12-16T20:22:07.617903] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-16T20:22:07.618031] [INFO ] [sig       ] FIP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:07.754455] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FIP.txt
[2025-12-16T20:22:07.754639] [INFO ] [sig       ] [1245/3585] Completed FIP in 0.3s | 2.94 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-16T20:22:07.754681] [INFO ] [sig       ] [1246/3585] Forecasting FIS...
[2025-12-16T20:22:07.754710] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-16T20:22:07.754739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-16T20:22:07.766362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-16T20:22:07.766670] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-16T20:22:07.767429] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-16T20:22:07.767493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:07.767531] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:07.767563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:07.767655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:07.823230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:07.823935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:07.824018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:07.824051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:07.944965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:07.945120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:07.945159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:07.945187] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:07.948503] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: UP (p=86.71%)
[2025-12-16T20:22:07.948792] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-16T20:22:07.948919] [INFO ] [sig       ] FIS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:08.086354] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FIS.txt
[2025-12-16T20:22:08.086505] [INFO ] [sig       ] [1246/3585] Completed FIS in 0.3s | 2.94 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-16T20:22:08.086545] [INFO ] [sig       ] [1247/3585] Forecasting FISI...
[2025-12-16T20:22:08.086593] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-16T20:22:08.086625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-16T20:22:08.195333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-16T20:22:08.195778] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-16T20:22:08.196614] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-16T20:22:08.196671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:08.196716] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:08.196754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:08.196812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:08.255459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:08.256350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:08.256439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:08.256472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:08.376336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:08.376508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:08.376548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:08.376595] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:08.379967] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: UP (p=67.83%)
[2025-12-16T20:22:08.380245] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-16T20:22:08.380376] [INFO ] [sig       ] FISI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:08.521414] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FISI.txt
[2025-12-16T20:22:08.521609] [INFO ] [sig       ] [1247/3585] Completed FISI in 0.4s | 2.94 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-16T20:22:08.521659] [INFO ] [sig       ] [1248/3585] Forecasting FITB...
[2025-12-16T20:22:08.521699] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-16T20:22:08.521742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-16T20:22:08.533830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-16T20:22:08.534163] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-16T20:22:08.535013] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-16T20:22:08.535067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:08.535101] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:08.535129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:08.535187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:08.593127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:08.593903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:08.593990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:08.594023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:08.720983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:08.721140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:08.721181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:08.721210] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:08.724894] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=13.04%)
[2025-12-16T20:22:08.725177] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-16T20:22:08.725305] [INFO ] [sig       ] FITB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:08.871100] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FITB.txt
[2025-12-16T20:22:08.871235] [INFO ] [sig       ] [1248/3585] Completed FITB in 0.3s | 2.94 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-16T20:22:08.871274] [INFO ] [sig       ] [1249/3585] Forecasting FITBI...
[2025-12-16T20:22:08.871303] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-16T20:22:08.871333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-16T20:22:08.882381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-16T20:22:08.882695] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-16T20:22:08.883439] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-16T20:22:08.883491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:08.883526] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:08.883552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:08.883627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:08.940072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:08.940822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:08.940901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:08.940934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:09.076448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:09.076609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:09.076656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:09.076685] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:09.080014] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2025-12-16T20:22:09.080285] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-16T20:22:09.080409] [INFO ] [sig       ] FITBI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:09.215973] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FITBI.txt
[2025-12-16T20:22:09.216106] [INFO ] [sig       ] [1249/3585] Completed FITBI in 0.3s | 2.94 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-16T20:22:09.216147] [INFO ] [sig       ] [1250/3585] Forecasting FITBO...
[2025-12-16T20:22:09.216176] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-16T20:22:09.216205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-16T20:22:09.227860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-16T20:22:09.228173] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-16T20:22:09.228948] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-16T20:22:09.229000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:09.229033] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:09.229059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:09.229115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:09.283826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:09.284688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:09.284769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:09.284802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:09.401475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:09.401651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:09.401690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:09.401719] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:09.405001] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: DOWN (p=23.72%)
[2025-12-16T20:22:09.405265] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-16T20:22:09.405386] [INFO ] [sig       ] FITBO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:09.540411] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FITBO.txt
[2025-12-16T20:22:09.540549] [INFO ] [sig       ] [1250/3585] Completed FITBO in 0.3s | 2.94 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-16T20:22:09.540608] [INFO ] [sig       ] [1251/3585] Forecasting FIVE...
[2025-12-16T20:22:09.540639] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-16T20:22:09.540851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-16T20:22:09.554172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-16T20:22:09.554613] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-16T20:22:09.555548] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-16T20:22:09.555628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:09.555695] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:09.555724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:09.555976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:09.616749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:09.617717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:09.617809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:09.617842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:09.749509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:09.749697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:09.749739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:09.749767] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:09.753208] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: UP (p=60.92%)
[2025-12-16T20:22:09.753490] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-16T20:22:09.753638] [INFO ] [sig       ] FIVE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:09.893773] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FIVE.txt
[2025-12-16T20:22:09.893921] [INFO ] [sig       ] [1251/3585] Completed FIVE in 0.4s | 2.94 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-16T20:22:09.893963] [INFO ] [sig       ] [1252/3585] Forecasting FIVN...
[2025-12-16T20:22:09.893992] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-16T20:22:09.894022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-16T20:22:09.905725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-16T20:22:09.906059] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-16T20:22:09.906835] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-16T20:22:09.906887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:09.906919] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:09.906945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:09.907000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:09.962045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:09.962752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:09.962831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:09.962863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:10.108517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:10.108714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:10.108768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:10.108809] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:10.113026] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: DOWN (p=13.07%)
[2025-12-16T20:22:10.113376] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-16T20:22:10.113521] [INFO ] [sig       ] FIVN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:10.251303] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FIVN.txt
[2025-12-16T20:22:10.251433] [INFO ] [sig       ] [1252/3585] Completed FIVN in 0.4s | 2.94 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-16T20:22:10.251473] [INFO ] [sig       ] [1253/3585] Forecasting FIX...
[2025-12-16T20:22:10.251502] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-16T20:22:10.251531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-16T20:22:10.262744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-16T20:22:10.263047] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-16T20:22:10.263817] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-16T20:22:10.263868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:10.263900] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:10.263926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:10.263982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:10.320455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:10.321175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:10.321257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:10.321291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:10.439844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:10.440000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:10.440040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:10.440070] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:10.443441] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=46.36%)
[2025-12-16T20:22:10.443739] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-16T20:22:10.443883] [INFO ] [sig       ] FIX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:10.581485] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FIX.txt
[2025-12-16T20:22:10.581689] [INFO ] [sig       ] [1253/3585] Completed FIX in 0.3s | 2.94 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-16T20:22:10.581743] [INFO ] [sig       ] [1254/3585] Forecasting FIXD...
[2025-12-16T20:22:10.581783] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-16T20:22:10.581822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-16T20:22:10.593981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-16T20:22:10.594315] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-16T20:22:10.595112] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-16T20:22:10.595166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:10.595198] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:10.595227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:10.595284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:10.657685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:10.658606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:10.658717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:10.658753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:10.780911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:10.781064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:10.781104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:10.781177] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:10.784596] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: DOWN (p=23.91%)
[2025-12-16T20:22:10.784876] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-16T20:22:10.785002] [INFO ] [sig       ] FIXD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:10.923040] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FIXD.txt
[2025-12-16T20:22:10.923175] [INFO ] [sig       ] [1254/3585] Completed FIXD in 0.3s | 2.94 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-16T20:22:10.923215] [INFO ] [sig       ] [1255/3585] Forecasting FIZZ...
[2025-12-16T20:22:10.923244] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-16T20:22:10.923274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-16T20:22:10.934271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-16T20:22:10.934562] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-16T20:22:10.935313] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-16T20:22:10.935364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:10.935395] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:10.935422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:10.935488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:10.990561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:10.991435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:10.991519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:10.991551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:11.109507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:11.109675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:11.109715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:11.109743] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:11.113036] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: UP (p=61.46%)
[2025-12-16T20:22:11.113317] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-16T20:22:11.113440] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:11.248002] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FIZZ.txt
[2025-12-16T20:22:11.248127] [INFO ] [sig       ] [1255/3585] Completed FIZZ in 0.3s | 2.94 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-16T20:22:11.248165] [INFO ] [sig       ] [1256/3585] Forecasting FJP...
[2025-12-16T20:22:11.248196] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-16T20:22:11.248224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-16T20:22:11.259322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-16T20:22:11.259645] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-16T20:22:11.260391] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-16T20:22:11.260442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:11.260474] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:11.260499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:11.260554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:11.316173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:11.316850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:11.316931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:11.316965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:11.432321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:11.432505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:11.432585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:11.432631] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:11.436782] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: UP (p=74.29%)
[2025-12-16T20:22:11.437081] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-16T20:22:11.437210] [INFO ] [sig       ] FJP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:11.574196] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FJP.txt
[2025-12-16T20:22:11.574336] [INFO ] [sig       ] [1256/3585] Completed FJP in 0.3s | 2.94 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-16T20:22:11.574376] [INFO ] [sig       ] [1257/3585] Forecasting FLEX...
[2025-12-16T20:22:11.574406] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-16T20:22:11.574437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-16T20:22:11.586539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-16T20:22:11.586911] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-16T20:22:11.587709] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-16T20:22:11.587791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:11.587826] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:11.587855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:11.587912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:11.645516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:11.646407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:11.646494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:11.646528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:11.769126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:11.769306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:11.769347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:11.769376] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:11.772783] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: UP (p=65.33%)
[2025-12-16T20:22:11.773066] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-16T20:22:11.773190] [INFO ] [sig       ] FLEX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:11.913152] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FLEX.txt
[2025-12-16T20:22:11.913308] [INFO ] [sig       ] [1257/3585] Completed FLEX in 0.3s | 2.94 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-16T20:22:11.913351] [INFO ] [sig       ] [1258/3585] Forecasting FLGC...
[2025-12-16T20:22:11.913381] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-16T20:22:11.913414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-16T20:22:11.927040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-16T20:22:11.927394] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-16T20:22:11.928467] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-16T20:22:11.928521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:11.928555] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:11.928604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:11.928663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:11.986947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:11.987811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:11.987893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:11.987927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:12.107992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:12.108156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:12.108199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:12.108228] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:12.111724] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=8.38%)
[2025-12-16T20:22:12.112007] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-16T20:22:12.112132] [INFO ] [sig       ] FLGC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:12.260338] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FLGC.txt
[2025-12-16T20:22:12.260480] [INFO ] [sig       ] [1258/3585] Completed FLGC in 0.3s | 2.94 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-16T20:22:12.260520] [INFO ] [sig       ] [1259/3585] Forecasting FLL...
[2025-12-16T20:22:12.260550] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-16T20:22:12.260599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-16T20:22:12.271765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-16T20:22:12.272041] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-16T20:22:12.272925] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-16T20:22:12.272979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:12.273012] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:12.273038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:12.273094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:12.331513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:12.332255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:12.332335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:12.332369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:12.454647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:12.454799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:12.454840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:12.454868] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:12.458397] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: DOWN (p=15.89%)
[2025-12-16T20:22:12.458816] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-16T20:22:12.458972] [INFO ] [sig       ] FLL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:12.609256] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FLL.txt
[2025-12-16T20:22:12.609413] [INFO ] [sig       ] [1259/3585] Completed FLL in 0.3s | 2.94 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-16T20:22:12.609455] [INFO ] [sig       ] [1260/3585] Forecasting FLNC...
[2025-12-16T20:22:12.609483] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-16T20:22:12.609513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-16T20:22:12.620968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-16T20:22:12.621333] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-16T20:22:12.622134] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-16T20:22:12.622186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:12.622217] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:12.622243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:12.622298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:12.677219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:12.678147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:12.678232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:12.678264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:12.799100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:12.799280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:12.799322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:12.799351] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:12.802831] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: DOWN (p=27.05%)
[2025-12-16T20:22:12.803125] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-16T20:22:12.803260] [INFO ] [sig       ] FLNC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:12.942584] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FLNC.txt
[2025-12-16T20:22:12.942733] [INFO ] [sig       ] [1260/3585] Completed FLNC in 0.3s | 2.94 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-16T20:22:12.942776] [INFO ] [sig       ] [1261/3585] Forecasting FLNG...
[2025-12-16T20:22:12.942806] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-16T20:22:12.942837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-16T20:22:12.954000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-16T20:22:12.954279] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-16T20:22:12.955070] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-16T20:22:12.955124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:12.955157] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:12.955186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:12.955244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:13.027654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:13.028495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:13.028650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:13.028687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:13.147244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:13.147409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:13.147449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:13.147478] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:13.150996] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=12.46%)
[2025-12-16T20:22:13.151281] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-16T20:22:13.151409] [INFO ] [sig       ] FLNG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:13.287418] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FLNG.txt
[2025-12-16T20:22:13.287544] [INFO ] [sig       ] [1261/3585] Completed FLNG in 0.3s | 2.94 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-16T20:22:13.287604] [INFO ] [sig       ] [1262/3585] Forecasting FLO...
[2025-12-16T20:22:13.287638] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-16T20:22:13.287668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-16T20:22:13.299369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-16T20:22:13.299666] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-16T20:22:13.300401] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-16T20:22:13.300452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:13.300483] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:13.300510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:13.300566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:13.358498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:13.359223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:13.359304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:13.359337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:13.480162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:13.480307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:13.480348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:13.480377] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:13.483848] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=19.69%)
[2025-12-16T20:22:13.484147] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-16T20:22:13.484277] [INFO ] [sig       ] FLO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:13.623456] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FLO.txt
[2025-12-16T20:22:13.623598] [INFO ] [sig       ] [1262/3585] Completed FLO in 0.3s | 2.94 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-16T20:22:13.623640] [INFO ] [sig       ] [1263/3585] Forecasting FLS...
[2025-12-16T20:22:13.623669] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-16T20:22:13.623698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-16T20:22:13.635097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-16T20:22:13.635388] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-16T20:22:13.636146] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-16T20:22:13.636198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:13.636229] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:13.636255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:13.636310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:13.694209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:13.694900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:13.694983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:13.695016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:13.822618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:13.822769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:13.822809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:13.822839] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:13.826369] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: UP (p=67.62%)
[2025-12-16T20:22:13.826667] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-16T20:22:13.826798] [INFO ] [sig       ] FLS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:13.968335] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FLS.txt
[2025-12-16T20:22:13.968466] [INFO ] [sig       ] [1263/3585] Completed FLS in 0.3s | 2.94 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-16T20:22:13.968506] [INFO ] [sig       ] [1264/3585] Forecasting FLUX...
[2025-12-16T20:22:13.968537] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-16T20:22:13.968567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-16T20:22:13.980073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-16T20:22:13.980342] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-16T20:22:13.981188] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-16T20:22:13.981242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:13.981275] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:13.981303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:13.981359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:14.036495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:14.037140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:14.037225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:14.037266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:14.160222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:14.160377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:14.160435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:14.160467] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:14.163932] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: UP (p=76.54%)
[2025-12-16T20:22:14.164205] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-16T20:22:14.164330] [INFO ] [sig       ] FLUX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:14.311433] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FLUX.txt
[2025-12-16T20:22:14.311629] [INFO ] [sig       ] [1264/3585] Completed FLUX in 0.3s | 2.94 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-16T20:22:14.311673] [INFO ] [sig       ] [1265/3585] Forecasting FLWS...
[2025-12-16T20:22:14.311704] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-16T20:22:14.311734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-16T20:22:14.323650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-16T20:22:14.323973] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-16T20:22:14.324785] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-16T20:22:14.324838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:14.324871] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:14.324898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:14.324953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:14.380633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:14.381463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:14.381548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:14.381598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:14.500952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:14.501131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:14.501183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:14.501213] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:14.504623] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: DOWN (p=6.23%)
[2025-12-16T20:22:14.504894] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-16T20:22:14.505029] [INFO ] [sig       ] FLWS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:14.647465] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FLWS.txt
[2025-12-16T20:22:14.647614] [INFO ] [sig       ] [1265/3585] Completed FLWS in 0.3s | 2.94 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-16T20:22:14.647656] [INFO ] [sig       ] [1266/3585] Forecasting FLXS...
[2025-12-16T20:22:14.647685] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-16T20:22:14.647714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-16T20:22:14.659422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-16T20:22:14.659821] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-16T20:22:14.660624] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-16T20:22:14.660675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:14.660707] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:14.660734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:14.660788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:14.718065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:14.719101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:14.719217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:14.719253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:14.842755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:14.842918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:14.842960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:14.842991] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:14.846694] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2025-12-16T20:22:14.846999] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-16T20:22:14.847132] [INFO ] [sig       ] FLXS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:15.004060] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FLXS.txt
[2025-12-16T20:22:15.004233] [INFO ] [sig       ] [1266/3585] Completed FLXS in 0.4s | 2.94 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-16T20:22:15.004277] [INFO ] [sig       ] [1267/3585] Forecasting FLYE...
[2025-12-16T20:22:15.004305] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-16T20:22:15.004334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-16T20:22:15.016912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-16T20:22:15.017326] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-16T20:22:15.018203] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-16T20:22:15.018257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:15.018291] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:15.018318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:15.018375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:15.092205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:15.093478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:15.093602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:15.093645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:15.217981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:15.218135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:15.218174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:15.218205] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:15.221565] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-12-16T20:22:15.221866] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-16T20:22:15.221991] [INFO ] [sig       ] FLYE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:15.365361] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FLYE.txt
[2025-12-16T20:22:15.365519] [INFO ] [sig       ] [1267/3585] Completed FLYE in 0.4s | 2.94 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-16T20:22:15.365562] [INFO ] [sig       ] [1268/3585] Forecasting FMAO...
[2025-12-16T20:22:15.365614] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-16T20:22:15.365646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-16T20:22:15.378194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-16T20:22:15.378504] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-16T20:22:15.379339] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-16T20:22:15.379392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:15.379467] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:15.379498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:15.379556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:15.438847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:15.439675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:15.439757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:15.439792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:15.552448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:15.552624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:15.552671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:15.552698] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:15.556102] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-12-16T20:22:15.556365] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-16T20:22:15.556483] [INFO ] [sig       ] FMAO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:15.693992] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FMAO.txt
[2025-12-16T20:22:15.694124] [INFO ] [sig       ] [1268/3585] Completed FMAO in 0.3s | 2.94 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-16T20:22:15.694164] [INFO ] [sig       ] [1269/3585] Forecasting FMB...
[2025-12-16T20:22:15.694194] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-16T20:22:15.694224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-16T20:22:15.705553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-16T20:22:15.705990] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-16T20:22:15.707055] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-16T20:22:15.707123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:15.707173] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:15.707218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:15.707303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:15.767229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:15.767997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:15.768078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:15.768113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:15.893834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:15.893986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:15.894026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:15.894055] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:15.897405] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=62.51%)
[2025-12-16T20:22:15.897687] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-16T20:22:15.897807] [INFO ] [sig       ] FMB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:16.035098] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FMB.txt
[2025-12-16T20:22:16.035269] [INFO ] [sig       ] [1269/3585] Completed FMB in 0.3s | 2.94 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-16T20:22:16.035310] [INFO ] [sig       ] [1270/3585] Forecasting FMBH...
[2025-12-16T20:22:16.035342] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-16T20:22:16.035374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-16T20:22:16.046666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-16T20:22:16.046949] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-16T20:22:16.047716] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-16T20:22:16.047766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:16.047798] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:16.047824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:16.047879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:16.103845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:16.104469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:16.104548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:16.104610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:16.223986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:16.224134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:16.224172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:16.224200] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:16.227492] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: DOWN (p=41.04%)
[2025-12-16T20:22:16.227780] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-16T20:22:16.227900] [INFO ] [sig       ] FMBH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:16.366949] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FMBH.txt
[2025-12-16T20:22:16.367129] [INFO ] [sig       ] [1270/3585] Completed FMBH in 0.3s | 2.94 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-16T20:22:16.367172] [INFO ] [sig       ] [1271/3585] Forecasting FMC...
[2025-12-16T20:22:16.367202] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-16T20:22:16.367234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-16T20:22:16.379308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-16T20:22:16.379714] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-16T20:22:16.380694] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-16T20:22:16.380745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:16.380776] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:16.380996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:16.381050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:16.442545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:16.443393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:16.443479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:16.443511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:16.570976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:16.571129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:16.571169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:16.571235] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:16.574821] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=71.41%)
[2025-12-16T20:22:16.575135] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-16T20:22:16.575272] [INFO ] [sig       ] FMC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:16.712325] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FMC.txt
[2025-12-16T20:22:16.712475] [INFO ] [sig       ] [1271/3585] Completed FMC in 0.3s | 2.94 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-16T20:22:16.712520] [INFO ] [sig       ] [1272/3585] Forecasting FMHI...
[2025-12-16T20:22:16.712550] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-16T20:22:16.712600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-16T20:22:16.723963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-16T20:22:16.724312] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-16T20:22:16.725073] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-16T20:22:16.725125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:16.725156] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:16.725184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:16.725240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:16.783499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:16.784357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:16.784441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:16.784474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:16.904717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:16.904872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:16.904913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:16.904941] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:16.908222] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: UP (p=69.70%)
[2025-12-16T20:22:16.908492] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-16T20:22:16.908636] [INFO ] [sig       ] FMHI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:17.050060] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FMHI.txt
[2025-12-16T20:22:17.050216] [INFO ] [sig       ] [1272/3585] Completed FMHI in 0.3s | 2.94 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-16T20:22:17.050256] [INFO ] [sig       ] [1273/3585] Forecasting FMN...
[2025-12-16T20:22:17.050287] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-16T20:22:17.050318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-16T20:22:17.066192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-16T20:22:17.066556] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-16T20:22:17.067342] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-16T20:22:17.067395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:17.067427] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:17.067455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:17.067511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:17.125498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:17.126411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:17.126499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:17.126533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:17.242817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:17.242962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:17.243004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:17.243045] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:17.246688] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=23.08%)
[2025-12-16T20:22:17.246979] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-16T20:22:17.247136] [INFO ] [sig       ] FMN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:17.401393] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FMN.txt
[2025-12-16T20:22:17.401543] [INFO ] [sig       ] [1273/3585] Completed FMN in 0.4s | 2.94 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-16T20:22:17.401607] [INFO ] [sig       ] [1274/3585] Forecasting FMNB...
[2025-12-16T20:22:17.401639] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-16T20:22:17.401671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-16T20:22:17.414206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-16T20:22:17.414508] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-16T20:22:17.415388] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-16T20:22:17.415442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:17.415475] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:17.415506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:17.415599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:17.479613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:17.480306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:17.480411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:17.480454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:17.601221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:17.601389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:17.601441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:17.601474] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:17.605676] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: UP (p=63.44%)
[2025-12-16T20:22:17.606020] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-16T20:22:17.606172] [INFO ] [sig       ] FMNB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:17.772689] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FMNB.txt
[2025-12-16T20:22:17.772843] [INFO ] [sig       ] [1274/3585] Completed FMNB in 0.4s | 2.94 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-16T20:22:17.772883] [INFO ] [sig       ] [1275/3585] Forecasting FMS...
[2025-12-16T20:22:17.772914] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-16T20:22:17.772944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-16T20:22:17.784266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-12-16T20:22:17.784632] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-16T20:22:17.785384] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-16T20:22:17.785436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:17.785468] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:17.785495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:17.785550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:17.843125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:17.844011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:17.844095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:17.844127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:17.962963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:17.963109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:17.963147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:17.963191] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:17.966451] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: DOWN (p=21.15%)
[2025-12-16T20:22:17.966734] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-16T20:22:17.966856] [INFO ] [sig       ] FMS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:18.104138] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FMS.txt
[2025-12-16T20:22:18.104256] [INFO ] [sig       ] [1275/3585] Completed FMS in 0.3s | 2.94 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-16T20:22:18.104296] [INFO ] [sig       ] [1276/3585] Forecasting FMX...
[2025-12-16T20:22:18.104324] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-16T20:22:18.104353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-16T20:22:18.116434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-16T20:22:18.116751] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-16T20:22:18.117481] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-16T20:22:18.117532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:18.117564] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:18.117609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:18.117666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:18.174303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:18.174885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:18.174963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:18.174994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:18.294987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:18.295112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:18.295150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:18.295178] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:18.298385] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: UP (p=88.46%)
[2025-12-16T20:22:18.298663] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-16T20:22:18.298786] [INFO ] [sig       ] FMX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:18.445785] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FMX.txt
[2025-12-16T20:22:18.445972] [INFO ] [sig       ] [1276/3585] Completed FMX in 0.3s | 2.94 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-16T20:22:18.446023] [INFO ] [sig       ] [1277/3585] Forecasting FN...
[2025-12-16T20:22:18.446061] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-16T20:22:18.446100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-16T20:22:18.460491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-16T20:22:18.460863] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-16T20:22:18.461656] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-16T20:22:18.461709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:18.461745] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:18.461773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:18.461831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:18.522900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:18.523687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:18.523783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:18.523816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:18.642607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:18.642756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:18.642794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:18.642822] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:18.646150] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-12-16T20:22:18.646414] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-16T20:22:18.646534] [INFO ] [sig       ] FN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:18.783349] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FN.txt
[2025-12-16T20:22:18.783461] [INFO ] [sig       ] [1277/3585] Completed FN in 0.3s | 2.94 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-16T20:22:18.783500] [INFO ] [sig       ] [1278/3585] Forecasting FNB...
[2025-12-16T20:22:18.783528] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-16T20:22:18.783558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-16T20:22:18.795421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-16T20:22:18.795710] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-16T20:22:18.796437] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-16T20:22:18.796488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:18.796519] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:18.796546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:18.796623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:18.851864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:18.852440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:18.852522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:18.852598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:18.974810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:18.974952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:18.974995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:18.975024] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:18.978699] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: UP (p=75.95%)
[2025-12-16T20:22:18.979204] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-16T20:22:18.979349] [INFO ] [sig       ] FNB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:19.118653] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FNB.txt
[2025-12-16T20:22:19.118773] [INFO ] [sig       ] [1278/3585] Completed FNB in 0.3s | 2.94 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-16T20:22:19.118812] [INFO ] [sig       ] [1279/3585] Forecasting FND...
[2025-12-16T20:22:19.118840] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-16T20:22:19.118870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-16T20:22:19.130512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-16T20:22:19.130815] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-16T20:22:19.131729] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-16T20:22:19.131779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:19.131810] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:19.131848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:19.131906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:19.187827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:19.188400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:19.188489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:19.188523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:19.300904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:19.301013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:19.301049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:19.301077] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:19.304229] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: DOWN (p=3.25%)
[2025-12-16T20:22:19.304487] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-16T20:22:19.304625] [INFO ] [sig       ] FND: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:19.438974] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FND.txt
[2025-12-16T20:22:19.439085] [INFO ] [sig       ] [1279/3585] Completed FND in 0.3s | 2.94 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-16T20:22:19.439122] [INFO ] [sig       ] [1280/3585] Forecasting FNF...
[2025-12-16T20:22:19.439169] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-16T20:22:19.439199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-16T20:22:19.450143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-16T20:22:19.450410] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-16T20:22:19.451171] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-16T20:22:19.451222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:19.451254] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:19.451280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:19.451335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:19.513175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:19.514019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:19.514118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:19.514158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:19.646010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:19.646172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:19.646217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:19.646255] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:19.650214] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: UP (p=94.70%)
[2025-12-16T20:22:19.650490] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-16T20:22:19.650631] [INFO ] [sig       ] FNF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:19.793322] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FNF.txt
[2025-12-16T20:22:19.793446] [INFO ] [sig       ] [1280/3585] Completed FNF in 0.4s | 2.94 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-16T20:22:19.793484] [INFO ] [sig       ] [1281/3585] Forecasting FNKO...
[2025-12-16T20:22:19.793513] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-16T20:22:19.793542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-16T20:22:19.804407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-16T20:22:19.804702] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-16T20:22:19.805446] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-16T20:22:19.805497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:19.805530] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:19.805558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:19.805632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:19.861518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:19.862340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:19.862420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:19.862453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:19.980117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:19.980270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:19.980310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:19.980339] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:19.983817] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-12-16T20:22:19.984106] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-16T20:22:19.984232] [INFO ] [sig       ] FNKO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:20.122591] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FNKO.txt
[2025-12-16T20:22:20.122770] [INFO ] [sig       ] [1281/3585] Completed FNKO in 0.3s | 2.94 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-16T20:22:20.122813] [INFO ] [sig       ] [1282/3585] Forecasting FNLC...
[2025-12-16T20:22:20.122843] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-16T20:22:20.122873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-16T20:22:20.133841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-16T20:22:20.134223] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-16T20:22:20.135013] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-16T20:22:20.135065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:20.135096] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:20.135123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:20.135180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:20.190590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:20.191427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:20.191507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:20.191540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:20.296498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:20.296670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:20.296709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:20.296738] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:20.300040] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=21.99%)
[2025-12-16T20:22:20.300303] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-16T20:22:20.300428] [INFO ] [sig       ] FNLC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:20.447528] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FNLC.txt
[2025-12-16T20:22:20.447696] [INFO ] [sig       ] [1282/3585] Completed FNLC in 0.3s | 2.94 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-16T20:22:20.447747] [INFO ] [sig       ] [1283/3585] Forecasting FNX...
[2025-12-16T20:22:20.447783] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-16T20:22:20.447850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-16T20:22:20.459592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-16T20:22:20.460016] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-16T20:22:20.460854] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-16T20:22:20.460909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:20.460943] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:20.460971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:20.461029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:20.517019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:20.517909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:20.517992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:20.518024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:20.645702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:20.645862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:20.645901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:20.645930] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:20.649907] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=16.37%)
[2025-12-16T20:22:20.650252] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-16T20:22:20.650419] [INFO ] [sig       ] FNX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:20.811440] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FNX.txt
[2025-12-16T20:22:20.811614] [INFO ] [sig       ] [1283/3585] Completed FNX in 0.4s | 2.94 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-16T20:22:20.811656] [INFO ] [sig       ] [1284/3585] Forecasting FNY...
[2025-12-16T20:22:20.811686] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-16T20:22:20.811717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-16T20:22:20.825492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-16T20:22:20.825932] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-16T20:22:20.826830] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-16T20:22:20.826887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:20.826924] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:20.826955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:20.827024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:20.889175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:20.890287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:20.890370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:20.890401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:21.012772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:21.012937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:21.012978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:21.013015] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:21.016951] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: UP (p=63.78%)
[2025-12-16T20:22:21.017229] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-16T20:22:21.017362] [INFO ] [sig       ] FNY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:21.155798] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FNY.txt
[2025-12-16T20:22:21.155955] [INFO ] [sig       ] [1284/3585] Completed FNY in 0.3s | 2.94 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-16T20:22:21.155994] [INFO ] [sig       ] [1285/3585] Forecasting FOA...
[2025-12-16T20:22:21.156025] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-16T20:22:21.156055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-16T20:22:21.168537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-16T20:22:21.168888] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-16T20:22:21.169898] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-16T20:22:21.170139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:21.170198] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:21.170225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:21.170279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:21.228420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:21.229313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:21.229398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:21.229431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:21.352153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:21.352303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:21.352341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:21.352369] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:21.355644] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=30.39%)
[2025-12-16T20:22:21.355906] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-16T20:22:21.356024] [INFO ] [sig       ] FOA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:21.493196] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FOA.txt
[2025-12-16T20:22:21.493347] [INFO ] [sig       ] [1285/3585] Completed FOA in 0.3s | 2.94 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-16T20:22:21.493386] [INFO ] [sig       ] [1286/3585] Forecasting FOF...
[2025-12-16T20:22:21.493417] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-16T20:22:21.493446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-16T20:22:21.504723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-16T20:22:21.505048] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-16T20:22:21.505822] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-16T20:22:21.505873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:21.505904] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:21.505930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:21.505986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:21.562931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:21.563753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:21.563834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:21.563867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:21.679874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:21.680021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:21.680059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:21.680087] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:21.683431] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: UP (p=85.42%)
[2025-12-16T20:22:21.683732] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-16T20:22:21.683877] [INFO ] [sig       ] FOF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:21.824399] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FOF.txt
[2025-12-16T20:22:21.824550] [INFO ] [sig       ] [1286/3585] Completed FOF in 0.3s | 2.94 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-16T20:22:21.824610] [INFO ] [sig       ] [1287/3585] Forecasting FOLD...
[2025-12-16T20:22:21.824640] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-16T20:22:21.824669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-16T20:22:21.835811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-16T20:22:21.836126] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-16T20:22:21.836891] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-16T20:22:21.836942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:21.836974] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:21.837000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:21.837060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:21.893742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:21.894549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:21.894649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:21.894682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:22.017008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:22.017350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:22.017387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:22.017415] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:22.021073] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: DOWN (p=27.23%)
[2025-12-16T20:22:22.021334] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-16T20:22:22.021453] [INFO ] [sig       ] FOLD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:22.162007] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FOLD.txt
[2025-12-16T20:22:22.162157] [INFO ] [sig       ] [1287/3585] Completed FOLD in 0.3s | 2.94 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-16T20:22:22.162196] [INFO ] [sig       ] [1288/3585] Forecasting FORM...
[2025-12-16T20:22:22.162227] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-16T20:22:22.162258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-16T20:22:22.174844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-16T20:22:22.175337] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-16T20:22:22.176278] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-16T20:22:22.176329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:22.176360] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:22.176385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:22.176440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:22.231954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:22.233030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:22.233112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:22.233145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:22.354490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:22.354671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:22.354711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:22.354774] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:22.358051] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: DOWN (p=47.61%)
[2025-12-16T20:22:22.358320] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-16T20:22:22.358440] [INFO ] [sig       ] FORM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:22.496130] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FORM.txt
[2025-12-16T20:22:22.496279] [INFO ] [sig       ] [1288/3585] Completed FORM in 0.3s | 2.94 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-16T20:22:22.496319] [INFO ] [sig       ] [1289/3585] Forecasting FOSL...
[2025-12-16T20:22:22.496349] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-16T20:22:22.496379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-16T20:22:22.507963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-16T20:22:22.508294] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-16T20:22:22.509071] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-16T20:22:22.509123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:22.509180] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:22.509207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:22.509262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:22.565722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:22.566594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:22.566676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:22.566708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:22.690704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:22.690853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:22.690891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:22.690919] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:22.694204] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2025-12-16T20:22:22.694467] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-16T20:22:22.694602] [INFO ] [sig       ] FOSL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:22.836567] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FOSL.txt
[2025-12-16T20:22:22.836736] [INFO ] [sig       ] [1289/3585] Completed FOSL in 0.3s | 2.94 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-16T20:22:22.836775] [INFO ] [sig       ] [1290/3585] Forecasting FOX...
[2025-12-16T20:22:22.836809] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-16T20:22:22.836841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-16T20:22:22.848371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-16T20:22:22.848687] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-16T20:22:22.849477] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-16T20:22:22.849529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:22.849560] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:22.849604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:22.849661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:22.907422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:22.908258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:22.908337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:22.908369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:23.029061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:23.029231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:23.029270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:23.029299] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:23.032790] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: UP (p=66.89%)
[2025-12-16T20:22:23.033051] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-16T20:22:23.033169] [INFO ] [sig       ] FOX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:23.171793] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FOX.txt
[2025-12-16T20:22:23.171948] [INFO ] [sig       ] [1290/3585] Completed FOX in 0.3s | 2.94 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-16T20:22:23.171987] [INFO ] [sig       ] [1291/3585] Forecasting FOXA...
[2025-12-16T20:22:23.172017] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-16T20:22:23.172047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-16T20:22:23.183134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-16T20:22:23.183448] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-16T20:22:23.184225] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-16T20:22:23.184276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:23.184307] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:23.184334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:23.184388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:23.239871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:23.240886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:23.240965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:23.240997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:23.363502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:23.363684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:23.363723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:23.363751] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:23.367134] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: UP (p=99.03%)
[2025-12-16T20:22:23.367397] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-16T20:22:23.367515] [INFO ] [sig       ] FOXA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:23.504285] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FOXA.txt
[2025-12-16T20:22:23.504436] [INFO ] [sig       ] [1291/3585] Completed FOXA in 0.3s | 2.94 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-16T20:22:23.504474] [INFO ] [sig       ] [1292/3585] Forecasting FOXF...
[2025-12-16T20:22:23.504503] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-16T20:22:23.504533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-16T20:22:23.515875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-16T20:22:23.516188] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-16T20:22:23.516947] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-16T20:22:23.517008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:23.517040] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:23.517066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:23.517121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:23.573209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:23.574086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:23.574166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:23.574198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:23.694844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:23.695006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:23.695045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:23.695073] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:23.698355] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: DOWN (p=14.52%)
[2025-12-16T20:22:23.698642] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-16T20:22:23.698762] [INFO ] [sig       ] FOXF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:23.839608] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FOXF.txt
[2025-12-16T20:22:23.839763] [INFO ] [sig       ] [1292/3585] Completed FOXF in 0.3s | 2.94 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-16T20:22:23.839809] [INFO ] [sig       ] [1293/3585] Forecasting FPF...
[2025-12-16T20:22:23.839846] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-16T20:22:23.839882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-16T20:22:23.851597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-16T20:22:23.851933] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-16T20:22:23.852693] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-16T20:22:23.852744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:23.852776] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:23.852802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:23.852856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:23.910959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:23.911815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:23.911910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:23.911949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:24.031009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:24.031159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:24.031196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:24.031224] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:24.034514] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=94.89%)
[2025-12-16T20:22:24.034798] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-16T20:22:24.034919] [INFO ] [sig       ] FPF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:24.176893] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FPF.txt
[2025-12-16T20:22:24.177042] [INFO ] [sig       ] [1293/3585] Completed FPF in 0.3s | 2.94 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-16T20:22:24.177082] [INFO ] [sig       ] [1294/3585] Forecasting FPH...
[2025-12-16T20:22:24.177111] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-16T20:22:24.177140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-16T20:22:24.188934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-16T20:22:24.189281] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-16T20:22:24.190057] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-16T20:22:24.190110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:24.190141] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:24.190167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:24.190222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:24.247412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:24.248124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:24.248201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:24.248234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:24.366643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:24.366752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:24.366786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:24.366813] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:24.369994] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=72.02%)
[2025-12-16T20:22:24.370254] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-16T20:22:24.370371] [INFO ] [sig       ] FPH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:24.511447] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FPH.txt
[2025-12-16T20:22:24.511597] [INFO ] [sig       ] [1294/3585] Completed FPH in 0.3s | 2.94 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-16T20:22:24.511639] [INFO ] [sig       ] [1295/3585] Forecasting FPI...
[2025-12-16T20:22:24.511668] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-16T20:22:24.511696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-16T20:22:24.523546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-16T20:22:24.523834] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-16T20:22:24.524608] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-16T20:22:24.524661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:24.524693] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:24.524721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:24.524776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:24.581999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:24.582563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:24.582679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:24.582711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:24.699814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:24.699907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:24.699942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:24.699970] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:24.703079] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=70.52%)
[2025-12-16T20:22:24.703507] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-16T20:22:24.703652] [INFO ] [sig       ] FPI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:24.842113] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FPI.txt
[2025-12-16T20:22:24.842222] [INFO ] [sig       ] [1295/3585] Completed FPI in 0.3s | 2.94 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-16T20:22:24.842266] [INFO ] [sig       ] [1296/3585] Forecasting FPXI...
[2025-12-16T20:22:24.842296] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-16T20:22:24.842326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-16T20:22:24.853555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-16T20:22:24.853869] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-16T20:22:24.854620] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-16T20:22:24.854670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:24.854704] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:24.854731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:24.854786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:24.911565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:24.912362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:24.912457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:24.912489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:25.022798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:25.022945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:25.022987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:25.023016] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:25.026356] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: UP (p=97.11%)
[2025-12-16T20:22:25.026653] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-16T20:22:25.026772] [INFO ] [sig       ] FPXI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:25.164795] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FPXI.txt
[2025-12-16T20:22:25.164942] [INFO ] [sig       ] [1296/3585] Completed FPXI in 0.3s | 2.94 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-16T20:22:25.164989] [INFO ] [sig       ] [1297/3585] Forecasting FRA...
[2025-12-16T20:22:25.165019] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-16T20:22:25.165048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-16T20:22:25.176472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-16T20:22:25.176757] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-16T20:22:25.177717] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-16T20:22:25.177767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:25.177798] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:25.177824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:25.177879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:25.234097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:25.234698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:25.234777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:25.234808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:25.355267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:25.355378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:25.355413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:25.355441] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:25.358604] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-12-16T20:22:25.358865] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-16T20:22:25.358998] [INFO ] [sig       ] FRA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:25.495516] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FRA.txt
[2025-12-16T20:22:25.495641] [INFO ] [sig       ] [1297/3585] Completed FRA in 0.3s | 2.94 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-16T20:22:25.495681] [INFO ] [sig       ] [1298/3585] Forecasting FRBA...
[2025-12-16T20:22:25.495710] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-16T20:22:25.495739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-16T20:22:25.506970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-16T20:22:25.507226] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-16T20:22:25.507982] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-16T20:22:25.508033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:25.508248] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:25.508274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:25.508329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:25.564208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:25.564813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:25.564901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:25.564940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:25.681048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:25.681160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:25.681196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:25.681223] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:25.684357] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: UP (p=68.05%)
[2025-12-16T20:22:25.684632] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-16T20:22:25.684750] [INFO ] [sig       ] FRBA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:25.822394] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FRBA.txt
[2025-12-16T20:22:25.822533] [INFO ] [sig       ] [1298/3585] Completed FRBA in 0.3s | 2.94 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-16T20:22:25.822588] [INFO ] [sig       ] [1299/3585] Forecasting FRGE...
[2025-12-16T20:22:25.822621] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-12-16T20:22:25.822651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-12-16T20:22:25.834493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-12-16T20:22:25.834778] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-12-16T20:22:25.835763] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-12-16T20:22:25.835814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:25.835845] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:25.835872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:25.835926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:25.894334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:25.894978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:25.895062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:25.895094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:26.021556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:26.021724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:26.021777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:26.021807] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:26.025061] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=60.51%)
[2025-12-16T20:22:26.025326] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-12-16T20:22:26.025444] [INFO ] [sig       ] FRGE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:26.162615] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FRGE.txt
[2025-12-16T20:22:26.162731] [INFO ] [sig       ] [1299/3585] Completed FRGE in 0.3s | 2.94 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-16T20:22:26.162769] [INFO ] [sig       ] [1300/3585] Forecasting FRHC...
[2025-12-16T20:22:26.162800] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-16T20:22:26.162830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-16T20:22:26.174389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-16T20:22:26.174724] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-16T20:22:26.175489] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-16T20:22:26.175541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:26.175593] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:26.175635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:26.175697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:26.235237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:26.236110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:26.236197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:26.236231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:26.357314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:26.357468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:26.357511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:26.357544] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:26.361309] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=88.56%)
[2025-12-16T20:22:26.361614] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-16T20:22:26.361748] [INFO ] [sig       ] FRHC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:26.527832] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FRHC.txt
[2025-12-16T20:22:26.528012] [INFO ] [sig       ] [1300/3585] Completed FRHC in 0.4s | 2.94 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-16T20:22:26.528057] [INFO ] [sig       ] [1301/3585] Forecasting FRME...
[2025-12-16T20:22:26.528087] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-16T20:22:26.528123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-16T20:22:26.539666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-16T20:22:26.540014] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-16T20:22:26.540788] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-16T20:22:26.540840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:26.540878] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:26.540911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:26.540980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:26.614837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:26.616284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:26.616474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:26.616533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:26.751632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:26.751795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:26.751836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:26.751867] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:26.755813] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=10.69%)
[2025-12-16T20:22:26.756358] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-16T20:22:26.756503] [INFO ] [sig       ] FRME: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:26.925421] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FRME.txt
[2025-12-16T20:22:26.925597] [INFO ] [sig       ] [1301/3585] Completed FRME in 0.4s | 2.94 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-16T20:22:26.925640] [INFO ] [sig       ] [1302/3585] Forecasting FRO...
[2025-12-16T20:22:26.925673] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-16T20:22:26.925705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-16T20:22:26.942897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-16T20:22:26.943585] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-16T20:22:26.944862] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-16T20:22:26.944926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:26.945013] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:26.945246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:26.945328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:27.008716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:27.009787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:27.009882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:27.009915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:27.143600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:27.143759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:27.143801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:27.143830] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:27.147655] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=6.25%)
[2025-12-16T20:22:27.147984] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-16T20:22:27.148123] [INFO ] [sig       ] FRO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:27.300890] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FRO.txt
[2025-12-16T20:22:27.301032] [INFO ] [sig       ] [1302/3585] Completed FRO in 0.4s | 2.94 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-16T20:22:27.301072] [INFO ] [sig       ] [1303/3585] Forecasting FROG...
[2025-12-16T20:22:27.301103] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-16T20:22:27.301135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-16T20:22:27.313535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-16T20:22:27.313876] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-16T20:22:27.314643] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-16T20:22:27.314694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:27.314736] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:27.314764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:27.314819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:27.371504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:27.372128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:27.372211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:27.372242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:27.493237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:27.493391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:27.493429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:27.493457] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:27.496787] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: DOWN (p=6.15%)
[2025-12-16T20:22:27.497083] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-16T20:22:27.497202] [INFO ] [sig       ] FROG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:27.637672] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FROG.txt
[2025-12-16T20:22:27.637846] [INFO ] [sig       ] [1303/3585] Completed FROG in 0.3s | 2.94 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-16T20:22:27.637890] [INFO ] [sig       ] [1304/3585] Forecasting FRPH...
[2025-12-16T20:22:27.637926] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-16T20:22:27.637973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-16T20:22:27.650327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-16T20:22:27.650623] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-16T20:22:27.651414] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-16T20:22:27.651465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:27.651496] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:27.651522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:27.651602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:27.708052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:27.708848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:27.708928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:27.708960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:27.826826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:27.826987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:27.827032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:27.827069] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:27.830417] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=39.71%)
[2025-12-16T20:22:27.830698] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-16T20:22:27.830819] [INFO ] [sig       ] FRPH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:27.968276] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FRPH.txt
[2025-12-16T20:22:27.968413] [INFO ] [sig       ] [1304/3585] Completed FRPH in 0.3s | 2.94 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-16T20:22:27.968453] [INFO ] [sig       ] [1305/3585] Forecasting FRSH...
[2025-12-16T20:22:27.968482] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-16T20:22:27.968512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-16T20:22:27.980726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-16T20:22:27.981070] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-16T20:22:27.981849] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-16T20:22:27.981899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:27.981930] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:27.981956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:27.982011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:28.038386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:28.039084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:28.039344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:28.039376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:28.161621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:28.161766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:28.161806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:28.161864] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:28.165196] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2025-12-16T20:22:28.165465] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-16T20:22:28.165605] [INFO ] [sig       ] FRSH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:28.302738] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FRSH.txt
[2025-12-16T20:22:28.302872] [INFO ] [sig       ] [1305/3585] Completed FRSH in 0.3s | 2.94 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-16T20:22:28.302911] [INFO ] [sig       ] [1306/3585] Forecasting FRSX...
[2025-12-16T20:22:28.302943] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-16T20:22:28.302975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-16T20:22:28.316300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-16T20:22:28.316817] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-16T20:22:28.317671] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-16T20:22:28.317726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:28.317759] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:28.317786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:28.317843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:28.377645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:28.378506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:28.378612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:28.378649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:28.499453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:28.499623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:28.499665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:28.499694] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:28.503248] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: DOWN (p=32.59%)
[2025-12-16T20:22:28.503520] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-16T20:22:28.503663] [INFO ] [sig       ] FRSX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:28.648141] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FRSX.txt
[2025-12-16T20:22:28.648319] [INFO ] [sig       ] [1306/3585] Completed FRSX in 0.3s | 2.94 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-16T20:22:28.648370] [INFO ] [sig       ] [1307/3585] Forecasting FSBC...
[2025-12-16T20:22:28.648418] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-16T20:22:28.648454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-16T20:22:28.659822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-16T20:22:28.660193] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-16T20:22:28.660996] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-16T20:22:28.661049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:28.661082] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:28.661110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:28.661167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:28.722307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:28.723364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:28.723450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:28.723483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:28.851839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:28.851993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:28.852034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:28.852064] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:28.855539] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: UP (p=55.71%)
[2025-12-16T20:22:28.855841] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-16T20:22:28.855968] [INFO ] [sig       ] FSBC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:29.003510] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FSBC.txt
[2025-12-16T20:22:29.003695] [INFO ] [sig       ] [1307/3585] Completed FSBC in 0.4s | 2.94 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-16T20:22:29.003743] [INFO ] [sig       ] [1308/3585] Forecasting FSCO...
[2025-12-16T20:22:29.003774] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-16T20:22:29.003805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-16T20:22:29.017646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-12-16T20:22:29.018284] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-16T20:22:29.019361] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-16T20:22:29.019424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:29.019465] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:29.019502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:29.019598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:29.084810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:29.085705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:29.085789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:29.085822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:29.206185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:29.206337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:29.206376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:29.206406] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:29.209824] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: DOWN (p=11.50%)
[2025-12-16T20:22:29.210129] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-16T20:22:29.210261] [INFO ] [sig       ] FSCO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:29.350614] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FSCO.txt
[2025-12-16T20:22:29.350743] [INFO ] [sig       ] [1308/3585] Completed FSCO in 0.3s | 2.94 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-16T20:22:29.350782] [INFO ] [sig       ] [1309/3585] Forecasting FSK...
[2025-12-16T20:22:29.350810] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-16T20:22:29.350840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-16T20:22:29.362038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-16T20:22:29.362325] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-16T20:22:29.363084] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-16T20:22:29.363135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:29.363166] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:29.363193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:29.363249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:29.421145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:29.421792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:29.421872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:29.421905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:29.536706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:29.536820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:29.536855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:29.536883] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:29.540028] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=70.92%)
[2025-12-16T20:22:29.540292] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-16T20:22:29.540414] [INFO ] [sig       ] FSK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:29.732290] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FSK.txt
[2025-12-16T20:22:29.732422] [INFO ] [sig       ] [1309/3585] Completed FSK in 0.4s | 2.94 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-16T20:22:29.732462] [INFO ] [sig       ] [1310/3585] Forecasting FSLY...
[2025-12-16T20:22:29.732491] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-16T20:22:29.732521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-16T20:22:29.743638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-16T20:22:29.743914] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-16T20:22:29.744683] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-16T20:22:29.744734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:29.744766] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:29.744792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:29.744849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:29.800541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:29.801133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:29.801209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:29.801240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:29.922733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:29.922865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:29.922902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:29.922947] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:29.926462] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: UP (p=62.24%)
[2025-12-16T20:22:29.926743] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-16T20:22:29.926864] [INFO ] [sig       ] FSLY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:30.065976] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FSLY.txt
[2025-12-16T20:22:30.066324] [INFO ] [sig       ] [1310/3585] Completed FSLY in 0.3s | 2.94 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-16T20:22:30.066363] [INFO ] [sig       ] [1311/3585] Forecasting FSM...
[2025-12-16T20:22:30.066394] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-16T20:22:30.066423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-16T20:22:30.077472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-16T20:22:30.077776] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-16T20:22:30.078517] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-16T20:22:30.078586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:30.078621] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:30.078648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:30.078704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:30.134602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:30.135203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:30.135281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:30.135312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:30.252605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:30.252763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:30.252801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:30.252828] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:30.256300] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: UP (p=76.57%)
[2025-12-16T20:22:30.256656] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-16T20:22:30.256799] [INFO ] [sig       ] FSM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:30.411835] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FSM.txt
[2025-12-16T20:22:30.412011] [INFO ] [sig       ] [1311/3585] Completed FSM in 0.3s | 2.94 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-16T20:22:30.412062] [INFO ] [sig       ] [1312/3585] Forecasting FSS...
[2025-12-16T20:22:30.412093] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-16T20:22:30.412123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-16T20:22:30.428424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-16T20:22:30.428949] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-16T20:22:30.430223] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-16T20:22:30.430291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:30.430343] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:30.430391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:30.430481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:30.497776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:30.498769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:30.498919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:30.498978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:30.649701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:30.649896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:30.649963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:30.650015] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:30.655396] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=88.47%)
[2025-12-16T20:22:30.655978] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-16T20:22:30.656199] [INFO ] [sig       ] FSS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:30.874202] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FSS.txt
[2025-12-16T20:22:30.874409] [INFO ] [sig       ] [1312/3585] Completed FSS in 0.5s | 2.94 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-16T20:22:30.874458] [INFO ] [sig       ] [1313/3585] Forecasting FTA...
[2025-12-16T20:22:30.874492] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-16T20:22:30.874527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-16T20:22:30.904669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-16T20:22:30.909650] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-16T20:22:30.911512] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-16T20:22:30.911611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:30.911651] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:30.911681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:30.911749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:30.988396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:30.989770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:30.989901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:30.989957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:31.152434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:31.152647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:31.152703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:31.152738] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:31.157990] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=1.42%)
[2025-12-16T20:22:31.158518] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-16T20:22:31.158748] [INFO ] [sig       ] FTA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:31.338785] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FTA.txt
[2025-12-16T20:22:31.339016] [INFO ] [sig       ] [1313/3585] Completed FTA in 0.5s | 2.94 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-16T20:22:31.339076] [INFO ] [sig       ] [1314/3585] Forecasting FTAI...
[2025-12-16T20:22:31.339125] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-16T20:22:31.339201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-16T20:22:31.355059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-16T20:22:31.355595] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-16T20:22:31.356532] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-16T20:22:31.356606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:31.356643] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:31.356671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:31.356744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:31.416395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:31.417347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:31.417444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:31.417478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:31.540094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:31.540250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:31.540292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:31.540323] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:31.543780] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: DOWN (p=42.92%)
[2025-12-16T20:22:31.544088] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-16T20:22:31.544233] [INFO ] [sig       ] FTAI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:31.695217] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FTAI.txt
[2025-12-16T20:22:31.695366] [INFO ] [sig       ] [1314/3585] Completed FTAI in 0.4s | 2.94 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-16T20:22:31.695405] [INFO ] [sig       ] [1315/3585] Forecasting FTC...
[2025-12-16T20:22:31.695436] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-16T20:22:31.695465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-16T20:22:31.707477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-16T20:22:31.707875] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-16T20:22:31.708717] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-16T20:22:31.708771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:31.708806] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:31.708833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:31.708890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:31.768090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:31.768739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:31.768818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:31.768852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:31.890747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:31.890892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:31.890932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:31.890960] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:31.894371] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: UP (p=98.89%)
[2025-12-16T20:22:31.894668] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-16T20:22:31.894794] [INFO ] [sig       ] FTC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:32.040514] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FTC.txt
[2025-12-16T20:22:32.040717] [INFO ] [sig       ] [1315/3585] Completed FTC in 0.3s | 2.94 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-16T20:22:32.040760] [INFO ] [sig       ] [1316/3585] Forecasting FTCI...
[2025-12-16T20:22:32.040791] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-16T20:22:32.040821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-16T20:22:32.054474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-16T20:22:32.054858] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-16T20:22:32.055860] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-16T20:22:32.055926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:32.055959] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:32.055986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:32.056042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:32.121496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:32.122365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:32.122446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:32.122481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:32.245147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:32.245479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:32.245517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:32.245545] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:32.248845] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=8.93%)
[2025-12-16T20:22:32.249109] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-16T20:22:32.249255] [INFO ] [sig       ] FTCI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:32.387440] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FTCI.txt
[2025-12-16T20:22:32.387585] [INFO ] [sig       ] [1316/3585] Completed FTCI in 0.3s | 2.94 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-16T20:22:32.387626] [INFO ] [sig       ] [1317/3585] Forecasting FTCS...
[2025-12-16T20:22:32.387655] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-16T20:22:32.387686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-16T20:22:32.399194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-16T20:22:32.399709] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-16T20:22:32.400505] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-16T20:22:32.400559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:32.400632] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:32.400662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:32.400719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:32.459181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:32.459891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:32.459970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:32.460003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:32.579669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:32.579821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:32.579862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:32.579892] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:32.583685] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: UP (p=75.56%)
[2025-12-16T20:22:32.583964] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-16T20:22:32.584115] [INFO ] [sig       ] FTCS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:32.732345] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FTCS.txt
[2025-12-16T20:22:32.732511] [INFO ] [sig       ] [1317/3585] Completed FTCS in 0.3s | 2.94 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-16T20:22:32.732553] [INFO ] [sig       ] [1318/3585] Forecasting FTEK...
[2025-12-16T20:22:32.732601] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-16T20:22:32.732632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-16T20:22:32.744414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-16T20:22:32.744768] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-16T20:22:32.745535] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-16T20:22:32.745605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:32.745640] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:32.745667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:32.745722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:32.802690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:32.803537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:32.803637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:32.803672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:32.921833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:32.921982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:32.922022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:32.922055] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:32.925537] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: UP (p=65.35%)
[2025-12-16T20:22:32.925827] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-16T20:22:32.925950] [INFO ] [sig       ] FTEK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:33.069762] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FTEK.txt
[2025-12-16T20:22:33.069941] [INFO ] [sig       ] [1318/3585] Completed FTEK in 0.3s | 2.94 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-16T20:22:33.069989] [INFO ] [sig       ] [1319/3585] Forecasting FTGC...
[2025-12-16T20:22:33.070021] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-16T20:22:33.070050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-16T20:22:33.082073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-16T20:22:33.082458] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-16T20:22:33.083272] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-16T20:22:33.083326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:33.083387] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:33.083416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:33.083473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:33.147293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:33.148198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:33.148283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:33.148315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:33.267295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:33.267448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:33.267487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:33.267514] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:33.270965] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: DOWN (p=36.49%)
[2025-12-16T20:22:33.271240] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-16T20:22:33.271365] [INFO ] [sig       ] FTGC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:33.407587] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FTGC.txt
[2025-12-16T20:22:33.407748] [INFO ] [sig       ] [1319/3585] Completed FTGC in 0.3s | 2.94 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-16T20:22:33.407788] [INFO ] [sig       ] [1320/3585] Forecasting FTGS...
[2025-12-16T20:22:33.407819] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-16T20:22:33.407849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-16T20:22:33.419277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-16T20:22:33.419639] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-16T20:22:33.420379] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-16T20:22:33.420430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:33.420462] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:33.420488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:33.420543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:33.476731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:33.477625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:33.477711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:33.477744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:33.601364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:33.601550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:33.601615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:33.601646] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:33.605155] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=37.53%)
[2025-12-16T20:22:33.605437] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-16T20:22:33.605564] [INFO ] [sig       ] FTGS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:33.741878] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FTGS.txt
[2025-12-16T20:22:33.742003] [INFO ] [sig       ] [1320/3585] Completed FTGS in 0.3s | 2.94 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-16T20:22:33.742042] [INFO ] [sig       ] [1321/3585] Forecasting FTHI...
[2025-12-16T20:22:33.742069] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-16T20:22:33.742100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-16T20:22:33.753272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-16T20:22:33.753562] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-16T20:22:33.754312] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-16T20:22:33.754362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:33.754394] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:33.754421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:33.754476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:33.810059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:33.810740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:33.810818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:33.810849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:33.925887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:33.926032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:33.926076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:33.926109] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:33.929452] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=9.92%)
[2025-12-16T20:22:33.929732] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-16T20:22:33.929853] [INFO ] [sig       ] FTHI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:34.069253] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FTHI.txt
[2025-12-16T20:22:34.069609] [INFO ] [sig       ] [1321/3585] Completed FTHI in 0.3s | 2.94 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-16T20:22:34.069650] [INFO ] [sig       ] [1322/3585] Forecasting FTHM...
[2025-12-16T20:22:34.069679] [INFO ] [sig       ] Generating forecast for: FTHM
[2025-12-16T20:22:34.069709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'.
[2025-12-16T20:22:34.080777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHM'.
[2025-12-16T20:22:34.081070] [INFO ] [FORECASTER] Starting predict_future for FTHM
[2025-12-16T20:22:34.081843] [DEBUG] [LOCAL     ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt
[2025-12-16T20:22:34.081895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:34.081926] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:34.081951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:34.082006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:34.138362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:34.139309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:34.139607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:34.139642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:34.267085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:34.267238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:34.267277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:34.267341] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:34.271030] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: UP (p=88.39%)
[2025-12-16T20:22:34.271308] [INFO ] [FORECASTER] Completed predict_future for FTHM
[2025-12-16T20:22:34.271436] [INFO ] [sig       ] FTHM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:34.429222] [INFO ] [LOCAL     ] Saved forecast: FTHM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FTHM.txt
[2025-12-16T20:22:34.429377] [INFO ] [sig       ] [1322/3585] Completed FTHM in 0.4s | 2.94 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-16T20:22:34.429417] [INFO ] [sig       ] [1323/3585] Forecasting FTHY...
[2025-12-16T20:22:34.429449] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-16T20:22:34.429480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-16T20:22:34.441543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-16T20:22:34.441918] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-16T20:22:34.442787] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-16T20:22:34.442841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:34.442873] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:34.442900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:34.442957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:34.505041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:34.505879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:34.505977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:34.506028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:34.630875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:34.631036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:34.631074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:34.631103] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:34.634677] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=85.91%)
[2025-12-16T20:22:34.634975] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-16T20:22:34.635104] [INFO ] [sig       ] FTHY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:34.786243] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FTHY.txt
[2025-12-16T20:22:34.786383] [INFO ] [sig       ] [1323/3585] Completed FTHY in 0.4s | 2.94 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-16T20:22:34.786426] [INFO ] [sig       ] [1324/3585] Forecasting FTI...
[2025-12-16T20:22:34.786456] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-16T20:22:34.786484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-16T20:22:34.798252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-16T20:22:34.798593] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-16T20:22:34.799397] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-16T20:22:34.799449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:34.799481] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:34.799507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:34.799563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:34.856626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:34.857563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:34.857666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:34.857698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:34.979875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:34.980028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:34.980072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:34.980108] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:34.983981] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=80.89%)
[2025-12-16T20:22:34.984286] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-16T20:22:34.984410] [INFO ] [sig       ] FTI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:35.128346] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FTI.txt
[2025-12-16T20:22:35.128513] [INFO ] [sig       ] [1324/3585] Completed FTI in 0.3s | 2.94 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-16T20:22:35.128555] [INFO ] [sig       ] [1325/3585] Forecasting FTK...
[2025-12-16T20:22:35.128602] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-16T20:22:35.128635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-16T20:22:35.141637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-16T20:22:35.141962] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-16T20:22:35.142760] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-16T20:22:35.142811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:35.142842] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:35.142869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:35.142924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:35.202420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:35.203522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:35.203651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:35.203699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:35.335896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:35.336043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:35.336083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:35.336111] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:35.339606] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: UP (p=82.01%)
[2025-12-16T20:22:35.339903] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-16T20:22:35.340035] [INFO ] [sig       ] FTK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:35.478333] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FTK.txt
[2025-12-16T20:22:35.478460] [INFO ] [sig       ] [1325/3585] Completed FTK in 0.3s | 2.94 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-16T20:22:35.478499] [INFO ] [sig       ] [1326/3585] Forecasting FTLF...
[2025-12-16T20:22:35.478528] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-16T20:22:35.478557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-16T20:22:35.490272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-16T20:22:35.490654] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-16T20:22:35.491443] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-16T20:22:35.491497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:35.491530] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:35.491559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:35.491639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:35.548673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:35.549605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:35.549691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:35.549725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:35.666612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:35.666766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:35.666805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:35.666836] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:35.670317] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: UP (p=55.15%)
[2025-12-16T20:22:35.670606] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-16T20:22:35.670733] [INFO ] [sig       ] FTLF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:35.813859] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FTLF.txt
[2025-12-16T20:22:35.814018] [INFO ] [sig       ] [1326/3585] Completed FTLF in 0.3s | 2.94 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-16T20:22:35.814060] [INFO ] [sig       ] [1327/3585] Forecasting FTQI...
[2025-12-16T20:22:35.814089] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-16T20:22:35.814119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-16T20:22:35.825347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-16T20:22:35.825714] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-16T20:22:35.826477] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-16T20:22:35.826539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:35.826592] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:35.826621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:35.826678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:35.882790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:35.883648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:35.883730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:35.883762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:36.001098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:36.001245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:36.001282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:36.001310] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:36.004688] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=56.67%)
[2025-12-16T20:22:36.004956] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-16T20:22:36.005079] [INFO ] [sig       ] FTQI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:36.140746] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FTQI.txt
[2025-12-16T20:22:36.140895] [INFO ] [sig       ] [1327/3585] Completed FTQI in 0.3s | 2.94 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-16T20:22:36.140935] [INFO ] [sig       ] [1328/3585] Forecasting FTRE...
[2025-12-16T20:22:36.140964] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-16T20:22:36.140995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-16T20:22:36.152593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-16T20:22:36.152911] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-16T20:22:36.153758] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-16T20:22:36.153812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:36.153845] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:36.153872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:36.153930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:36.218947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:36.219868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:36.219953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:36.219985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:36.342499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:36.342666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:36.342706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:36.342735] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:36.346027] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=15.71%)
[2025-12-16T20:22:36.346294] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-16T20:22:36.346412] [INFO ] [sig       ] FTRE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:36.483900] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FTRE.txt
[2025-12-16T20:22:36.484059] [INFO ] [sig       ] [1328/3585] Completed FTRE in 0.3s | 2.94 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-16T20:22:36.484099] [INFO ] [sig       ] [1329/3585] Forecasting FTRI...
[2025-12-16T20:22:36.484129] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-16T20:22:36.484159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-16T20:22:36.495439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-16T20:22:36.495811] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-16T20:22:36.496565] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-16T20:22:36.496636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:36.496669] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:36.496696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:36.496751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:36.552656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:36.553473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:36.553608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:36.553643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:36.676822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:36.677007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:36.677055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:36.677085] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:36.681054] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: DOWN (p=18.11%)
[2025-12-16T20:22:36.681346] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-16T20:22:36.681471] [INFO ] [sig       ] FTRI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:36.818930] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FTRI.txt
[2025-12-16T20:22:36.819081] [INFO ] [sig       ] [1329/3585] Completed FTRI in 0.3s | 2.94 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-16T20:22:36.819120] [INFO ] [sig       ] [1330/3585] Forecasting FTS...
[2025-12-16T20:22:36.819170] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-16T20:22:36.819200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-16T20:22:36.831403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-16T20:22:36.831793] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-16T20:22:36.832596] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-16T20:22:36.832648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:36.832679] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:36.832706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:36.832762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:36.890328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:36.891561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:36.891662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:36.891694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:37.012602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:37.012753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:37.012793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:37.012821] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:37.016104] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=21.13%)
[2025-12-16T20:22:37.016381] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-16T20:22:37.016510] [INFO ] [sig       ] FTS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:37.151755] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FTS.txt
[2025-12-16T20:22:37.151911] [INFO ] [sig       ] [1330/3585] Completed FTS in 0.3s | 2.94 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-16T20:22:37.151956] [INFO ] [sig       ] [1331/3585] Forecasting FTSL...
[2025-12-16T20:22:37.151986] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-16T20:22:37.152015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-16T20:22:37.163188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-16T20:22:37.163510] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-16T20:22:37.164283] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-16T20:22:37.164335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:37.164366] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:37.164392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:37.164446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:37.221552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:37.222391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:37.222477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:37.222509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:37.337301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:37.337453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:37.337492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:37.337520] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:37.340931] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=65.00%)
[2025-12-16T20:22:37.341215] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-16T20:22:37.341347] [INFO ] [sig       ] FTSL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:37.482784] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FTSL.txt
[2025-12-16T20:22:37.482955] [INFO ] [sig       ] [1331/3585] Completed FTSL in 0.3s | 2.94 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-16T20:22:37.482998] [INFO ] [sig       ] [1332/3585] Forecasting FTSM...
[2025-12-16T20:22:37.483026] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-16T20:22:37.483054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-16T20:22:37.495203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-16T20:22:37.495548] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-16T20:22:37.496339] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-16T20:22:37.496390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:37.496422] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:37.496448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:37.496504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:37.554674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:37.555479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:37.555565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:37.555618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:37.659461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:37.659628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:37.659670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:37.659700] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:37.663137] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=81.80%)
[2025-12-16T20:22:37.663508] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-16T20:22:37.663684] [INFO ] [sig       ] FTSM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:37.806015] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FTSM.txt
[2025-12-16T20:22:37.806179] [INFO ] [sig       ] [1332/3585] Completed FTSM in 0.3s | 2.94 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-16T20:22:37.806219] [INFO ] [sig       ] [1333/3585] Forecasting FTXL...
[2025-12-16T20:22:37.806249] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-16T20:22:37.806278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-16T20:22:37.817719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-16T20:22:37.818077] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-16T20:22:37.818905] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-16T20:22:37.818959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:37.818992] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:37.819020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:37.819079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:37.877074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:37.877872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:37.877955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:37.877990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:38.000319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:38.000471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:38.000511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:38.000540] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:38.004000] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-12-16T20:22:38.004279] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-16T20:22:38.004402] [INFO ] [sig       ] FTXL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:38.146382] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FTXL.txt
[2025-12-16T20:22:38.146537] [INFO ] [sig       ] [1333/3585] Completed FTXL in 0.3s | 2.94 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-16T20:22:38.146601] [INFO ] [sig       ] [1334/3585] Forecasting FTXN...
[2025-12-16T20:22:38.146635] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-16T20:22:38.146668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-16T20:22:38.158371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-16T20:22:38.158742] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-16T20:22:38.159522] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-16T20:22:38.159589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:38.159623] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:38.159650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:38.159705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:38.215240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:38.216086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:38.216167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:38.216200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:38.330219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:38.330375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:38.330430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:38.330458] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:38.333743] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=78.32%)
[2025-12-16T20:22:38.334001] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-16T20:22:38.334117] [INFO ] [sig       ] FTXN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:38.471200] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FTXN.txt
[2025-12-16T20:22:38.471337] [INFO ] [sig       ] [1334/3585] Completed FTXN in 0.3s | 2.94 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-16T20:22:38.471377] [INFO ] [sig       ] [1335/3585] Forecasting FTXO...
[2025-12-16T20:22:38.471406] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-16T20:22:38.471435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-16T20:22:38.483652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-16T20:22:38.484011] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-16T20:22:38.484773] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-16T20:22:38.484824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:38.484856] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:38.484883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:38.484939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:38.542684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:38.543479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:38.543559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:38.543609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:38.667487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:38.667662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:38.667702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:38.667731] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:38.671139] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: UP (p=79.80%)
[2025-12-16T20:22:38.671454] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-16T20:22:38.671603] [INFO ] [sig       ] FTXO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:38.809187] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FTXO.txt
[2025-12-16T20:22:38.809318] [INFO ] [sig       ] [1335/3585] Completed FTXO in 0.3s | 2.94 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-16T20:22:38.809358] [INFO ] [sig       ] [1336/3585] Forecasting FUBO...
[2025-12-16T20:22:38.809388] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-16T20:22:38.809417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-16T20:22:38.821346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-16T20:22:38.821727] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-16T20:22:38.822486] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-16T20:22:38.822536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:38.822612] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:38.822642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:38.822697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:38.881977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:38.882910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:38.882991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:38.883024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:39.006073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:39.006232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:39.006270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:39.006297] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:39.009633] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=90.69%)
[2025-12-16T20:22:39.009898] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-16T20:22:39.010016] [INFO ] [sig       ] FUBO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:39.152598] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FUBO.txt
[2025-12-16T20:22:39.152759] [INFO ] [sig       ] [1336/3585] Completed FUBO in 0.3s | 2.94 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-16T20:22:39.152801] [INFO ] [sig       ] [1337/3585] Forecasting FUL...
[2025-12-16T20:22:39.152830] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-16T20:22:39.152858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-16T20:22:39.165966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-16T20:22:39.166383] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-16T20:22:39.167242] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-16T20:22:39.167309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:39.167342] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:39.167369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:39.167427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:39.232076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:39.233138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:39.233248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:39.233293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:39.361438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:39.361612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:39.361655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:39.361685] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:39.365186] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2025-12-16T20:22:39.365466] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-16T20:22:39.365609] [INFO ] [sig       ] FUL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:39.509262] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FUL.txt
[2025-12-16T20:22:39.509422] [INFO ] [sig       ] [1337/3585] Completed FUL in 0.4s | 2.94 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-16T20:22:39.509463] [INFO ] [sig       ] [1338/3585] Forecasting FULC...
[2025-12-16T20:22:39.509492] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-16T20:22:39.509522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-16T20:22:39.522889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-16T20:22:39.523243] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-16T20:22:39.524063] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-16T20:22:39.524115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:39.524160] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:39.524190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:39.524249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:39.589342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:39.590243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:39.590348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:39.590392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:39.736238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:39.736409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:39.736456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:39.736495] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:39.740789] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=10.54%)
[2025-12-16T20:22:39.741101] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-16T20:22:39.741242] [INFO ] [sig       ] FULC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:39.884149] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FULC.txt
[2025-12-16T20:22:39.884306] [INFO ] [sig       ] [1338/3585] Completed FULC in 0.4s | 2.94 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-16T20:22:39.884346] [INFO ] [sig       ] [1339/3585] Forecasting FUN...
[2025-12-16T20:22:39.884376] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-16T20:22:39.884406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-16T20:22:39.897202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-16T20:22:39.897565] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-16T20:22:39.898415] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-16T20:22:39.898467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:39.898499] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:39.898700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:39.898759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:39.957120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:39.957968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:39.958071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:39.958115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:40.081206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:40.081364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:40.081405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:40.081470] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:40.084898] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=30.29%)
[2025-12-16T20:22:40.085182] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-16T20:22:40.085314] [INFO ] [sig       ] FUN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:40.231540] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FUN.txt
[2025-12-16T20:22:40.231720] [INFO ] [sig       ] [1339/3585] Completed FUN in 0.3s | 2.94 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-16T20:22:40.231764] [INFO ] [sig       ] [1340/3585] Forecasting FUNC...
[2025-12-16T20:22:40.231795] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-16T20:22:40.232008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-16T20:22:40.245347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-16T20:22:40.245764] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-16T20:22:40.246749] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-16T20:22:40.246803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:40.246835] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:40.246861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:40.246916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:40.303925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:40.304663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:40.304744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:40.304777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:40.421903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:40.422054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:40.422095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:40.422125] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:40.425498] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: DOWN (p=49.59%)
[2025-12-16T20:22:40.425792] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-16T20:22:40.425921] [INFO ] [sig       ] FUNC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:40.569073] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FUNC.txt
[2025-12-16T20:22:40.569228] [INFO ] [sig       ] [1340/3585] Completed FUNC in 0.3s | 2.94 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-16T20:22:40.569269] [INFO ] [sig       ] [1341/3585] Forecasting FUND...
[2025-12-16T20:22:40.569298] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-16T20:22:40.569328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-16T20:22:40.581352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-16T20:22:40.581682] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-16T20:22:40.582424] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-16T20:22:40.582476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:40.582507] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:40.582534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:40.582606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:40.641477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:40.642184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:40.642277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:40.642316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:40.758197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:40.758350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:40.758390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:40.758420] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:40.761815] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: DOWN (p=43.75%)
[2025-12-16T20:22:40.762080] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-16T20:22:40.762201] [INFO ] [sig       ] FUND: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:40.899215] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FUND.txt
[2025-12-16T20:22:40.899345] [INFO ] [sig       ] [1341/3585] Completed FUND in 0.3s | 2.94 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-16T20:22:40.899385] [INFO ] [sig       ] [1342/3585] Forecasting FVCB...
[2025-12-16T20:22:40.899421] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-16T20:22:40.899453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-16T20:22:40.910794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-16T20:22:40.911117] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-16T20:22:40.911885] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-16T20:22:40.911937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:40.911967] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:40.911994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:40.912049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:40.967618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:40.968408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:40.968696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:40.968730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:41.077256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:41.077406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:41.077445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:41.077473] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:41.080835] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-12-16T20:22:41.081107] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-16T20:22:41.081232] [INFO ] [sig       ] FVCB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:41.221510] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FVCB.txt
[2025-12-16T20:22:41.221682] [INFO ] [sig       ] [1342/3585] Completed FVCB in 0.3s | 2.94 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-16T20:22:41.221724] [INFO ] [sig       ] [1343/3585] Forecasting FWONA...
[2025-12-16T20:22:41.221754] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-16T20:22:41.221784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-16T20:22:41.233610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-16T20:22:41.233951] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-16T20:22:41.234716] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-16T20:22:41.234766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:41.234798] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:41.234825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:41.234881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:41.294730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:41.295853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:41.295944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:41.295978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:41.420440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:41.420611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:41.420653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:41.420683] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:41.424041] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: UP (p=87.17%)
[2025-12-16T20:22:41.424317] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-16T20:22:41.424671] [INFO ] [sig       ] FWONA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:41.568190] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FWONA.txt
[2025-12-16T20:22:41.568343] [INFO ] [sig       ] [1343/3585] Completed FWONA in 0.3s | 2.94 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-16T20:22:41.568384] [INFO ] [sig       ] [1344/3585] Forecasting FWONK...
[2025-12-16T20:22:41.568414] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-16T20:22:41.568444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-16T20:22:41.580001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-16T20:22:41.580287] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-16T20:22:41.581320] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-16T20:22:41.581385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:41.581423] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:41.581451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:41.581509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:41.639367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:41.640115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:41.640196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:41.640236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:41.759795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:41.759962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:41.760000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:41.760028] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:41.763328] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=98.48%)
[2025-12-16T20:22:41.763616] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-16T20:22:41.763741] [INFO ] [sig       ] FWONK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:41.901851] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FWONK.txt
[2025-12-16T20:22:41.901993] [INFO ] [sig       ] [1344/3585] Completed FWONK in 0.3s | 2.94 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-16T20:22:41.902032] [INFO ] [sig       ] [1345/3585] Forecasting FWRD...
[2025-12-16T20:22:41.902062] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-16T20:22:41.902092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-16T20:22:41.913378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-16T20:22:41.913702] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-16T20:22:41.914435] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-16T20:22:41.914486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:41.914517] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:41.914543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:41.914621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:41.972205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:41.972985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:41.973065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:41.973096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:42.100003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:42.100157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:42.100216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:42.100245] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:42.103872] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: DOWN (p=31.94%)
[2025-12-16T20:22:42.104143] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-16T20:22:42.104272] [INFO ] [sig       ] FWRD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:42.243787] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/FWRD.txt
[2025-12-16T20:22:42.243930] [INFO ] [sig       ] [1345/3585] Completed FWRD in 0.3s | 2.94 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-16T20:22:42.243969] [INFO ] [sig       ] [1346/3585] Forecasting FWRG...
[2025-12-16T20:22:42.243998] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-16T20:22:42.244028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-16T20:22:42.255805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-16T20:22:42.256109] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-16T20:22:42.256863] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-16T20:22:42.256916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:42.256947] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:42.256975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:42.257029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:42.314630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:42.315303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:42.315408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:42.315441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:42.436346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:42.436502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:42.436541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:42.436588] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:42.440139] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: UP (p=86.69%)
[2025-12-16T20:22:42.440623] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-16T20:22:42.440750] [INFO ] [sig       ] FWRG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:42.577646] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FWRG.txt
[2025-12-16T20:22:42.577786] [INFO ] [sig       ] [1346/3585] Completed FWRG in 0.3s | 2.94 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-16T20:22:42.577826] [INFO ] [sig       ] [1347/3585] Forecasting FYC...
[2025-12-16T20:22:42.577856] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-16T20:22:42.577886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-16T20:22:42.589273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-16T20:22:42.589602] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-16T20:22:42.590336] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-16T20:22:42.590387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:42.590419] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:42.590445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:42.590500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:42.646186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:42.646940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:42.647035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:42.647068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:42.770614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:42.770763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:42.770805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:42.770834] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:42.774263] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: UP (p=80.68%)
[2025-12-16T20:22:42.774566] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-16T20:22:42.774710] [INFO ] [sig       ] FYC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:42.927444] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FYC.txt
[2025-12-16T20:22:42.927614] [INFO ] [sig       ] [1347/3585] Completed FYC in 0.3s | 2.94 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-16T20:22:42.927662] [INFO ] [sig       ] [1348/3585] Forecasting FYX...
[2025-12-16T20:22:42.927695] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-16T20:22:42.927737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-16T20:22:42.940076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-16T20:22:42.940470] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-16T20:22:42.941327] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-16T20:22:42.941382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:42.941423] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:42.941458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:42.941517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:43.004736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:43.005500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:43.005608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:43.005650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:43.133883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:43.134034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:43.134075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:43.134105] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:43.137879] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: UP (p=75.60%)
[2025-12-16T20:22:43.138154] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-16T20:22:43.138283] [INFO ] [sig       ] FYX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:43.277638] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/FYX.txt
[2025-12-16T20:22:43.277776] [INFO ] [sig       ] [1348/3585] Completed FYX in 0.4s | 2.94 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-16T20:22:43.277814] [INFO ] [sig       ] [1349/3585] Forecasting G...
[2025-12-16T20:22:43.277843] [INFO ] [sig       ] Generating forecast for: G
[2025-12-16T20:22:43.277873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-16T20:22:43.288854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-16T20:22:43.289172] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-16T20:22:43.290002] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-16T20:22:43.290054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:43.290087] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:43.290127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:43.290185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:43.351186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:43.352191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:43.352276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:43.352312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:43.482282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:43.482427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:43.482466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:43.482495] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:43.485757] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=96.23%)
[2025-12-16T20:22:43.486024] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-16T20:22:43.486140] [INFO ] [sig       ] G: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:43.627183] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/G.txt
[2025-12-16T20:22:43.627365] [INFO ] [sig       ] [1349/3585] Completed G in 0.3s | 2.94 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-16T20:22:43.627413] [INFO ] [sig       ] [1350/3585] Forecasting GAB...
[2025-12-16T20:22:43.627445] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-16T20:22:43.627475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-16T20:22:43.639830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-16T20:22:43.640109] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-16T20:22:43.640902] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-16T20:22:43.640953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:43.640985] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:43.641012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:43.641068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:43.699904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:43.700543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:43.700642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:43.700676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:43.823897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:43.824039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:43.824082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:43.824111] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:43.827495] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=75.99%)
[2025-12-16T20:22:43.827783] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-16T20:22:43.827907] [INFO ] [sig       ] GAB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:43.967133] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GAB.txt
[2025-12-16T20:22:43.967268] [INFO ] [sig       ] [1350/3585] Completed GAB in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-16T20:22:43.967316] [INFO ] [sig       ] [1351/3585] Forecasting GABC...
[2025-12-16T20:22:43.967355] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-16T20:22:43.967394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-16T20:22:43.978964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-16T20:22:43.979284] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-16T20:22:43.980108] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-16T20:22:43.980160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:43.980192] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:43.980221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:43.980278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:44.039710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:44.040523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:44.040625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:44.040661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:44.156890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:44.157035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:44.157073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:44.157100] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:44.160465] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: UP (p=94.95%)
[2025-12-16T20:22:44.160752] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-16T20:22:44.160874] [INFO ] [sig       ] GABC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:44.297985] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GABC.txt
[2025-12-16T20:22:44.298113] [INFO ] [sig       ] [1351/3585] Completed GABC in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-16T20:22:44.298152] [INFO ] [sig       ] [1352/3585] Forecasting GAIA...
[2025-12-16T20:22:44.298181] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-16T20:22:44.298209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-16T20:22:44.310341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-16T20:22:44.310782] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-16T20:22:44.311679] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-16T20:22:44.311736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:44.311771] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:44.311798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:44.311855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:44.371938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:44.372883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:44.372977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:44.373010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:44.495376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:44.495530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:44.495596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:44.495629] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:44.499266] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: DOWN (p=37.85%)
[2025-12-16T20:22:44.499634] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-16T20:22:44.499779] [INFO ] [sig       ] GAIA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:44.645774] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GAIA.txt
[2025-12-16T20:22:44.645932] [INFO ] [sig       ] [1352/3585] Completed GAIA in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-16T20:22:44.645974] [INFO ] [sig       ] [1353/3585] Forecasting GAIN...
[2025-12-16T20:22:44.646003] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-16T20:22:44.646040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-16T20:22:44.658008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-16T20:22:44.658416] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-16T20:22:44.659272] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-16T20:22:44.659329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:44.659392] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:44.659422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:44.659479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:44.716319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:44.717200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:44.717292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:44.717325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:44.838001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:44.838162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:44.838201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:44.838230] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:44.841787] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: UP (p=85.76%)
[2025-12-16T20:22:44.842125] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-16T20:22:44.842266] [INFO ] [sig       ] GAIN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:44.981361] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GAIN.txt
[2025-12-16T20:22:44.981519] [INFO ] [sig       ] [1353/3585] Completed GAIN in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-16T20:22:44.981561] [INFO ] [sig       ] [1354/3585] Forecasting GAM...
[2025-12-16T20:22:44.981613] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-16T20:22:44.981646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-16T20:22:44.992791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-16T20:22:44.993138] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-16T20:22:44.993947] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-16T20:22:44.993999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:44.994031] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:44.994059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:44.994116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:45.050942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:45.051793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:45.051874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:45.051906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:45.168929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:45.169079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:45.169124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:45.169171] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:45.172942] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2025-12-16T20:22:45.173226] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-16T20:22:45.173374] [INFO ] [sig       ] GAM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:45.318659] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GAM.txt
[2025-12-16T20:22:45.319026] [INFO ] [sig       ] [1354/3585] Completed GAM in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-16T20:22:45.319067] [INFO ] [sig       ] [1355/3585] Forecasting GAMB...
[2025-12-16T20:22:45.319095] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-16T20:22:45.319125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-16T20:22:45.330796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-16T20:22:45.331186] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-16T20:22:45.332011] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-16T20:22:45.332065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:45.332097] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:45.332123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:45.332179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:45.389396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:45.390266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:45.390366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:45.390407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:45.519095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:45.519269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:45.519309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:45.519337] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:45.523118] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=49.07%)
[2025-12-16T20:22:45.523410] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-16T20:22:45.523543] [INFO ] [sig       ] GAMB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:45.665462] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GAMB.txt
[2025-12-16T20:22:45.665632] [INFO ] [sig       ] [1355/3585] Completed GAMB in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-16T20:22:45.665674] [INFO ] [sig       ] [1356/3585] Forecasting GANX...
[2025-12-16T20:22:45.665704] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-16T20:22:45.665735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-16T20:22:45.677311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-16T20:22:45.677686] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-16T20:22:45.678475] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-16T20:22:45.678528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:45.678560] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:45.678609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:45.678668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:45.738710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:45.739720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:45.739811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:45.739851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:45.862355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:45.862511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:45.862551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:45.862640] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:45.866198] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: UP (p=71.66%)
[2025-12-16T20:22:45.866505] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-16T20:22:45.866656] [INFO ] [sig       ] GANX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:46.006316] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GANX.txt
[2025-12-16T20:22:46.006475] [INFO ] [sig       ] [1356/3585] Completed GANX in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-16T20:22:46.006516] [INFO ] [sig       ] [1357/3585] Forecasting GASS...
[2025-12-16T20:22:46.006545] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-16T20:22:46.006594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-16T20:22:46.017484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-16T20:22:46.017791] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-16T20:22:46.018533] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-16T20:22:46.018608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:46.018643] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:46.018669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:46.018725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:46.078622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:46.079716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:46.079803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:46.079836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:46.206088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:46.206238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:46.206279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:46.206307] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:46.209666] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=42.26%)
[2025-12-16T20:22:46.209948] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-16T20:22:46.210073] [INFO ] [sig       ] GASS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:46.349256] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GASS.txt
[2025-12-16T20:22:46.349413] [INFO ] [sig       ] [1357/3585] Completed GASS in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-16T20:22:46.349469] [INFO ] [sig       ] [1358/3585] Forecasting GATX...
[2025-12-16T20:22:46.349500] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-16T20:22:46.349530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-16T20:22:46.362537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-16T20:22:46.363000] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-16T20:22:46.363948] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-16T20:22:46.364008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:46.364041] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:46.364068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:46.364126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:46.425707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:46.426562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:46.426668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:46.426700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:46.557274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:46.557422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:46.557461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:46.557490] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:46.560803] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-12-16T20:22:46.561070] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-16T20:22:46.561192] [INFO ] [sig       ] GATX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:46.700909] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GATX.txt
[2025-12-16T20:22:46.701063] [INFO ] [sig       ] [1358/3585] Completed GATX in 0.4s | 2.94 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-16T20:22:46.701104] [INFO ] [sig       ] [1359/3585] Forecasting GAUZ...
[2025-12-16T20:22:46.701135] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-16T20:22:46.701166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-16T20:22:46.713371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-16T20:22:46.713787] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-16T20:22:46.714649] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-16T20:22:46.714705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:46.714739] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:46.714766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:46.714823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:46.773502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:46.774404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:46.774492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:46.774527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:46.898931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:46.899084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:46.899122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:46.899181] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:46.902591] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: UP (p=56.95%)
[2025-12-16T20:22:46.902866] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-16T20:22:46.902992] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:47.055059] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GAUZ.txt
[2025-12-16T20:22:47.055279] [INFO ] [sig       ] [1359/3585] Completed GAUZ in 0.4s | 2.94 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-16T20:22:47.055333] [INFO ] [sig       ] [1360/3585] Forecasting GBAB...
[2025-12-16T20:22:47.055375] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-16T20:22:47.055418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-16T20:22:47.067386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-16T20:22:47.067958] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-16T20:22:47.068749] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-16T20:22:47.068801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:47.068833] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:47.068860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:47.068929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:47.125858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:47.126721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:47.126803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:47.126834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:47.254872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:47.255033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:47.255074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:47.255104] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:47.258794] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-16T20:22:47.259089] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-16T20:22:47.259250] [INFO ] [sig       ] GBAB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:47.404986] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GBAB.txt
[2025-12-16T20:22:47.405134] [INFO ] [sig       ] [1360/3585] Completed GBAB in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-16T20:22:47.405174] [INFO ] [sig       ] [1361/3585] Forecasting GBCI...
[2025-12-16T20:22:47.405204] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-16T20:22:47.405236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-16T20:22:47.416975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-12-16T20:22:47.417358] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-16T20:22:47.418210] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-16T20:22:47.418264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:47.418296] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:47.418323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:47.418380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:47.478962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:47.480073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:47.480176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:47.480210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:47.605169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:47.605328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:47.605367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:47.605395] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:47.608892] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=0.25%)
[2025-12-16T20:22:47.609243] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-16T20:22:47.609387] [INFO ] [sig       ] GBCI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:47.759728] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GBCI.txt
[2025-12-16T20:22:47.759880] [INFO ] [sig       ] [1361/3585] Completed GBCI in 0.4s | 2.94 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-16T20:22:47.759920] [INFO ] [sig       ] [1362/3585] Forecasting GBDC...
[2025-12-16T20:22:47.759950] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-16T20:22:47.759979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-16T20:22:47.775432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-16T20:22:47.775806] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-16T20:22:47.776847] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-16T20:22:47.776912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:47.776945] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:47.776971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:47.777027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:47.842136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:47.843183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:47.843272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:47.843306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:47.962279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:47.962426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:47.962466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:47.962496] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:47.965875] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: UP (p=99.96%)
[2025-12-16T20:22:47.966164] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-16T20:22:47.966295] [INFO ] [sig       ] GBDC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:48.109915] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GBDC.txt
[2025-12-16T20:22:48.110070] [INFO ] [sig       ] [1362/3585] Completed GBDC in 0.4s | 2.94 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-16T20:22:48.110110] [INFO ] [sig       ] [1363/3585] Forecasting GBIO...
[2025-12-16T20:22:48.110140] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-16T20:22:48.110169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-16T20:22:48.121704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-16T20:22:48.121987] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-16T20:22:48.122766] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-16T20:22:48.122817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:48.122849] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:48.122877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:48.122934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:48.181857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:48.182481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:48.182615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:48.182654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:48.302195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:48.302341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:48.302381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:48.302411] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:48.306146] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-12-16T20:22:48.306443] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-16T20:22:48.306791] [INFO ] [sig       ] GBIO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:48.453273] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GBIO.txt
[2025-12-16T20:22:48.453426] [INFO ] [sig       ] [1363/3585] Completed GBIO in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-16T20:22:48.453465] [INFO ] [sig       ] [1364/3585] Forecasting GBTG...
[2025-12-16T20:22:48.453495] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-16T20:22:48.453527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-16T20:22:48.465130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-16T20:22:48.465507] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-16T20:22:48.466351] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-16T20:22:48.466405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:48.466437] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:48.466464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:48.466521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:48.527299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:48.528239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:48.528330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:48.528362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:48.654944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:48.655101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:48.655140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:48.655168] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:48.658700] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=40.92%)
[2025-12-16T20:22:48.658987] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-16T20:22:48.659117] [INFO ] [sig       ] GBTG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:48.800952] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GBTG.txt
[2025-12-16T20:22:48.801112] [INFO ] [sig       ] [1364/3585] Completed GBTG in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-16T20:22:48.801150] [INFO ] [sig       ] [1365/3585] Forecasting GBX...
[2025-12-16T20:22:48.801180] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-16T20:22:48.801210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-16T20:22:48.812920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-12-16T20:22:48.813180] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-16T20:22:48.814202] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-16T20:22:48.814255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:48.814286] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:48.814311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:48.814367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:48.871753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:48.872480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:48.872591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:48.872625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:48.989384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:48.989544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:48.989602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:48.989631] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:48.992926] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=31.17%)
[2025-12-16T20:22:48.993200] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-16T20:22:48.993324] [INFO ] [sig       ] GBX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:49.137788] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GBX.txt
[2025-12-16T20:22:49.137921] [INFO ] [sig       ] [1365/3585] Completed GBX in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-16T20:22:49.137960] [INFO ] [sig       ] [1366/3585] Forecasting GCBC...
[2025-12-16T20:22:49.137990] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-16T20:22:49.138020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-16T20:22:49.149373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-12-16T20:22:49.149721] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-16T20:22:49.150467] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-16T20:22:49.150519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:49.150550] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:49.150597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:49.150656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:49.206868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:49.207459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:49.207535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:49.207567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:49.319858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:49.320003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:49.320040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:49.320069] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:49.323336] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-12-16T20:22:49.323619] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-16T20:22:49.323737] [INFO ] [sig       ] GCBC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:49.461813] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GCBC.txt
[2025-12-16T20:22:49.461958] [INFO ] [sig       ] [1366/3585] Completed GCBC in 0.3s | 2.94 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-16T20:22:49.461997] [INFO ] [sig       ] [1367/3585] Forecasting GCMG...
[2025-12-16T20:22:49.462025] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-16T20:22:49.462056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-16T20:22:49.473302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-16T20:22:49.473561] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-16T20:22:49.474303] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-16T20:22:49.474354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:49.474385] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:49.474411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:49.474470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:49.530789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:49.531447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:49.531527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:49.531559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:49.652938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:49.653085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:49.653124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:49.653153] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:49.656649] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: DOWN (p=48.18%)
[2025-12-16T20:22:49.656943] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-16T20:22:49.657068] [INFO ] [sig       ] GCMG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:49.796610] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GCMG.txt
[2025-12-16T20:22:49.796742] [INFO ] [sig       ] [1367/3585] Completed GCMG in 0.3s | 2.94 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-16T20:22:49.796780] [INFO ] [sig       ] [1368/3585] Forecasting GCO...
[2025-12-16T20:22:49.796809] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-16T20:22:49.796838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-16T20:22:49.808128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-12-16T20:22:49.808377] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-16T20:22:49.809130] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-16T20:22:49.809214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:49.809250] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:49.809280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:49.809350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:49.866534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:49.867148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:49.867225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:49.867257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:49.987793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:49.987942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:49.987982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:49.988012] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:49.991371] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-12-16T20:22:49.991665] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-16T20:22:49.991802] [INFO ] [sig       ] GCO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:50.129692] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GCO.txt
[2025-12-16T20:22:50.129829] [INFO ] [sig       ] [1368/3585] Completed GCO in 0.3s | 2.94 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-16T20:22:50.129869] [INFO ] [sig       ] [1369/3585] Forecasting GD...
[2025-12-16T20:22:50.129898] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-16T20:22:50.129927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-16T20:22:50.141849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-16T20:22:50.142138] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-16T20:22:50.142940] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-16T20:22:50.142990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:50.143021] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:50.143047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:50.143102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:50.200882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:50.201766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:50.201853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:50.201887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:50.320448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:50.320630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:50.320671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:50.320699] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:50.324016] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=90.39%)
[2025-12-16T20:22:50.324289] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-16T20:22:50.324416] [INFO ] [sig       ] GD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:50.479066] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GD.txt
[2025-12-16T20:22:50.479247] [INFO ] [sig       ] [1369/3585] Completed GD in 0.3s | 2.94 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-16T20:22:50.479288] [INFO ] [sig       ] [1370/3585] Forecasting GDC...
[2025-12-16T20:22:50.479318] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-16T20:22:50.479347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-16T20:22:50.491078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-16T20:22:50.491480] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-16T20:22:50.492294] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-16T20:22:50.492347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:50.492409] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:50.492439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:50.492513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:50.553738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:50.554618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:50.554704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:50.554737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:50.677969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:50.678131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:50.678172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:50.678200] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:50.681743] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: UP (p=85.92%)
[2025-12-16T20:22:50.682075] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-16T20:22:50.682214] [INFO ] [sig       ] GDC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:50.846803] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GDC.txt
[2025-12-16T20:22:50.846959] [INFO ] [sig       ] [1370/3585] Completed GDC in 0.4s | 2.94 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-16T20:22:50.847001] [INFO ] [sig       ] [1371/3585] Forecasting GDDY...
[2025-12-16T20:22:50.847032] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-16T20:22:50.847065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-16T20:22:50.858672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-16T20:22:50.859038] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-16T20:22:50.859879] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-16T20:22:50.859933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:50.859965] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:50.859993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:50.860049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:50.918201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:50.919101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:50.919202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:50.919237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:51.038428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:51.038606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:51.038659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:51.038697] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:51.042324] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=90.57%)
[2025-12-16T20:22:51.042628] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-16T20:22:51.042760] [INFO ] [sig       ] GDDY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:51.189531] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GDDY.txt
[2025-12-16T20:22:51.189715] [INFO ] [sig       ] [1371/3585] Completed GDDY in 0.3s | 2.94 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-16T20:22:51.189756] [INFO ] [sig       ] [1372/3585] Forecasting GDEN...
[2025-12-16T20:22:51.189786] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-16T20:22:51.189816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-16T20:22:51.201184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-16T20:22:51.201555] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-16T20:22:51.202395] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-16T20:22:51.202451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:51.202487] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:51.202515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:51.202593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:51.261723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:51.262665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:51.262759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:51.262802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:51.384544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:51.384713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:51.384753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:51.384780] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:51.388211] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=20.87%)
[2025-12-16T20:22:51.388494] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-16T20:22:51.388642] [INFO ] [sig       ] GDEN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:51.534621] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GDEN.txt
[2025-12-16T20:22:51.534771] [INFO ] [sig       ] [1372/3585] Completed GDEN in 0.3s | 2.94 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-16T20:22:51.534810] [INFO ] [sig       ] [1373/3585] Forecasting GDRX...
[2025-12-16T20:22:51.534840] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-16T20:22:51.534871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-16T20:22:51.546786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-16T20:22:51.547125] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-16T20:22:51.548005] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-16T20:22:51.548058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:51.548102] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:51.548130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:51.548187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:51.610072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:51.610943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:51.611025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:51.611058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:51.728858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:51.729006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:51.729045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:51.729105] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:51.732517] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: UP (p=76.57%)
[2025-12-16T20:22:51.732815] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-16T20:22:51.732941] [INFO ] [sig       ] GDRX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:51.872471] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GDRX.txt
[2025-12-16T20:22:51.872640] [INFO ] [sig       ] [1373/3585] Completed GDRX in 0.3s | 2.94 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-16T20:22:51.872681] [INFO ] [sig       ] [1374/3585] Forecasting GDS...
[2025-12-16T20:22:51.872711] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-16T20:22:51.872743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-16T20:22:51.883751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-16T20:22:51.884114] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-16T20:22:51.884925] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-16T20:22:51.884978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:51.885009] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:51.885035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:51.885089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:51.943620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:51.944454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:51.944546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:51.944597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:52.068721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:52.068884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:52.068925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:52.068953] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:52.072527] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=10.02%)
[2025-12-16T20:22:52.072858] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-16T20:22:52.072994] [INFO ] [sig       ] GDS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:52.211840] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GDS.txt
[2025-12-16T20:22:52.212004] [INFO ] [sig       ] [1374/3585] Completed GDS in 0.3s | 2.94 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-16T20:22:52.212045] [INFO ] [sig       ] [1375/3585] Forecasting GDYN...
[2025-12-16T20:22:52.212075] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-16T20:22:52.212106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-16T20:22:52.223439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-16T20:22:52.223843] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-16T20:22:52.224658] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-16T20:22:52.224710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:52.224741] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:52.224768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:52.224824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:52.287498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:52.288401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:52.288489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:52.288523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:52.420938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:52.421087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:52.421125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:52.421154] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:52.424666] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=32.70%)
[2025-12-16T20:22:52.424947] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-16T20:22:52.425079] [INFO ] [sig       ] GDYN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:52.565916] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GDYN.txt
[2025-12-16T20:22:52.566068] [INFO ] [sig       ] [1375/3585] Completed GDYN in 0.4s | 2.94 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-16T20:22:52.566106] [INFO ] [sig       ] [1376/3585] Forecasting GE...
[2025-12-16T20:22:52.566134] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-16T20:22:52.566165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-16T20:22:52.577433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-16T20:22:52.577805] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-16T20:22:52.578604] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-16T20:22:52.578656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:52.578688] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:52.578714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:52.578769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:52.636760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:52.637590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:52.637674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:52.637705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:52.762413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:52.762566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:52.762622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:52.762650] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:52.766245] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=85.08%)
[2025-12-16T20:22:52.766518] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-16T20:22:52.766665] [INFO ] [sig       ] GE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:52.905962] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GE.txt
[2025-12-16T20:22:52.906119] [INFO ] [sig       ] [1376/3585] Completed GE in 0.3s | 2.94 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-16T20:22:52.906159] [INFO ] [sig       ] [1377/3585] Forecasting GECC...
[2025-12-16T20:22:52.906195] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-16T20:22:52.906225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-16T20:22:52.918310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-16T20:22:52.918900] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-16T20:22:52.919708] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-16T20:22:52.919760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:52.919791] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:52.919817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:52.919872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:52.977870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:52.978705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:52.978786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:52.978818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:53.102453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:53.102628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:53.102679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:53.102718] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:53.107006] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: DOWN (p=39.51%)
[2025-12-16T20:22:53.107500] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-16T20:22:53.107661] [INFO ] [sig       ] GECC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:53.263419] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GECC.txt
[2025-12-16T20:22:53.263542] [INFO ] [sig       ] [1377/3585] Completed GECC in 0.4s | 2.94 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-16T20:22:53.263610] [INFO ] [sig       ] [1378/3585] Forecasting GEF...
[2025-12-16T20:22:53.263646] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-16T20:22:53.263867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-16T20:22:53.276267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-16T20:22:53.276555] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-16T20:22:53.277631] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-16T20:22:53.277686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:53.277729] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:53.277759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:53.277818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:53.342860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:53.343511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:53.343617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:53.343657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:53.472051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:53.472188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:53.472232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:53.472263] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:53.476021] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: UP (p=70.91%)
[2025-12-16T20:22:53.476309] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-16T20:22:53.476445] [INFO ] [sig       ] GEF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:53.625101] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GEF.txt
[2025-12-16T20:22:53.625222] [INFO ] [sig       ] [1378/3585] Completed GEF in 0.4s | 2.94 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-16T20:22:53.625262] [INFO ] [sig       ] [1379/3585] Forecasting GEHC...
[2025-12-16T20:22:53.625291] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-16T20:22:53.625320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-16T20:22:53.636173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-16T20:22:53.636431] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-16T20:22:53.637178] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-16T20:22:53.637228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:53.637260] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:53.637286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:53.637341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:53.692651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:53.693317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:53.693395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:53.693426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:53.816612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:53.816742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:53.816779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:53.816807] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:53.820228] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=77.90%)
[2025-12-16T20:22:53.820496] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-16T20:22:53.820639] [INFO ] [sig       ] GEHC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:53.956729] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GEHC.txt
[2025-12-16T20:22:53.956849] [INFO ] [sig       ] [1379/3585] Completed GEHC in 0.3s | 2.94 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-16T20:22:53.956887] [INFO ] [sig       ] [1380/3585] Forecasting GEL...
[2025-12-16T20:22:53.956916] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-16T20:22:53.956946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-16T20:22:53.967959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-16T20:22:53.968226] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-16T20:22:53.968987] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-16T20:22:53.969039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:53.969069] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:53.969096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:53.969173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:54.025610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:54.026394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:54.026497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:54.026530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:54.148364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:54.148512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:54.148558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:54.148633] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:54.151943] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=77.42%)
[2025-12-16T20:22:54.152208] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-16T20:22:54.152328] [INFO ] [sig       ] GEL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:54.289200] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GEL.txt
[2025-12-16T20:22:54.289326] [INFO ] [sig       ] [1380/3585] Completed GEL in 0.3s | 2.94 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-16T20:22:54.289365] [INFO ] [sig       ] [1381/3585] Forecasting GEN...
[2025-12-16T20:22:54.289395] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-16T20:22:54.289424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-16T20:22:54.299994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-16T20:22:54.300271] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-16T20:22:54.301037] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-16T20:22:54.301088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:54.301121] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:54.301148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:54.301203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:54.359450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:54.360117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:54.360195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:54.360226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:54.479608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:54.479737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:54.479775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:54.479803] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:54.483124] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: DOWN (p=25.37%)
[2025-12-16T20:22:54.483387] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-16T20:22:54.483505] [INFO ] [sig       ] GEN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:54.620319] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GEN.txt
[2025-12-16T20:22:54.620470] [INFO ] [sig       ] [1381/3585] Completed GEN in 0.3s | 2.94 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-16T20:22:54.620530] [INFO ] [sig       ] [1382/3585] Forecasting GENI...
[2025-12-16T20:22:54.620601] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-16T20:22:54.620653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-16T20:22:54.635246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-12-16T20:22:54.635648] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-16T20:22:54.636557] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-16T20:22:54.636637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:54.636678] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:54.636712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:54.636786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:54.713996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:54.715038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:54.715126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:54.715174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:54.832710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:54.832863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:54.832901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:54.832929] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:54.836219] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=85.94%)
[2025-12-16T20:22:54.836484] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-16T20:22:54.836625] [INFO ] [sig       ] GENI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:54.971364] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GENI.txt
[2025-12-16T20:22:54.971489] [INFO ] [sig       ] [1382/3585] Completed GENI in 0.4s | 2.94 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-16T20:22:54.971528] [INFO ] [sig       ] [1383/3585] Forecasting GENK...
[2025-12-16T20:22:54.971557] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-16T20:22:54.971604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-16T20:22:54.982390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-16T20:22:54.982691] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-16T20:22:54.983443] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-16T20:22:54.983495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:54.983528] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:54.983555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:54.983640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:55.038815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:55.039428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:55.039507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:55.039538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:55.162722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:55.162853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:55.162889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:55.162918] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:55.166150] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2025-12-16T20:22:55.166410] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-16T20:22:55.166531] [INFO ] [sig       ] GENK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:55.312011] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GENK.txt
[2025-12-16T20:22:55.312196] [INFO ] [sig       ] [1383/3585] Completed GENK in 0.3s | 2.94 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-16T20:22:55.312236] [INFO ] [sig       ] [1384/3585] Forecasting GEOS...
[2025-12-16T20:22:55.312267] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-16T20:22:55.312297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-16T20:22:55.323494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-16T20:22:55.323868] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-16T20:22:55.324654] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-16T20:22:55.324706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:55.324738] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:55.324776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:55.324833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:55.381362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:55.382229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:55.382310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:55.382343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:55.503527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:55.503697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:55.503737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:55.503765] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:55.507692] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: DOWN (p=5.19%)
[2025-12-16T20:22:55.508162] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-16T20:22:55.508290] [INFO ] [sig       ] GEOS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:55.648251] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GEOS.txt
[2025-12-16T20:22:55.648403] [INFO ] [sig       ] [1384/3585] Completed GEOS in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-16T20:22:55.648444] [INFO ] [sig       ] [1385/3585] Forecasting GERN...
[2025-12-16T20:22:55.648473] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-16T20:22:55.648504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-16T20:22:55.659802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-16T20:22:55.660109] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-16T20:22:55.660878] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-16T20:22:55.660929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:55.660960] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:55.660987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:55.661043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:55.716926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:55.717817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:55.717900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:55.717932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:55.835912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:55.836064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:55.836103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:55.836132] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:55.839486] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: DOWN (p=41.01%)
[2025-12-16T20:22:55.839785] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-16T20:22:55.839911] [INFO ] [sig       ] GERN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:55.979838] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GERN.txt
[2025-12-16T20:22:55.979992] [INFO ] [sig       ] [1385/3585] Completed GERN in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-16T20:22:55.980031] [INFO ] [sig       ] [1386/3585] Forecasting GES...
[2025-12-16T20:22:55.980061] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-16T20:22:55.980091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-16T20:22:55.991958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-16T20:22:55.992294] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-16T20:22:55.993099] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-16T20:22:55.993152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:55.993184] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:55.993211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:55.993265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:56.048569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:56.049452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:56.049536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:56.049568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:56.168070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:56.168220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:56.168258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:56.168287] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:56.171723] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=96.70%)
[2025-12-16T20:22:56.172010] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-16T20:22:56.172137] [INFO ] [sig       ] GES: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:56.310760] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GES.txt
[2025-12-16T20:22:56.310910] [INFO ] [sig       ] [1386/3585] Completed GES in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-16T20:22:56.310949] [INFO ] [sig       ] [1387/3585] Forecasting GEVO...
[2025-12-16T20:22:56.310979] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-16T20:22:56.311008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-16T20:22:56.322762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-16T20:22:56.323126] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-16T20:22:56.323923] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-16T20:22:56.323974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:56.324032] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:56.324060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:56.324116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:56.379949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:56.380832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:56.380918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:56.380949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:56.502214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:56.502370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:56.502409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:56.502436] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:56.505822] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: DOWN (p=10.83%)
[2025-12-16T20:22:56.506099] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-16T20:22:56.506222] [INFO ] [sig       ] GEVO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:56.642799] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GEVO.txt
[2025-12-16T20:22:56.642950] [INFO ] [sig       ] [1387/3585] Completed GEVO in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-16T20:22:56.642990] [INFO ] [sig       ] [1388/3585] Forecasting GFF...
[2025-12-16T20:22:56.643019] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-16T20:22:56.643055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-16T20:22:56.655131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-16T20:22:56.655467] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-16T20:22:56.656466] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-16T20:22:56.656524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:56.656564] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:56.656616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:56.656672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:56.715478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:56.716367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:56.716457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:56.716489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:56.830648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:56.830805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:56.830845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:56.830873] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:56.834199] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=21.38%)
[2025-12-16T20:22:56.834469] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-16T20:22:56.834607] [INFO ] [sig       ] GFF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:56.969657] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GFF.txt
[2025-12-16T20:22:56.969810] [INFO ] [sig       ] [1388/3585] Completed GFF in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-16T20:22:56.969853] [INFO ] [sig       ] [1389/3585] Forecasting GFI...
[2025-12-16T20:22:56.969883] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-16T20:22:56.969914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-16T20:22:56.982829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-16T20:22:56.983235] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-16T20:22:56.984169] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-16T20:22:56.984223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:56.984266] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:56.984303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:56.984380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:57.048167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:57.049162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:57.049250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:57.049284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:57.183870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:57.184038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:57.184080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:57.184109] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:57.187632] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: DOWN (p=49.68%)
[2025-12-16T20:22:57.187930] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-16T20:22:57.188066] [INFO ] [sig       ] GFI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:57.341709] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GFI.txt
[2025-12-16T20:22:57.341866] [INFO ] [sig       ] [1389/3585] Completed GFI in 0.4s | 2.94 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-16T20:22:57.341905] [INFO ] [sig       ] [1390/3585] Forecasting GFL...
[2025-12-16T20:22:57.341936] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-16T20:22:57.341968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-16T20:22:57.353925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-16T20:22:57.354320] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-16T20:22:57.355120] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-16T20:22:57.355181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:57.355219] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:57.355250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:57.355317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:57.412638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:57.413490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:57.413603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:57.413638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:57.534896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:57.535254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:57.535292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:57.535355] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:57.538857] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: UP (p=92.54%)
[2025-12-16T20:22:57.539128] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-16T20:22:57.539269] [INFO ] [sig       ] GFL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:57.678037] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GFL.txt
[2025-12-16T20:22:57.678184] [INFO ] [sig       ] [1390/3585] Completed GFL in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-16T20:22:57.678224] [INFO ] [sig       ] [1391/3585] Forecasting GFS...
[2025-12-16T20:22:57.678253] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-16T20:22:57.678284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-16T20:22:57.691180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-16T20:22:57.691586] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-16T20:22:57.692351] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-16T20:22:57.692402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:57.692434] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:57.692460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:57.692515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:57.750730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:57.751839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:57.752119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:57.752150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:57.876226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:57.876374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:57.876412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:57.876440] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:57.879856] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: DOWN (p=44.41%)
[2025-12-16T20:22:57.880123] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-16T20:22:57.880243] [INFO ] [sig       ] GFS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:58.014709] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GFS.txt
[2025-12-16T20:22:58.015026] [INFO ] [sig       ] [1391/3585] Completed GFS in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-16T20:22:58.015063] [INFO ] [sig       ] [1392/3585] Forecasting GGAL...
[2025-12-16T20:22:58.015093] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-16T20:22:58.015122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-16T20:22:58.026768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-16T20:22:58.027044] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-16T20:22:58.027795] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-16T20:22:58.027845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:58.027876] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:58.027902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:58.027957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:58.083057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:58.083678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:58.083757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:58.083789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:58.198377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:58.198520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:58.198557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:58.198604] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:58.201925] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: UP (p=50.69%)
[2025-12-16T20:22:58.202187] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-16T20:22:58.202305] [INFO ] [sig       ] GGAL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:58.337868] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GGAL.txt
[2025-12-16T20:22:58.337981] [INFO ] [sig       ] [1392/3585] Completed GGAL in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-16T20:22:58.338018] [INFO ] [sig       ] [1393/3585] Forecasting GGB...
[2025-12-16T20:22:58.338045] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-16T20:22:58.338075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-16T20:22:58.349602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-16T20:22:58.349856] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-16T20:22:58.350796] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-16T20:22:58.350846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:58.350876] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:58.350902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:58.351139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:58.406356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:58.406961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:58.407035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:58.407067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:58.524983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:58.525113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:58.525150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:58.525177] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:58.528649] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=29.57%)
[2025-12-16T20:22:58.528906] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-16T20:22:58.529235] [INFO ] [sig       ] GGB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:22:58.666388] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GGB.txt
[2025-12-16T20:22:58.666497] [INFO ] [sig       ] [1393/3585] Completed GGB in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-16T20:22:58.666533] [INFO ] [sig       ] [1394/3585] Forecasting GGG...
[2025-12-16T20:22:58.666562] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-16T20:22:58.666611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-16T20:22:58.677776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-16T20:22:58.678020] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-16T20:22:58.678771] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-16T20:22:58.678822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:58.678854] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:58.678881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:58.678937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:58.734902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:58.735481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:58.735558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:58.735614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:58.853657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:58.853768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:58.853989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:58.854016] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:58.857328] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: UP (p=82.18%)
[2025-12-16T20:22:58.857608] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-16T20:22:58.857729] [INFO ] [sig       ] GGG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:58.993894] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GGG.txt
[2025-12-16T20:22:58.994005] [INFO ] [sig       ] [1394/3585] Completed GGG in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-16T20:22:58.994044] [INFO ] [sig       ] [1395/3585] Forecasting GGLL...
[2025-12-16T20:22:58.994073] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-16T20:22:58.994100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-16T20:22:59.006242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-16T20:22:59.006565] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-16T20:22:59.007374] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-16T20:22:59.007427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:59.007458] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:59.007484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:59.007539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:59.068079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:59.068970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:59.069058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:59.069092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:59.193460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:59.193634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:59.193677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:59.193706] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:59.197216] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-12-16T20:22:59.197516] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-16T20:22:59.197667] [INFO ] [sig       ] GGLL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:59.342610] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GGLL.txt
[2025-12-16T20:22:59.342766] [INFO ] [sig       ] [1395/3585] Completed GGLL in 0.3s | 2.94 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-16T20:22:59.342806] [INFO ] [sig       ] [1396/3585] Forecasting GGLS...
[2025-12-16T20:22:59.342836] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-16T20:22:59.342866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-16T20:22:59.355294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-16T20:22:59.355695] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-16T20:22:59.356467] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-16T20:22:59.356520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:59.356551] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:59.356606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:59.356665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:59.417985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:59.418830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:59.418914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:59.418949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:59.542557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:59.542749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:59.542798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:59.542832] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:59.546649] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: UP (p=87.60%)
[2025-12-16T20:22:59.547071] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-16T20:22:59.547232] [INFO ] [sig       ] GGLS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:22:59.713981] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GGLS.txt
[2025-12-16T20:22:59.714138] [INFO ] [sig       ] [1396/3585] Completed GGLS in 0.4s | 2.94 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-16T20:22:59.714181] [INFO ] [sig       ] [1397/3585] Forecasting GH...
[2025-12-16T20:22:59.714211] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-16T20:22:59.714242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-16T20:22:59.727322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-16T20:22:59.727771] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-16T20:22:59.728589] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-16T20:22:59.728657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:22:59.728690] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:22:59.728720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:22:59.728777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:22:59.787467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:22:59.788364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:22:59.788485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:22:59.788520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:22:59.920662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:22:59.920837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:22:59.920879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:22:59.920909] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:22:59.924630] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2025-12-16T20:22:59.924909] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-16T20:22:59.925228] [INFO ] [sig       ] GH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:00.072631] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GH.txt
[2025-12-16T20:23:00.072828] [INFO ] [sig       ] [1397/3585] Completed GH in 0.4s | 2.94 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-16T20:23:00.072878] [INFO ] [sig       ] [1398/3585] Forecasting GHI...
[2025-12-16T20:23:00.072927] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-16T20:23:00.072964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-16T20:23:00.088022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-16T20:23:00.088471] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-16T20:23:00.089647] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-16T20:23:00.089715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:00.089760] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:00.089798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:00.089884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:00.170647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:00.171566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:00.171702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:00.171753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:00.290716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:00.290869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:00.291102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:00.291131] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:00.294494] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: UP (p=61.18%)
[2025-12-16T20:23:00.294815] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-16T20:23:00.294944] [INFO ] [sig       ] GHI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:00.457910] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GHI.txt
[2025-12-16T20:23:00.458112] [INFO ] [sig       ] [1398/3585] Completed GHI in 0.4s | 2.94 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-16T20:23:00.458172] [INFO ] [sig       ] [1399/3585] Forecasting GHM...
[2025-12-16T20:23:00.458216] [INFO ] [sig       ] Generating forecast for: GHM
[2025-12-16T20:23:00.458260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-12-16T20:23:00.472953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-12-16T20:23:00.473396] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-12-16T20:23:00.474364] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-12-16T20:23:00.474422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:00.474454] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:00.474480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:00.474537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:00.539936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:00.540832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:00.540921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:00.540955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:00.671948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:00.672108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:00.672148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:00.672179] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:00.675729] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=86.27%)
[2025-12-16T20:23:00.676071] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-12-16T20:23:00.676211] [INFO ] [sig       ] GHM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:00.825043] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GHM.txt
[2025-12-16T20:23:00.825202] [INFO ] [sig       ] [1399/3585] Completed GHM in 0.4s | 2.94 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-16T20:23:00.825242] [INFO ] [sig       ] [1400/3585] Forecasting GHRS...
[2025-12-16T20:23:00.825271] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-16T20:23:00.825303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-16T20:23:00.837344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-16T20:23:00.837743] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-16T20:23:00.838498] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-16T20:23:00.838550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:00.838604] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:00.838634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:00.838689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:00.898149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:00.899230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:00.899318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:00.899350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:01.019233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:01.019398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:01.019436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:01.019465] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:01.022849] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: UP (p=61.95%)
[2025-12-16T20:23:01.023144] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-16T20:23:01.023274] [INFO ] [sig       ] GHRS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:01.180949] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GHRS.txt
[2025-12-16T20:23:01.181290] [INFO ] [sig       ] [1400/3585] Completed GHRS in 0.4s | 2.94 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-16T20:23:01.181337] [INFO ] [sig       ] [1401/3585] Forecasting GHY...
[2025-12-16T20:23:01.181368] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-16T20:23:01.181397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-16T20:23:01.192630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-16T20:23:01.192944] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-16T20:23:01.193707] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-16T20:23:01.193758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:01.193790] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:01.193817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:01.193872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:01.254421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:01.255520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:01.255627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:01.255662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:01.379771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:01.379928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:01.379970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:01.379999] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:01.383647] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=89.61%)
[2025-12-16T20:23:01.383932] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-16T20:23:01.384063] [INFO ] [sig       ] GHY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:01.536404] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GHY.txt
[2025-12-16T20:23:01.537338] [INFO ] [sig       ] [1401/3585] Completed GHY in 0.4s | 2.94 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-16T20:23:01.537381] [INFO ] [sig       ] [1402/3585] Forecasting GIB...
[2025-12-16T20:23:01.537410] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-16T20:23:01.537440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-16T20:23:01.549952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-12-16T20:23:01.550257] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-16T20:23:01.551021] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-16T20:23:01.551072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:01.551103] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:01.551129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:01.551184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:01.613081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:01.614064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:01.614172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:01.614205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:01.748844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:01.749235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:01.749278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:01.749312] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:01.753275] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=79.96%)
[2025-12-16T20:23:01.753601] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-16T20:23:01.753785] [INFO ] [sig       ] GIB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:01.908485] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GIB.txt
[2025-12-16T20:23:01.908664] [INFO ] [sig       ] [1402/3585] Completed GIB in 0.4s | 2.94 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-16T20:23:01.908710] [INFO ] [sig       ] [1403/3585] Forecasting GIFI...
[2025-12-16T20:23:01.908743] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-16T20:23:01.908775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-16T20:23:01.921378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-16T20:23:01.921792] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-16T20:23:01.922650] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-16T20:23:01.922707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:01.922753] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:01.922789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:01.922848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:01.989557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:01.990390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:01.990474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:01.990508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:02.119298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:02.119456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:02.119497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:02.119526] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:02.123295] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=91.62%)
[2025-12-16T20:23:02.123605] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-16T20:23:02.123739] [INFO ] [sig       ] GIFI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:02.264640] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GIFI.txt
[2025-12-16T20:23:02.264808] [INFO ] [sig       ] [1403/3585] Completed GIFI in 0.4s | 2.94 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-16T20:23:02.264854] [INFO ] [sig       ] [1404/3585] Forecasting GIII...
[2025-12-16T20:23:02.264884] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-16T20:23:02.264914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-16T20:23:02.276427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-16T20:23:02.276786] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-16T20:23:02.277807] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-16T20:23:02.277859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:02.277919] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:02.277948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:02.278007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:02.337724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:02.338779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:02.338863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:02.338897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:02.458789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:02.458939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:02.458978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:02.459023] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:02.462490] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-16T20:23:02.462804] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-16T20:23:02.462939] [INFO ] [sig       ] GIII: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:02.601469] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GIII.txt
[2025-12-16T20:23:02.601615] [INFO ] [sig       ] [1404/3585] Completed GIII in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-16T20:23:02.601656] [INFO ] [sig       ] [1405/3585] Forecasting GIL...
[2025-12-16T20:23:02.601687] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-16T20:23:02.601716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-16T20:23:02.612855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-16T20:23:02.613148] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-16T20:23:02.613953] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-16T20:23:02.614005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:02.614036] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:02.614063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:02.614118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:02.672492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:02.673338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:02.673422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:02.673456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:02.802377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:02.802530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:02.802588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:02.802622] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:02.806040] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-12-16T20:23:02.806335] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-16T20:23:02.806464] [INFO ] [sig       ] GIL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:02.950042] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GIL.txt
[2025-12-16T20:23:02.950176] [INFO ] [sig       ] [1405/3585] Completed GIL in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-16T20:23:02.950215] [INFO ] [sig       ] [1406/3585] Forecasting GILD...
[2025-12-16T20:23:02.950243] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-16T20:23:02.950273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-16T20:23:02.961433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-16T20:23:02.961743] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-16T20:23:02.962515] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-16T20:23:02.962567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:02.962621] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:02.962649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:02.962707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:03.022326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:03.023054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:03.023149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:03.023184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:03.150839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:03.151171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:03.151210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:03.151239] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:03.154566] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-12-16T20:23:03.154846] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-16T20:23:03.155156] [INFO ] [sig       ] GILD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:03.290180] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GILD.txt
[2025-12-16T20:23:03.290302] [INFO ] [sig       ] [1406/3585] Completed GILD in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-16T20:23:03.290339] [INFO ] [sig       ] [1407/3585] Forecasting GIS...
[2025-12-16T20:23:03.290369] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-16T20:23:03.290399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-16T20:23:03.301304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-16T20:23:03.301555] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-16T20:23:03.302518] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-16T20:23:03.302584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:03.302617] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:03.302643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:03.302697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:03.358253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:03.358849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:03.358925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:03.358957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:03.475140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:03.475271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:03.475308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:03.475367] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:03.478600] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: DOWN (p=14.51%)
[2025-12-16T20:23:03.478861] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-16T20:23:03.478978] [INFO ] [sig       ] GIS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:03.617099] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GIS.txt
[2025-12-16T20:23:03.617256] [INFO ] [sig       ] [1407/3585] Completed GIS in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-16T20:23:03.617314] [INFO ] [sig       ] [1408/3585] Forecasting GKOS...
[2025-12-16T20:23:03.617359] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-16T20:23:03.617400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-16T20:23:03.629474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-16T20:23:03.629901] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-16T20:23:03.630712] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-16T20:23:03.630775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:03.630814] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:03.630864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:03.630931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:03.689694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:03.690594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:03.690678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:03.690712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:03.816248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:03.816392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:03.816430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:03.816458] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:03.819727] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2025-12-16T20:23:03.819987] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-16T20:23:03.820106] [INFO ] [sig       ] GKOS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:03.959187] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GKOS.txt
[2025-12-16T20:23:03.959304] [INFO ] [sig       ] [1408/3585] Completed GKOS in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-16T20:23:03.959342] [INFO ] [sig       ] [1409/3585] Forecasting GL...
[2025-12-16T20:23:03.959372] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-16T20:23:03.959401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-16T20:23:03.971804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-16T20:23:03.972075] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-16T20:23:03.972824] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-16T20:23:03.972879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:03.972909] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:03.972936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:03.972993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:04.030156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:04.030825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:04.030917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:04.030956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:04.155036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:04.155167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:04.155204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:04.155233] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:04.158838] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=90.28%)
[2025-12-16T20:23:04.159103] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-16T20:23:04.159252] [INFO ] [sig       ] GL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:04.296752] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GL.txt
[2025-12-16T20:23:04.296867] [INFO ] [sig       ] [1409/3585] Completed GL in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-16T20:23:04.296904] [INFO ] [sig       ] [1410/3585] Forecasting GLAD...
[2025-12-16T20:23:04.296933] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-16T20:23:04.296964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-16T20:23:04.308229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-16T20:23:04.308485] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-16T20:23:04.309276] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-16T20:23:04.309328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:04.309359] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:04.309385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:04.309440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:04.367116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:04.367734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:04.367812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:04.367842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:04.483081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:04.483206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:04.483245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:04.483273] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:04.486518] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: DOWN (p=21.72%)
[2025-12-16T20:23:04.486793] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-16T20:23:04.487105] [INFO ] [sig       ] GLAD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:04.626655] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GLAD.txt
[2025-12-16T20:23:04.626776] [INFO ] [sig       ] [1410/3585] Completed GLAD in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-16T20:23:04.626813] [INFO ] [sig       ] [1411/3585] Forecasting GLBE...
[2025-12-16T20:23:04.626842] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-16T20:23:04.626871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-16T20:23:04.638470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-16T20:23:04.638746] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-16T20:23:04.639741] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-16T20:23:04.639795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:04.639829] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:04.639854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:04.639909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:04.697302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:04.697967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:04.698045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:04.698076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:04.832299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:04.832451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:04.832490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:04.832519] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:04.836056] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=78.54%)
[2025-12-16T20:23:04.836393] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-16T20:23:04.836530] [INFO ] [sig       ] GLBE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:04.973309] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GLBE.txt
[2025-12-16T20:23:04.973439] [INFO ] [sig       ] [1411/3585] Completed GLBE in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-16T20:23:04.973478] [INFO ] [sig       ] [1412/3585] Forecasting GLBS...
[2025-12-16T20:23:04.973508] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-16T20:23:04.973543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-16T20:23:04.984947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-16T20:23:04.985277] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-16T20:23:04.986195] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-16T20:23:04.986247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:04.986278] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:04.986305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:04.986360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:05.043711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:05.044400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:05.044481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:05.044513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:05.154835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:05.154982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:05.155020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:05.155049] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:05.158320] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: DOWN (p=19.96%)
[2025-12-16T20:23:05.158613] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-16T20:23:05.158734] [INFO ] [sig       ] GLBS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:05.298827] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GLBS.txt
[2025-12-16T20:23:05.298961] [INFO ] [sig       ] [1412/3585] Completed GLBS in 0.3s | 2.94 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-16T20:23:05.299000] [INFO ] [sig       ] [1413/3585] Forecasting GLDD...
[2025-12-16T20:23:05.299029] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-16T20:23:05.299057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-16T20:23:05.310782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-16T20:23:05.311087] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-16T20:23:05.311860] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-16T20:23:05.311912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:05.311943] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:05.311970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:05.312024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:05.371114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:05.371833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:05.371917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:05.371950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:05.492434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:05.492598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:05.492638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:05.492668] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:05.496003] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: UP (p=85.87%)
[2025-12-16T20:23:05.496273] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-16T20:23:05.496392] [INFO ] [sig       ] GLDD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:05.650456] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GLDD.txt
[2025-12-16T20:23:05.650633] [INFO ] [sig       ] [1413/3585] Completed GLDD in 0.4s | 2.94 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-16T20:23:05.650678] [INFO ] [sig       ] [1414/3585] Forecasting GLNG...
[2025-12-16T20:23:05.650711] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-16T20:23:05.650748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-16T20:23:05.663757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-16T20:23:05.664118] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-16T20:23:05.665076] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-16T20:23:05.665129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:05.665162] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:05.665189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:05.665245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:05.729561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:05.730567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:05.730714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:05.730757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:05.864350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:05.864504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:05.864544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:05.864591] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:05.868400] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-12-16T20:23:05.868728] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-16T20:23:05.868876] [INFO ] [sig       ] GLNG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:06.022371] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GLNG.txt
[2025-12-16T20:23:06.022520] [INFO ] [sig       ] [1414/3585] Completed GLNG in 0.4s | 2.94 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-16T20:23:06.022561] [INFO ] [sig       ] [1415/3585] Forecasting GLOB...
[2025-12-16T20:23:06.022614] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-16T20:23:06.022644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-16T20:23:06.035422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-16T20:23:06.035788] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-16T20:23:06.036621] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-16T20:23:06.036674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:06.036708] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:06.036735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:06.036792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:06.098166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:06.099103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:06.099210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:06.099244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:06.230766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:06.230923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:06.230965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:06.231048] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:06.234730] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=68.27%)
[2025-12-16T20:23:06.235078] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-16T20:23:06.235217] [INFO ] [sig       ] GLOB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:06.395470] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GLOB.txt
[2025-12-16T20:23:06.395646] [INFO ] [sig       ] [1415/3585] Completed GLOB in 0.4s | 2.94 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-16T20:23:06.395690] [INFO ] [sig       ] [1416/3585] Forecasting GLP...
[2025-12-16T20:23:06.395720] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-16T20:23:06.395750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-16T20:23:06.409218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-16T20:23:06.409570] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-16T20:23:06.410410] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-16T20:23:06.410476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:06.410513] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:06.410539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:06.410611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:06.475485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:06.476404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:06.476497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:06.476530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:06.611412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:06.611568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:06.611640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:06.611671] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:06.615660] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=85.91%)
[2025-12-16T20:23:06.615961] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-16T20:23:06.616090] [INFO ] [sig       ] GLP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:06.772012] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GLP.txt
[2025-12-16T20:23:06.772169] [INFO ] [sig       ] [1416/3585] Completed GLP in 0.4s | 2.94 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-16T20:23:06.772214] [INFO ] [sig       ] [1417/3585] Forecasting GLPG...
[2025-12-16T20:23:06.772254] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-16T20:23:06.772297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-16T20:23:06.784872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-16T20:23:06.785244] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-16T20:23:06.786173] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-16T20:23:06.786232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:06.786265] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:06.786292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:06.786355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:06.850829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:06.851673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:06.851758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:06.851790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:06.988341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:06.988513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:06.988567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:06.988617] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:06.992533] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: UP (p=96.43%)
[2025-12-16T20:23:06.992854] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-16T20:23:06.992998] [INFO ] [sig       ] GLPG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:07.146852] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GLPG.txt
[2025-12-16T20:23:07.147034] [INFO ] [sig       ] [1417/3585] Completed GLPG in 0.4s | 2.94 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-16T20:23:07.147078] [INFO ] [sig       ] [1418/3585] Forecasting GLPI...
[2025-12-16T20:23:07.147294] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-16T20:23:07.147324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-16T20:23:07.160637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-16T20:23:07.161005] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-16T20:23:07.162322] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-16T20:23:07.162378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:07.162417] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:07.162454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:07.162523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:07.223565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:07.224378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:07.224461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:07.224494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:07.353351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:07.353521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:07.353563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:07.353612] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:07.357154] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: UP (p=78.25%)
[2025-12-16T20:23:07.357500] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-16T20:23:07.357676] [INFO ] [sig       ] GLPI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:07.513289] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GLPI.txt
[2025-12-16T20:23:07.513444] [INFO ] [sig       ] [1418/3585] Completed GLPI in 0.4s | 2.94 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-16T20:23:07.513485] [INFO ] [sig       ] [1419/3585] Forecasting GLRE...
[2025-12-16T20:23:07.513515] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-16T20:23:07.513544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-16T20:23:07.526628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-16T20:23:07.526992] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-16T20:23:07.527991] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-16T20:23:07.528056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:07.528289] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:07.528316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:07.528385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:07.591524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:07.592384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:07.592472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:07.592505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:07.722210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:07.722368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:07.722407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:07.722435] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:07.726070] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: UP (p=63.73%)
[2025-12-16T20:23:07.726367] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-16T20:23:07.726534] [INFO ] [sig       ] GLRE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:07.880248] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GLRE.txt
[2025-12-16T20:23:07.880392] [INFO ] [sig       ] [1419/3585] Completed GLRE in 0.4s | 2.94 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-16T20:23:07.880441] [INFO ] [sig       ] [1420/3585] Forecasting GLSI...
[2025-12-16T20:23:07.880482] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-16T20:23:07.880524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-16T20:23:07.892220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-16T20:23:07.892598] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-16T20:23:07.893415] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-16T20:23:07.893467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:07.893500] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:07.893531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:07.893621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:07.953846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:07.954917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:07.955001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:07.955034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:08.075994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:08.076148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:08.076186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:08.076216] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:08.079555] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: UP (p=56.45%)
[2025-12-16T20:23:08.079876] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-16T20:23:08.080003] [INFO ] [sig       ] GLSI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:08.232847] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GLSI.txt
[2025-12-16T20:23:08.233050] [INFO ] [sig       ] [1420/3585] Completed GLSI in 0.4s | 2.94 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-16T20:23:08.233101] [INFO ] [sig       ] [1421/3585] Forecasting GLTO...
[2025-12-16T20:23:08.233145] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-16T20:23:08.233192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-16T20:23:08.245289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-16T20:23:08.245691] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-16T20:23:08.246545] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-16T20:23:08.246634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:08.246692] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:08.246721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:08.246789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:08.307898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:08.308753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:08.308847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:08.308886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:08.434788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:08.434956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:08.435004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:08.435034] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:08.438799] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: UP (p=89.51%)
[2025-12-16T20:23:08.439115] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-16T20:23:08.439270] [INFO ] [sig       ] GLTO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:08.596826] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GLTO.txt
[2025-12-16T20:23:08.597008] [INFO ] [sig       ] [1421/3585] Completed GLTO in 0.4s | 2.94 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-16T20:23:08.597071] [INFO ] [sig       ] [1422/3585] Forecasting GLUE...
[2025-12-16T20:23:08.597105] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-16T20:23:08.597135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-16T20:23:08.610939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-16T20:23:08.611303] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-16T20:23:08.612129] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-16T20:23:08.612189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:08.612231] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:08.612266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:08.612325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:08.672859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:08.673748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:08.673828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:08.673862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:08.789979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:08.790115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:08.790153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:08.790181] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:08.793416] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: UP (p=85.20%)
[2025-12-16T20:23:08.793700] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-16T20:23:08.793821] [INFO ] [sig       ] GLUE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:08.928325] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GLUE.txt
[2025-12-16T20:23:08.928445] [INFO ] [sig       ] [1422/3585] Completed GLUE in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-16T20:23:08.928483] [INFO ] [sig       ] [1423/3585] Forecasting GMAB...
[2025-12-16T20:23:08.928513] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-16T20:23:08.928542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-16T20:23:08.939813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-16T20:23:08.940083] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-16T20:23:08.940847] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-16T20:23:08.940899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:08.940933] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:08.940960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:08.941016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:08.996970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:08.997563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:08.997663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:08.997695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:09.119320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:09.119454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:09.119491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:09.119521] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:09.122776] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-12-16T20:23:09.123043] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-16T20:23:09.123162] [INFO ] [sig       ] GMAB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:09.262607] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GMAB.txt
[2025-12-16T20:23:09.262779] [INFO ] [sig       ] [1423/3585] Completed GMAB in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-16T20:23:09.262826] [INFO ] [sig       ] [1424/3585] Forecasting GME...
[2025-12-16T20:23:09.262857] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-16T20:23:09.262890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-16T20:23:09.274822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-16T20:23:09.275101] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-16T20:23:09.275959] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-16T20:23:09.276016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:09.276057] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:09.276087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:09.276154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:09.339592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:09.340191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:09.340269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:09.340300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:09.462492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:09.462661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:09.462701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:09.462761] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:09.466031] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: UP (p=92.16%)
[2025-12-16T20:23:09.466292] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-16T20:23:09.466421] [INFO ] [sig       ] GME: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:09.617030] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GME.txt
[2025-12-16T20:23:09.617165] [INFO ] [sig       ] [1424/3585] Completed GME in 0.4s | 2.94 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-16T20:23:09.617215] [INFO ] [sig       ] [1425/3585] Forecasting GMED...
[2025-12-16T20:23:09.617248] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-16T20:23:09.617278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-16T20:23:09.629530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-16T20:23:09.629877] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-16T20:23:09.630746] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-16T20:23:09.630799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:09.630830] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:09.630858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:09.630929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:09.687134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:09.687788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:09.687887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:09.687927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:09.808274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:09.808409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:09.808448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:09.808475] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:09.811778] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=12.32%)
[2025-12-16T20:23:09.812044] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-16T20:23:09.812163] [INFO ] [sig       ] GMED: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:09.949453] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GMED.txt
[2025-12-16T20:23:09.949595] [INFO ] [sig       ] [1425/3585] Completed GMED in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-16T20:23:09.949638] [INFO ] [sig       ] [1426/3585] Forecasting GMM...
[2025-12-16T20:23:09.949668] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-16T20:23:09.949699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-16T20:23:09.960439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-16T20:23:09.960808] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-16T20:23:09.961631] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-16T20:23:09.961683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:09.961716] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:09.961744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:09.961803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:10.017883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:10.018485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:10.018567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:10.018618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:10.128983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:10.129135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:10.129202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:10.129233] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:10.132593] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: UP (p=72.43%)
[2025-12-16T20:23:10.132877] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-16T20:23:10.133001] [INFO ] [sig       ] GMM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:10.270777] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GMM.txt
[2025-12-16T20:23:10.270903] [INFO ] [sig       ] [1426/3585] Completed GMM in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-16T20:23:10.270946] [INFO ] [sig       ] [1427/3585] Forecasting GMRE...
[2025-12-16T20:23:10.270975] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-16T20:23:10.271005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-16T20:23:10.281599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-16T20:23:10.281881] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-16T20:23:10.282802] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-16T20:23:10.282852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:10.282883] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:10.282909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:10.282963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:10.339517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:10.340123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:10.340202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:10.340234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:10.461209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:10.461356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:10.461394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:10.461423] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:10.464846] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: DOWN (p=11.41%)
[2025-12-16T20:23:10.465146] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-16T20:23:10.465270] [INFO ] [sig       ] GMRE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:10.604197] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GMRE.txt
[2025-12-16T20:23:10.604316] [INFO ] [sig       ] [1427/3585] Completed GMRE in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-16T20:23:10.604353] [INFO ] [sig       ] [1428/3585] Forecasting GNE...
[2025-12-16T20:23:10.604381] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-16T20:23:10.604410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-16T20:23:10.616097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-16T20:23:10.616379] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-16T20:23:10.617147] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-16T20:23:10.617199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:10.617232] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:10.617259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:10.617317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:10.674431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:10.675068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:10.675145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:10.675177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:10.791238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:10.791389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:10.791428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:10.791456] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:10.794687] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-12-16T20:23:10.794957] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-16T20:23:10.795075] [INFO ] [sig       ] GNE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:10.934015] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GNE.txt
[2025-12-16T20:23:10.934133] [INFO ] [sig       ] [1428/3585] Completed GNE in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-16T20:23:10.934324] [INFO ] [sig       ] [1429/3585] Forecasting GNK...
[2025-12-16T20:23:10.934353] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-16T20:23:10.934384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-16T20:23:10.946375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-16T20:23:10.946693] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-16T20:23:10.947479] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-16T20:23:10.947532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:10.947564] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:10.947624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:10.947687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:11.004644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:11.005239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:11.005317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:11.005348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:11.132002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:11.132152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:11.132386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:11.132415] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:11.135955] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: DOWN (p=28.38%)
[2025-12-16T20:23:11.136417] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-16T20:23:11.136540] [INFO ] [sig       ] GNK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:11.275386] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GNK.txt
[2025-12-16T20:23:11.275511] [INFO ] [sig       ] [1429/3585] Completed GNK in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-16T20:23:11.275549] [INFO ] [sig       ] [1430/3585] Forecasting GNL...
[2025-12-16T20:23:11.275596] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-16T20:23:11.275628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-16T20:23:11.286607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-16T20:23:11.286896] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-16T20:23:11.287719] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-16T20:23:11.287773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:11.287806] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:11.287833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:11.287891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:11.344386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:11.345255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:11.345334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:11.345368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:11.462298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:11.462441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:11.462478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:11.462506] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:11.465776] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2025-12-16T20:23:11.466036] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-16T20:23:11.466153] [INFO ] [sig       ] GNL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:11.602290] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GNL.txt
[2025-12-16T20:23:11.602407] [INFO ] [sig       ] [1430/3585] Completed GNL in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-16T20:23:11.602446] [INFO ] [sig       ] [1431/3585] Forecasting GNLN...
[2025-12-16T20:23:11.602475] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-16T20:23:11.602504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-16T20:23:11.613683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-16T20:23:11.613996] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-16T20:23:11.614808] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-16T20:23:11.614861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:11.614895] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:11.614929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:11.614998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:11.672527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:11.673157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:11.673262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:11.673295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:11.785792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:11.785933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:11.785970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:11.785998] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:11.789435] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: UP (p=87.46%)
[2025-12-16T20:23:11.789713] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-16T20:23:11.789832] [INFO ] [sig       ] GNLN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:11.927028] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GNLN.txt
[2025-12-16T20:23:11.927139] [INFO ] [sig       ] [1431/3585] Completed GNLN in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-16T20:23:11.927177] [INFO ] [sig       ] [1432/3585] Forecasting GNLX...
[2025-12-16T20:23:11.927206] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-16T20:23:11.927235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-16T20:23:11.938775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-16T20:23:11.939086] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-16T20:23:11.939932] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-16T20:23:11.939986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:11.940030] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:11.940059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:11.940117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:11.996874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:11.997497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:11.997593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:11.997627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:12.115631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:12.115771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:12.115811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:12.115841] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:12.119220] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: DOWN (p=40.65%)
[2025-12-16T20:23:12.119481] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-16T20:23:12.119616] [INFO ] [sig       ] GNLX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:12.259883] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GNLX.txt
[2025-12-16T20:23:12.260046] [INFO ] [sig       ] [1432/3585] Completed GNLX in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-16T20:23:12.260095] [INFO ] [sig       ] [1433/3585] Forecasting GNMA...
[2025-12-16T20:23:12.260132] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-16T20:23:12.260162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-16T20:23:12.271451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-16T20:23:12.271804] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-16T20:23:12.272562] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-16T20:23:12.272644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:12.272678] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:12.272705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:12.272761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:12.329766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:12.330418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:12.330499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:12.330532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:12.442150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:12.442285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:12.442324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:12.442353] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:12.445658] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=69.20%)
[2025-12-16T20:23:12.445971] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-16T20:23:12.446100] [INFO ] [sig       ] GNMA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:12.584752] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GNMA.txt
[2025-12-16T20:23:12.584907] [INFO ] [sig       ] [1433/3585] Completed GNMA in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-16T20:23:12.584946] [INFO ] [sig       ] [1434/3585] Forecasting GNOM...
[2025-12-16T20:23:12.584975] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-16T20:23:12.585004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-16T20:23:12.597294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-16T20:23:12.597698] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-16T20:23:12.598503] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-16T20:23:12.598558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:12.598619] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:12.598651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:12.598708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:12.655136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:12.656022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:12.656108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:12.656139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:12.774451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:12.774624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:12.774663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:12.774692] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:12.778487] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2025-12-16T20:23:12.778780] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-16T20:23:12.778906] [INFO ] [sig       ] GNOM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:12.920848] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GNOM.txt
[2025-12-16T20:23:12.921005] [INFO ] [sig       ] [1434/3585] Completed GNOM in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-16T20:23:12.921056] [INFO ] [sig       ] [1435/3585] Forecasting GNPX...
[2025-12-16T20:23:12.921095] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-16T20:23:12.921138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-16T20:23:12.933449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-16T20:23:12.933768] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-16T20:23:12.934735] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-16T20:23:12.934788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:12.934821] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:12.934849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:12.934906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:12.993437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:12.994063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:12.994143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:12.994174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:13.110235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:13.110381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:13.110419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:13.110447] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:13.113843] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-16T20:23:13.114107] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-16T20:23:13.114386] [INFO ] [sig       ] GNPX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:13.250763] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GNPX.txt
[2025-12-16T20:23:13.250911] [INFO ] [sig       ] [1435/3585] Completed GNPX in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-16T20:23:13.250956] [INFO ] [sig       ] [1436/3585] Forecasting GNRC...
[2025-12-16T20:23:13.250985] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-16T20:23:13.251016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-16T20:23:13.262784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-16T20:23:13.263123] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-16T20:23:13.263932] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-16T20:23:13.263986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:13.264019] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:13.264047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:13.264104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:13.319354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:13.320173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:13.320258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:13.320292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:13.445166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:13.445303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:13.445341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:13.445371] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:13.448788] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=4.07%)
[2025-12-16T20:23:13.449095] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-16T20:23:13.449249] [INFO ] [sig       ] GNRC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:13.586692] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GNRC.txt
[2025-12-16T20:23:13.586819] [INFO ] [sig       ] [1436/3585] Completed GNRC in 0.3s | 2.94 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-16T20:23:13.586857] [INFO ] [sig       ] [1437/3585] Forecasting GNSS...
[2025-12-16T20:23:13.586888] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-16T20:23:13.586917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-16T20:23:13.597826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-16T20:23:13.598099] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-16T20:23:13.598920] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-16T20:23:13.598980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:13.599020] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:13.599055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:13.599125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:13.655861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:13.656453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:13.656531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:13.656565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:13.775092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:13.775231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:13.775268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:13.775298] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:13.778629] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: UP (p=64.26%)
[2025-12-16T20:23:13.778894] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-16T20:23:13.779034] [INFO ] [sig       ] GNSS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:13.917552] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GNSS.txt
[2025-12-16T20:23:13.917688] [INFO ] [sig       ] [1437/3585] Completed GNSS in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-16T20:23:13.917727] [INFO ] [sig       ] [1438/3585] Forecasting GNTX...
[2025-12-16T20:23:13.917757] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-16T20:23:13.917786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-16T20:23:13.928828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-16T20:23:13.929087] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-16T20:23:13.929900] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-16T20:23:13.929953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:13.930015] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:13.930052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:13.930144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:13.988471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:13.989115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:13.989224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:13.989257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:14.108169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:14.108315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:14.108353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:14.108382] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:14.111732] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: UP (p=79.14%)
[2025-12-16T20:23:14.112002] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-16T20:23:14.112146] [INFO ] [sig       ] GNTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:14.251005] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GNTX.txt
[2025-12-16T20:23:14.251148] [INFO ] [sig       ] [1438/3585] Completed GNTX in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-16T20:23:14.251191] [INFO ] [sig       ] [1439/3585] Forecasting GO...
[2025-12-16T20:23:14.251220] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-16T20:23:14.251249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-16T20:23:14.262714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-16T20:23:14.263004] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-16T20:23:14.263781] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-16T20:23:14.263833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:14.263867] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:14.263895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:14.263952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:14.321445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:14.322330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:14.322415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:14.322450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:14.441956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:14.442105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:14.442162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:14.442193] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:14.445527] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: UP (p=57.44%)
[2025-12-16T20:23:14.445817] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-16T20:23:14.445942] [INFO ] [sig       ] GO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:14.586071] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GO.txt
[2025-12-16T20:23:14.586194] [INFO ] [sig       ] [1439/3585] Completed GO in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-16T20:23:14.586231] [INFO ] [sig       ] [1440/3585] Forecasting GOCO...
[2025-12-16T20:23:14.586418] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-16T20:23:14.586448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-16T20:23:14.597561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-16T20:23:14.597839] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-16T20:23:14.598785] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-16T20:23:14.598836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:14.598868] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:14.598894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:14.598949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:14.655761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:14.656376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:14.656455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:14.656492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:14.778830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:14.778967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:14.779006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:14.779033] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:14.782357] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: DOWN (p=25.04%)
[2025-12-16T20:23:14.782634] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-16T20:23:14.782754] [INFO ] [sig       ] GOCO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:14.966149] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GOCO.txt
[2025-12-16T20:23:14.966283] [INFO ] [sig       ] [1440/3585] Completed GOCO in 0.4s | 2.94 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-16T20:23:14.966322] [INFO ] [sig       ] [1441/3585] Forecasting GOF...
[2025-12-16T20:23:14.966352] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-16T20:23:14.966382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-16T20:23:14.977545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-16T20:23:14.977839] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-16T20:23:14.978592] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-16T20:23:14.978643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:14.978674] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:14.978701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:14.978756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:15.034698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:15.035314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:15.035404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:15.035437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:15.158698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:15.158837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:15.158876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:15.158955] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:15.162566] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: UP (p=51.34%)
[2025-12-16T20:23:15.162855] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-16T20:23:15.162982] [INFO ] [sig       ] GOF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:15.303225] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GOF.txt
[2025-12-16T20:23:15.303353] [INFO ] [sig       ] [1441/3585] Completed GOF in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-16T20:23:15.303391] [INFO ] [sig       ] [1442/3585] Forecasting GOGO...
[2025-12-16T20:23:15.303421] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-16T20:23:15.303450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-16T20:23:15.314492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-16T20:23:15.314830] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-16T20:23:15.315657] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-16T20:23:15.315711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:15.315744] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:15.315773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:15.315830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:15.374048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:15.374687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:15.374770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:15.374802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:15.492414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:15.492547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:15.492601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:15.492632] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:15.495868] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-16T20:23:15.496128] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-16T20:23:15.496248] [INFO ] [sig       ] GOGO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:15.636210] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GOGO.txt
[2025-12-16T20:23:15.636373] [INFO ] [sig       ] [1442/3585] Completed GOGO in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-16T20:23:15.636415] [INFO ] [sig       ] [1443/3585] Forecasting GOLF...
[2025-12-16T20:23:15.636446] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-16T20:23:15.636476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-16T20:23:15.648078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-16T20:23:15.648448] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-16T20:23:15.649267] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-16T20:23:15.649321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:15.649367] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:15.649395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:15.649451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:15.705866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:15.706740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:15.706821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:15.706853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:15.839208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:15.839388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:15.839448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:15.839484] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:15.843312] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=49.64%)
[2025-12-16T20:23:15.843618] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-16T20:23:15.843761] [INFO ] [sig       ] GOLF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:15.993897] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GOLF.txt
[2025-12-16T20:23:15.994073] [INFO ] [sig       ] [1443/3585] Completed GOLF in 0.4s | 2.94 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-16T20:23:15.994125] [INFO ] [sig       ] [1444/3585] Forecasting GOOD...
[2025-12-16T20:23:15.994157] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-16T20:23:15.994190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-16T20:23:16.006677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-16T20:23:16.007002] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-16T20:23:16.007822] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-16T20:23:16.007882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:16.007914] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:16.007942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:16.008000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:16.069608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:16.070452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:16.070536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:16.070570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:16.197103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:16.197254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:16.197295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:16.197326] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:16.200978] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: UP (p=75.76%)
[2025-12-16T20:23:16.201273] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-16T20:23:16.201419] [INFO ] [sig       ] GOOD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:16.347084] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GOOD.txt
[2025-12-16T20:23:16.347220] [INFO ] [sig       ] [1444/3585] Completed GOOD in 0.4s | 2.94 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-16T20:23:16.347260] [INFO ] [sig       ] [1445/3585] Forecasting GOOG...
[2025-12-16T20:23:16.347290] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-16T20:23:16.347328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-16T20:23:16.359478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-16T20:23:16.359817] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-16T20:23:16.360625] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-16T20:23:16.360678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:16.360717] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:16.360756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:16.360836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:16.418358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:16.419260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:16.419358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:16.419390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:16.543329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:16.543479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:16.543518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:16.543546] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:16.546879] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: DOWN (p=9.18%)
[2025-12-16T20:23:16.547148] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-16T20:23:16.547267] [INFO ] [sig       ] GOOG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:16.682066] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GOOG.txt
[2025-12-16T20:23:16.682196] [INFO ] [sig       ] [1445/3585] Completed GOOG in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-16T20:23:16.682239] [INFO ] [sig       ] [1446/3585] Forecasting GOOS...
[2025-12-16T20:23:16.682268] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-16T20:23:16.682298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-16T20:23:16.693415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-16T20:23:16.693709] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-16T20:23:16.694474] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-16T20:23:16.694525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:16.694557] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:16.694604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:16.694661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:16.749199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:16.749909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:16.749988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:16.750020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:16.868424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:16.868592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:16.868635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:16.868663] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:16.872049] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=56.68%)
[2025-12-16T20:23:16.872314] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-16T20:23:16.872432] [INFO ] [sig       ] GOOS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:17.007641] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GOOS.txt
[2025-12-16T20:23:17.007781] [INFO ] [sig       ] [1446/3585] Completed GOOS in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-16T20:23:17.007819] [INFO ] [sig       ] [1447/3585] Forecasting GOSS...
[2025-12-16T20:23:17.007855] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-16T20:23:17.007887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-16T20:23:17.019645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-16T20:23:17.020002] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-16T20:23:17.020777] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-16T20:23:17.020828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:17.020860] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:17.020887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:17.020943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:17.076315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:17.076991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:17.077077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:17.077116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:17.199686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:17.199848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:17.199889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:17.199919] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:17.203505] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: UP (p=94.52%)
[2025-12-16T20:23:17.203830] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-16T20:23:17.203964] [INFO ] [sig       ] GOSS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:17.345152] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GOSS.txt
[2025-12-16T20:23:17.345323] [INFO ] [sig       ] [1447/3585] Completed GOSS in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-16T20:23:17.345387] [INFO ] [sig       ] [1448/3585] Forecasting GOVI...
[2025-12-16T20:23:17.345432] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-16T20:23:17.345471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-16T20:23:17.358058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-16T20:23:17.358367] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-16T20:23:17.359124] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-16T20:23:17.359226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:17.359259] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:17.359287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:17.359342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:17.420660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:17.421570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:17.421713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:17.421747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:17.557992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:17.558176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:17.558238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:17.558288] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:17.563943] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-16T20:23:17.564499] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-16T20:23:17.564737] [INFO ] [sig       ] GOVI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:17.776677] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GOVI.txt
[2025-12-16T20:23:17.776898] [INFO ] [sig       ] [1448/3585] Completed GOVI in 0.4s | 2.94 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-16T20:23:17.776950] [INFO ] [sig       ] [1449/3585] Forecasting GPC...
[2025-12-16T20:23:17.776987] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-16T20:23:17.777022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-16T20:23:17.796304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-16T20:23:17.796848] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-16T20:23:17.798081] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-16T20:23:17.798154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:17.798206] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:17.798252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:17.798342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:17.890067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:17.891247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:17.891383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:17.891429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:18.059011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:18.059240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:18.059291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:18.059325] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:18.064791] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2025-12-16T20:23:18.065305] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-16T20:23:18.065524] [INFO ] [sig       ] GPC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:18.291357] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GPC.txt
[2025-12-16T20:23:18.291611] [INFO ] [sig       ] [1449/3585] Completed GPC in 0.5s | 2.94 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-16T20:23:18.291675] [INFO ] [sig       ] [1450/3585] Forecasting GPI...
[2025-12-16T20:23:18.291724] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-16T20:23:18.291770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-16T20:23:18.306568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-16T20:23:18.307058] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-16T20:23:18.308081] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-16T20:23:18.308140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:18.308174] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:18.308202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:18.308260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:18.381872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:18.383046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:18.383159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:18.383208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:18.523468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:18.523647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:18.523689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:18.523736] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:18.527363] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=87.12%)
[2025-12-16T20:23:18.527729] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-16T20:23:18.527880] [INFO ] [sig       ] GPI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:18.685777] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GPI.txt
[2025-12-16T20:23:18.685935] [INFO ] [sig       ] [1450/3585] Completed GPI in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-16T20:23:18.685978] [INFO ] [sig       ] [1451/3585] Forecasting GPIQ...
[2025-12-16T20:23:18.686009] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-16T20:23:18.686040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-16T20:23:18.698098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-16T20:23:18.698500] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-16T20:23:18.699655] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-16T20:23:18.699710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:18.699743] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:18.699769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:18.699826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:18.757833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:18.758710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:18.758795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:18.758829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:18.875897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:18.876046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:18.876086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:18.876114] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:18.879419] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: DOWN (p=18.45%)
[2025-12-16T20:23:18.879703] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-16T20:23:18.879826] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:19.016239] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GPIQ.txt
[2025-12-16T20:23:19.016415] [INFO ] [sig       ] [1451/3585] Completed GPIQ in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-16T20:23:19.016456] [INFO ] [sig       ] [1452/3585] Forecasting GPIX...
[2025-12-16T20:23:19.016486] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-16T20:23:19.016516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-16T20:23:19.027814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-16T20:23:19.028185] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-16T20:23:19.029003] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-16T20:23:19.029058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:19.029090] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:19.029119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:19.029205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:19.084903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:19.085728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:19.085814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:19.085863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:19.204761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:19.204909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:19.204948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:19.204976] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:19.208275] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2025-12-16T20:23:19.208542] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-16T20:23:19.208685] [INFO ] [sig       ] GPIX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:19.342741] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GPIX.txt
[2025-12-16T20:23:19.342883] [INFO ] [sig       ] [1452/3585] Completed GPIX in 0.3s | 2.94 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-16T20:23:19.342923] [INFO ] [sig       ] [1453/3585] Forecasting GPJA...
[2025-12-16T20:23:19.342951] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-16T20:23:19.342980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-16T20:23:19.355977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-16T20:23:19.356367] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-16T20:23:19.357195] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-16T20:23:19.357248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:19.357282] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:19.357320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:19.357381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:19.421757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:19.422723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:19.422831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:19.422874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:19.554276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:19.554450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:19.554499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:19.554535] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:19.558747] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=96.16%)
[2025-12-16T20:23:19.559033] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-16T20:23:19.559200] [INFO ] [sig       ] GPJA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:19.720617] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GPJA.txt
[2025-12-16T20:23:19.720778] [INFO ] [sig       ] [1453/3585] Completed GPJA in 0.4s | 2.93 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-16T20:23:19.720820] [INFO ] [sig       ] [1454/3585] Forecasting GPK...
[2025-12-16T20:23:19.720852] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-16T20:23:19.720883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-16T20:23:19.733398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-16T20:23:19.733739] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-16T20:23:19.734554] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-16T20:23:19.734649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:19.734694] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:19.734724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:19.734802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:19.799535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:19.800425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:19.800516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:19.800560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:19.932394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:19.932548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:19.932608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:19.932642] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:19.936109] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=57.78%)
[2025-12-16T20:23:19.936380] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-16T20:23:19.936506] [INFO ] [sig       ] GPK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:20.089205] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GPK.txt
[2025-12-16T20:23:20.089369] [INFO ] [sig       ] [1454/3585] Completed GPK in 0.4s | 2.93 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-16T20:23:20.089411] [INFO ] [sig       ] [1455/3585] Forecasting GPN...
[2025-12-16T20:23:20.089443] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-16T20:23:20.089483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-16T20:23:20.101612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-16T20:23:20.101942] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-16T20:23:20.102833] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-16T20:23:20.102886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:20.102959] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:20.103004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:20.103069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:20.166900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:20.167772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:20.167860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:20.167894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:20.287421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:20.287592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:20.287633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:20.287661] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:20.291156] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=97.10%)
[2025-12-16T20:23:20.291470] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-16T20:23:20.291624] [INFO ] [sig       ] GPN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:20.446455] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GPN.txt
[2025-12-16T20:23:20.446633] [INFO ] [sig       ] [1455/3585] Completed GPN in 0.4s | 2.93 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-16T20:23:20.446680] [INFO ] [sig       ] [1456/3585] Forecasting GPRE...
[2025-12-16T20:23:20.446712] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-16T20:23:20.446744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-16T20:23:20.458521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-16T20:23:20.458885] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-16T20:23:20.459896] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-16T20:23:20.459964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:20.459997] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:20.460025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:20.460081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:20.515399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:20.516147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:20.516227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:20.516259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:20.639672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:20.639849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:20.639908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:20.639953] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:20.644749] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: DOWN (p=8.52%)
[2025-12-16T20:23:20.645150] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-16T20:23:20.645364] [INFO ] [sig       ] GPRE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:20.795104] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GPRE.txt
[2025-12-16T20:23:20.795291] [INFO ] [sig       ] [1456/3585] Completed GPRE in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-16T20:23:20.795340] [INFO ] [sig       ] [1457/3585] Forecasting GPRK...
[2025-12-16T20:23:20.795368] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-16T20:23:20.795398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-16T20:23:20.806772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-16T20:23:20.807063] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-16T20:23:20.807842] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-16T20:23:20.807894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:20.807926] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:20.807951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:20.808005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:20.864103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:20.864983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:20.865069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:20.865101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:20.981379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:20.981534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:20.981588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:20.981619] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:20.984939] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=63.86%)
[2025-12-16T20:23:20.985218] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-16T20:23:20.985352] [INFO ] [sig       ] GPRK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:21.122284] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GPRK.txt
[2025-12-16T20:23:21.122435] [INFO ] [sig       ] [1457/3585] Completed GPRK in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-16T20:23:21.122476] [INFO ] [sig       ] [1458/3585] Forecasting GPRO...
[2025-12-16T20:23:21.122506] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-16T20:23:21.122536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-16T20:23:21.134238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-16T20:23:21.134621] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-16T20:23:21.135382] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-16T20:23:21.135433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:21.135464] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:21.135490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:21.135544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:21.190748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:21.191600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:21.191682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:21.191715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:21.312672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:21.312826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:21.312864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:21.312924] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:21.316334] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: UP (p=69.39%)
[2025-12-16T20:23:21.316661] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-16T20:23:21.316793] [INFO ] [sig       ] GPRO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:21.454956] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GPRO.txt
[2025-12-16T20:23:21.455113] [INFO ] [sig       ] [1458/3585] Completed GPRO in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-16T20:23:21.455154] [INFO ] [sig       ] [1459/3585] Forecasting GRAB...
[2025-12-16T20:23:21.455183] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-16T20:23:21.455214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-16T20:23:21.466528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-16T20:23:21.466802] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-16T20:23:21.467593] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-16T20:23:21.467645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:21.467676] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:21.467703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:21.467758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:21.524637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:21.525244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:21.525333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:21.525365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:21.647340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:21.647488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:21.647535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:21.647589] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:21.650958] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: UP (p=67.51%)
[2025-12-16T20:23:21.651230] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-16T20:23:21.651352] [INFO ] [sig       ] GRAB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:21.803957] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GRAB.txt
[2025-12-16T20:23:21.804089] [INFO ] [sig       ] [1459/3585] Completed GRAB in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-16T20:23:21.804129] [INFO ] [sig       ] [1460/3585] Forecasting GRAL...
[2025-12-16T20:23:21.804158] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-16T20:23:21.804187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-16T20:23:21.816104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-16T20:23:21.816356] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-16T20:23:21.817282] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-16T20:23:21.817332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:21.817363] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:21.817389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:21.817445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:21.874076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:21.874714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:21.874790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:21.874822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:22.001326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:22.001482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:22.001522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:22.001553] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:22.005021] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-12-16T20:23:22.005340] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-16T20:23:22.005469] [INFO ] [sig       ] GRAL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:22.148437] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GRAL.txt
[2025-12-16T20:23:22.148639] [INFO ] [sig       ] [1460/3585] Completed GRAL in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-16T20:23:22.148698] [INFO ] [sig       ] [1461/3585] Forecasting GRBK...
[2025-12-16T20:23:22.148737] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-16T20:23:22.148774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-16T20:23:22.160707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-16T20:23:22.161047] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-16T20:23:22.161854] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-16T20:23:22.161906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:22.161938] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:22.161964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:22.162020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:22.218143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:22.219037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:22.219128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:22.219184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:22.341466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:22.341636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:22.341677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:22.341706] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:22.345043] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=43.40%)
[2025-12-16T20:23:22.345340] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-16T20:23:22.345465] [INFO ] [sig       ] GRBK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:22.481925] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GRBK.txt
[2025-12-16T20:23:22.482071] [INFO ] [sig       ] [1461/3585] Completed GRBK in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-16T20:23:22.482112] [INFO ] [sig       ] [1462/3585] Forecasting GRC...
[2025-12-16T20:23:22.482142] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-16T20:23:22.482173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-16T20:23:22.493853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-16T20:23:22.494185] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-16T20:23:22.494956] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-16T20:23:22.495007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:22.495038] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:22.495064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:22.495124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:22.551128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:22.552001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:22.552083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:22.552115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:22.671923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:22.672070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:22.672113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:22.672141] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:22.675502] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-12-16T20:23:22.675794] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-16T20:23:22.675918] [INFO ] [sig       ] GRC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:22.822316] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GRC.txt
[2025-12-16T20:23:22.822488] [INFO ] [sig       ] [1462/3585] Completed GRC in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-16T20:23:22.822540] [INFO ] [sig       ] [1463/3585] Forecasting GREE...
[2025-12-16T20:23:22.822592] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-16T20:23:22.822625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-16T20:23:22.835348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-16T20:23:22.835707] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-16T20:23:22.836669] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-16T20:23:22.836731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:22.836771] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:22.836810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:22.836895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:22.900216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:22.901216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:22.901303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:22.901336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:23.033195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:23.033372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:23.033414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:23.033443] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:23.037350] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: DOWN (p=15.31%)
[2025-12-16T20:23:23.037653] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-16T20:23:23.037783] [INFO ] [sig       ] GREE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:23.186116] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GREE.txt
[2025-12-16T20:23:23.186257] [INFO ] [sig       ] [1463/3585] Completed GREE in 0.4s | 2.93 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-16T20:23:23.186295] [INFO ] [sig       ] [1464/3585] Forecasting GRFS...
[2025-12-16T20:23:23.186325] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-16T20:23:23.186354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-16T20:23:23.197762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-16T20:23:23.198093] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-16T20:23:23.198870] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-16T20:23:23.198921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:23.198951] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:23.198976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:23.199030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:23.260388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:23.261268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:23.261354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:23.261386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:23.388197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:23.388341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:23.388380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:23.388407] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:23.391727] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: UP (p=55.53%)
[2025-12-16T20:23:23.391994] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-16T20:23:23.392115] [INFO ] [sig       ] GRFS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:23.528167] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GRFS.txt
[2025-12-16T20:23:23.528322] [INFO ] [sig       ] [1464/3585] Completed GRFS in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-16T20:23:23.528369] [INFO ] [sig       ] [1465/3585] Forecasting GRID...
[2025-12-16T20:23:23.528398] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-16T20:23:23.528427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-16T20:23:23.540244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-16T20:23:23.540567] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-16T20:23:23.541333] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-16T20:23:23.541384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:23.541414] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:23.541442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:23.541497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:23.596560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:23.597424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:23.597540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:23.597593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:23.717218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:23.717378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:23.717416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:23.717445] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:23.720786] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: UP (p=54.37%)
[2025-12-16T20:23:23.721057] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-16T20:23:23.721177] [INFO ] [sig       ] GRID: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:23.871124] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GRID.txt
[2025-12-16T20:23:23.871282] [INFO ] [sig       ] [1465/3585] Completed GRID in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-16T20:23:23.871342] [INFO ] [sig       ] [1466/3585] Forecasting GRMN...
[2025-12-16T20:23:23.871381] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-16T20:23:23.871413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-16T20:23:23.883625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-16T20:23:23.883963] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-16T20:23:23.884859] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-16T20:23:23.884917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:23.884958] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:23.884986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:23.885048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:23.948316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:23.949114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:23.949231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:23.949274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:24.077034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:24.077201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:24.077252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:24.077287] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:24.081016] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: UP (p=91.28%)
[2025-12-16T20:23:24.081334] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-16T20:23:24.081476] [INFO ] [sig       ] GRMN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:24.224152] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GRMN.txt
[2025-12-16T20:23:24.224284] [INFO ] [sig       ] [1466/3585] Completed GRMN in 0.4s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-16T20:23:24.224323] [INFO ] [sig       ] [1467/3585] Forecasting GRND...
[2025-12-16T20:23:24.224354] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-16T20:23:24.224383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-16T20:23:24.236106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-16T20:23:24.236399] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-16T20:23:24.237164] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-16T20:23:24.237230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:24.237269] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:24.237302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:24.237369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:24.293725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:24.294548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:24.294648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:24.294682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:24.416666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:24.416815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:24.416855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:24.416885] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:24.420259] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=10.69%)
[2025-12-16T20:23:24.420532] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-16T20:23:24.420674] [INFO ] [sig       ] GRND: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:24.563321] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GRND.txt
[2025-12-16T20:23:24.563465] [INFO ] [sig       ] [1467/3585] Completed GRND in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-16T20:23:24.563504] [INFO ] [sig       ] [1468/3585] Forecasting GRPN...
[2025-12-16T20:23:24.563535] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-16T20:23:24.563565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-16T20:23:24.575723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-16T20:23:24.576028] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-16T20:23:24.576793] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-16T20:23:24.576845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:24.576878] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:24.576904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:24.576959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:24.634617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:24.635355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:24.635436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:24.635470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:24.756627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:24.756781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:24.756821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:24.756851] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:24.760537] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: UP (p=96.00%)
[2025-12-16T20:23:24.760832] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-16T20:23:24.760959] [INFO ] [sig       ] GRPN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:24.905650] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GRPN.txt
[2025-12-16T20:23:24.905818] [INFO ] [sig       ] [1468/3585] Completed GRPN in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-16T20:23:24.905861] [INFO ] [sig       ] [1469/3585] Forecasting GRVY...
[2025-12-16T20:23:24.905890] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-16T20:23:24.905920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-16T20:23:24.917929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-12-16T20:23:24.918291] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-16T20:23:24.919178] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-16T20:23:24.919231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:24.919265] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:24.919293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:24.919349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:24.978419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:24.979337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:24.979429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:24.979462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:25.088652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:25.088817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:25.088859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:25.088888] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:25.092377] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-12-16T20:23:25.092670] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-16T20:23:25.092805] [INFO ] [sig       ] GRVY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:25.234728] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GRVY.txt
[2025-12-16T20:23:25.234869] [INFO ] [sig       ] [1469/3585] Completed GRVY in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-16T20:23:25.234911] [INFO ] [sig       ] [1470/3585] Forecasting GRWG...
[2025-12-16T20:23:25.234941] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-16T20:23:25.234972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-16T20:23:25.246876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-16T20:23:25.247250] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-16T20:23:25.248039] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-16T20:23:25.248092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:25.248124] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:25.248152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:25.248208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:25.305948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:25.306743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:25.306824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:25.306858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:25.423172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:25.423321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:25.423359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:25.423387] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:25.426735] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: DOWN (p=14.44%)
[2025-12-16T20:23:25.427010] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-16T20:23:25.427134] [INFO ] [sig       ] GRWG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:25.570955] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GRWG.txt
[2025-12-16T20:23:25.571092] [INFO ] [sig       ] [1470/3585] Completed GRWG in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-16T20:23:25.571140] [INFO ] [sig       ] [1471/3585] Forecasting GRX...
[2025-12-16T20:23:25.571172] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-16T20:23:25.571204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-16T20:23:25.582883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-16T20:23:25.583225] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-16T20:23:25.584063] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-16T20:23:25.584115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:25.584148] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:25.584174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:25.584229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:25.642970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:25.643729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:25.643811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:25.643844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:25.758063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:25.758214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:25.758257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:25.758288] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:25.761711] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=79.26%)
[2025-12-16T20:23:25.762036] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-16T20:23:25.762179] [INFO ] [sig       ] GRX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:25.906290] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GRX.txt
[2025-12-16T20:23:25.906428] [INFO ] [sig       ] [1471/3585] Completed GRX in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-16T20:23:25.906466] [INFO ] [sig       ] [1472/3585] Forecasting GS...
[2025-12-16T20:23:25.906496] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-16T20:23:25.906526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-16T20:23:25.917897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-16T20:23:25.918202] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-16T20:23:25.918993] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-16T20:23:25.919045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:25.919105] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:25.919134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:25.919220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:25.977547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:25.978364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:25.978448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:25.978482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:26.107719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:26.107866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:26.107906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:26.107935] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:26.111340] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-12-16T20:23:26.111633] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-16T20:23:26.111774] [INFO ] [sig       ] GS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:26.254971] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GS.txt
[2025-12-16T20:23:26.255117] [INFO ] [sig       ] [1472/3585] Completed GS in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-16T20:23:26.255156] [INFO ] [sig       ] [1473/3585] Forecasting GSBC...
[2025-12-16T20:23:26.255187] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-16T20:23:26.255216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-16T20:23:26.266190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-16T20:23:26.266501] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-16T20:23:26.267300] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-16T20:23:26.267363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:26.267401] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:26.267433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:26.267489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:26.324851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:26.325614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:26.325691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:26.325723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:26.460835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:26.460991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:26.461033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:26.461062] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:26.464756] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: UP (p=81.36%)
[2025-12-16T20:23:26.465053] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-16T20:23:26.465198] [INFO ] [sig       ] GSBC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:26.611148] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GSBC.txt
[2025-12-16T20:23:26.611324] [INFO ] [sig       ] [1473/3585] Completed GSBC in 0.4s | 2.93 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-16T20:23:26.611371] [INFO ] [sig       ] [1474/3585] Forecasting GSBD...
[2025-12-16T20:23:26.611403] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-16T20:23:26.611433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-16T20:23:26.623984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-16T20:23:26.624354] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-16T20:23:26.625122] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-16T20:23:26.625175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:26.625208] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:26.625235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:26.625293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:26.682866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:26.683729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:26.683814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:26.683846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:26.802251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:26.802401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:26.802456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:26.802485] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:26.805863] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=20.90%)
[2025-12-16T20:23:26.806165] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-16T20:23:26.806294] [INFO ] [sig       ] GSBD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:26.944016] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GSBD.txt
[2025-12-16T20:23:26.944168] [INFO ] [sig       ] [1474/3585] Completed GSBD in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-16T20:23:26.944207] [INFO ] [sig       ] [1475/3585] Forecasting GSHD...
[2025-12-16T20:23:26.944237] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-16T20:23:26.944267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-16T20:23:26.955874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-16T20:23:26.956221] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-16T20:23:26.956992] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-16T20:23:26.957043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:26.957074] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:26.957100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:26.957155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:27.012819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:27.013688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:27.013776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:27.013808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:27.134056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:27.134210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:27.134247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:27.134312] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:27.137739] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: UP (p=72.26%)
[2025-12-16T20:23:27.138039] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-16T20:23:27.138168] [INFO ] [sig       ] GSHD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:27.279825] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GSHD.txt
[2025-12-16T20:23:27.279957] [INFO ] [sig       ] [1475/3585] Completed GSHD in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-16T20:23:27.279996] [INFO ] [sig       ] [1476/3585] Forecasting GSK...
[2025-12-16T20:23:27.280026] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-16T20:23:27.280057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-16T20:23:27.291460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-16T20:23:27.291741] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-16T20:23:27.292515] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-16T20:23:27.292566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:27.292622] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:27.292668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:27.292725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:27.349227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:27.349844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:27.349932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:27.349987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:27.473154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:27.473285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:27.473322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:27.473350] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:27.476606] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=52.69%)
[2025-12-16T20:23:27.476870] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-16T20:23:27.476989] [INFO ] [sig       ] GSK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:27.613345] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GSK.txt
[2025-12-16T20:23:27.613462] [INFO ] [sig       ] [1476/3585] Completed GSK in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-16T20:23:27.613500] [INFO ] [sig       ] [1477/3585] Forecasting GSL...
[2025-12-16T20:23:27.613529] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-16T20:23:27.613559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-16T20:23:27.626444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-16T20:23:27.626825] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-16T20:23:27.627670] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-16T20:23:27.627722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:27.627753] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:27.627779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:27.627834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:27.686685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:27.687615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:27.687701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:27.687734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:27.810762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:27.810923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:27.810964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:27.810992] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:27.814412] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-16T20:23:27.814708] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-16T20:23:27.814833] [INFO ] [sig       ] GSL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:27.954826] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GSL.txt
[2025-12-16T20:23:27.954949] [INFO ] [sig       ] [1477/3585] Completed GSL in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-16T20:23:27.954987] [INFO ] [sig       ] [1478/3585] Forecasting GSM...
[2025-12-16T20:23:27.955016] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-16T20:23:27.955047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-16T20:23:27.966719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-16T20:23:27.966991] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-16T20:23:27.967793] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-16T20:23:27.967846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:27.967891] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:27.967920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:27.967977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:28.024531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:28.025134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:28.025216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:28.025248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:28.142904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:28.143046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:28.143085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:28.143114] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:28.146693] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=16.04%)
[2025-12-16T20:23:28.146977] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-16T20:23:28.147107] [INFO ] [sig       ] GSM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:28.286099] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GSM.txt
[2025-12-16T20:23:28.286231] [INFO ] [sig       ] [1478/3585] Completed GSM in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-16T20:23:28.286270] [INFO ] [sig       ] [1479/3585] Forecasting GTES...
[2025-12-16T20:23:28.286300] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-16T20:23:28.286332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-16T20:23:28.298247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-12-16T20:23:28.298629] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-16T20:23:28.299430] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-16T20:23:28.299482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:28.299514] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:28.299540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:28.299618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:28.355924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:28.356813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:28.356901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:28.356932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:28.473199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:28.473362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:28.473401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:28.473434] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:28.476887] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-12-16T20:23:28.477164] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-16T20:23:28.477288] [INFO ] [sig       ] GTES: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:28.616004] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GTES.txt
[2025-12-16T20:23:28.616155] [INFO ] [sig       ] [1479/3585] Completed GTES in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-16T20:23:28.616195] [INFO ] [sig       ] [1480/3585] Forecasting GTLB...
[2025-12-16T20:23:28.616224] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-16T20:23:28.616254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-16T20:23:28.628609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-16T20:23:28.628967] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-16T20:23:28.629776] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-16T20:23:28.629828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:28.629860] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:28.629887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:28.629943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:28.686232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:28.687086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:28.687168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:28.687200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:28.807099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:28.807248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:28.807288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:28.807317] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:28.810849] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: DOWN (p=35.04%)
[2025-12-16T20:23:28.811115] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-16T20:23:28.811234] [INFO ] [sig       ] GTLB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:28.948305] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GTLB.txt
[2025-12-16T20:23:28.948414] [INFO ] [sig       ] [1480/3585] Completed GTLB in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-16T20:23:28.948452] [INFO ] [sig       ] [1481/3585] Forecasting GTLS...
[2025-12-16T20:23:28.948480] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-16T20:23:28.948509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-16T20:23:28.959297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-16T20:23:28.959590] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-16T20:23:28.960331] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-16T20:23:28.960381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:28.960412] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:28.960439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:28.960494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:29.015881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:29.016449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:29.016529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:29.016561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:29.140645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:29.140774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:29.140811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:29.140838] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:29.144148] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=9.81%)
[2025-12-16T20:23:29.144408] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-16T20:23:29.144528] [INFO ] [sig       ] GTLS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:29.280795] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GTLS.txt
[2025-12-16T20:23:29.280906] [INFO ] [sig       ] [1481/3585] Completed GTLS in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-16T20:23:29.280944] [INFO ] [sig       ] [1482/3585] Forecasting GTN...
[2025-12-16T20:23:29.280980] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-16T20:23:29.281011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-16T20:23:29.293390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-16T20:23:29.293733] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-16T20:23:29.294520] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-16T20:23:29.294588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:29.294622] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:29.294649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:29.294705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:29.353474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:29.354238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:29.354372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:29.354407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:29.476884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:29.477005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:29.477041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:29.477069] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:29.480322] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-12-16T20:23:29.480609] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-16T20:23:29.480729] [INFO ] [sig       ] GTN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:29.617188] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GTN.txt
[2025-12-16T20:23:29.617298] [INFO ] [sig       ] [1482/3585] Completed GTN in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-16T20:23:29.617338] [INFO ] [sig       ] [1483/3585] Forecasting GTX...
[2025-12-16T20:23:29.617373] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-16T20:23:29.617410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-16T20:23:29.630058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-16T20:23:29.630413] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-16T20:23:29.631327] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-16T20:23:29.631383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:29.631420] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:29.631447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:29.631502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:29.691198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:29.692142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:29.692229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:29.692262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:29.811623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:29.811768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:29.811809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:29.811838] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:29.815188] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: UP (p=67.05%)
[2025-12-16T20:23:29.815453] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-16T20:23:29.815594] [INFO ] [sig       ] GTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:29.953908] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GTX.txt
[2025-12-16T20:23:29.954023] [INFO ] [sig       ] [1483/3585] Completed GTX in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-16T20:23:29.954061] [INFO ] [sig       ] [1484/3585] Forecasting GTY...
[2025-12-16T20:23:29.954090] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-16T20:23:29.954119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-16T20:23:29.965356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-16T20:23:29.965654] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-16T20:23:29.966440] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-16T20:23:29.966492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:29.966523] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:29.966549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:29.966632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:30.023169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:30.024048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:30.024136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:30.024170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:30.143964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:30.144098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:30.144138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:30.144167] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:30.147532] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2025-12-16T20:23:30.147820] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-16T20:23:30.147946] [INFO ] [sig       ] GTY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:30.286954] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GTY.txt
[2025-12-16T20:23:30.287079] [INFO ] [sig       ] [1484/3585] Completed GTY in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-16T20:23:30.287118] [INFO ] [sig       ] [1485/3585] Forecasting GUG...
[2025-12-16T20:23:30.287150] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-16T20:23:30.287189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-16T20:23:30.298844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-16T20:23:30.299123] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-16T20:23:30.299977] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-16T20:23:30.300030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:30.300063] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:30.300091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:30.300147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:30.357303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:30.357933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:30.358013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:30.358047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:30.478153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:30.478301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:30.478340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:30.478394] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:30.481939] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: DOWN (p=11.51%)
[2025-12-16T20:23:30.482217] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-16T20:23:30.482339] [INFO ] [sig       ] GUG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:30.628777] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GUG.txt
[2025-12-16T20:23:30.628942] [INFO ] [sig       ] [1485/3585] Completed GUG in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-16T20:23:30.628997] [INFO ] [sig       ] [1486/3585] Forecasting GVA...
[2025-12-16T20:23:30.629039] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-16T20:23:30.629082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-16T20:23:30.640591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-16T20:23:30.640883] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-16T20:23:30.641719] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-16T20:23:30.641772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:30.641805] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:30.641836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:30.641897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:30.698024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:30.698652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:30.698731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:30.698762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:30.814943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:30.815089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:30.815126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:30.815154] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:30.818554] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=76.71%)
[2025-12-16T20:23:30.818834] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-16T20:23:30.818952] [INFO ] [sig       ] GVA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:30.953728] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GVA.txt
[2025-12-16T20:23:30.953852] [INFO ] [sig       ] [1486/3585] Completed GVA in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-16T20:23:30.953890] [INFO ] [sig       ] [1487/3585] Forecasting GWH...
[2025-12-16T20:23:30.953919] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-16T20:23:30.953949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-16T20:23:30.964852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-16T20:23:30.965114] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-16T20:23:30.965876] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-16T20:23:30.965927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:30.965957] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:30.965985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:30.966041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:31.022604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:31.023201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:31.023281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:31.023313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:31.142999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:31.143120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:31.143158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:31.143187] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:31.146492] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=11.13%)
[2025-12-16T20:23:31.146784] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-16T20:23:31.146911] [INFO ] [sig       ] GWH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:31.284679] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GWH.txt
[2025-12-16T20:23:31.284794] [INFO ] [sig       ] [1487/3585] Completed GWH in 0.3s | 2.94 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-16T20:23:31.284832] [INFO ] [sig       ] [1488/3585] Forecasting GWRE...
[2025-12-16T20:23:31.284862] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-16T20:23:31.284891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-16T20:23:31.296159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-12-16T20:23:31.296446] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-16T20:23:31.297250] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-16T20:23:31.297302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:31.297335] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:31.297363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:31.297419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:31.354074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:31.354690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:31.354769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:31.354801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:31.476801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:31.476930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:31.476968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:31.476998] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:31.480348] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: UP (p=91.25%)
[2025-12-16T20:23:31.480637] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-16T20:23:31.480760] [INFO ] [sig       ] GWRE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:31.617816] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GWRE.txt
[2025-12-16T20:23:31.617930] [INFO ] [sig       ] [1488/3585] Completed GWRE in 0.3s | 2.94 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-16T20:23:31.617967] [INFO ] [sig       ] [1489/3585] Forecasting GWRS...
[2025-12-16T20:23:31.617996] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-16T20:23:31.618025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-16T20:23:31.629101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-16T20:23:31.629395] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-16T20:23:31.630198] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-16T20:23:31.630252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:31.630311] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:31.630340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:31.630408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:31.687785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:31.688413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:31.688495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:31.688528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:31.807980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:31.808118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:31.808156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:31.808186] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:31.811866] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: UP (p=93.07%)
[2025-12-16T20:23:31.812154] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-16T20:23:31.812279] [INFO ] [sig       ] GWRS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:31.952702] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GWRS.txt
[2025-12-16T20:23:31.952815] [INFO ] [sig       ] [1489/3585] Completed GWRS in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-16T20:23:31.952853] [INFO ] [sig       ] [1490/3585] Forecasting GXAI...
[2025-12-16T20:23:31.952882] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-16T20:23:31.952911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-16T20:23:31.964309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-16T20:23:31.964603] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-16T20:23:31.965379] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-16T20:23:31.965443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:31.965483] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:31.965517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:31.965612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:32.024199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:32.024912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:32.024993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:32.025026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:32.140813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:32.140946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:32.140986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:32.141015] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:32.144381] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=94.10%)
[2025-12-16T20:23:32.144677] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-16T20:23:32.144800] [INFO ] [sig       ] GXAI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:32.288773] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/GXAI.txt
[2025-12-16T20:23:32.288924] [INFO ] [sig       ] [1490/3585] Completed GXAI in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-16T20:23:32.288966] [INFO ] [sig       ] [1491/3585] Forecasting GYRE...
[2025-12-16T20:23:32.288998] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-16T20:23:32.289028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-16T20:23:32.300186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-16T20:23:32.300478] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-16T20:23:32.301263] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-16T20:23:32.301336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:32.301373] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:32.301401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:32.301456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:32.358269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:32.358898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:32.358996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:32.359031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:32.477779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:32.477915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:32.477954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:32.477984] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:32.481309] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: DOWN (p=45.63%)
[2025-12-16T20:23:32.481596] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-16T20:23:32.481733] [INFO ] [sig       ] GYRE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:32.619716] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/GYRE.txt
[2025-12-16T20:23:32.619834] [INFO ] [sig       ] [1491/3585] Completed GYRE in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-16T20:23:32.619872] [INFO ] [sig       ] [1492/3585] Forecasting H...
[2025-12-16T20:23:32.619902] [INFO ] [sig       ] Generating forecast for: H
[2025-12-16T20:23:32.619931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-16T20:23:32.630962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-16T20:23:32.631238] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-16T20:23:32.632036] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-16T20:23:32.632089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:32.632121] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:32.632149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:32.632207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:32.689863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:32.690466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:32.690561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:32.690619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:32.807916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:32.808043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:32.808081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:32.808141] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:32.811515] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: UP (p=71.27%)
[2025-12-16T20:23:32.811814] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-16T20:23:32.811938] [INFO ] [sig       ] H: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:32.951210] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/H.txt
[2025-12-16T20:23:32.951328] [INFO ] [sig       ] [1492/3585] Completed H in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-16T20:23:32.951366] [INFO ] [sig       ] [1493/3585] Forecasting HAE...
[2025-12-16T20:23:32.951395] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-16T20:23:32.951424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-16T20:23:32.962836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-16T20:23:32.963130] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-16T20:23:32.963963] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-16T20:23:32.964018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:32.964050] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:32.964078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:32.964136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:33.019941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:33.020535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:33.020630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:33.020663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:33.139934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:33.140065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:33.140102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:33.140129] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:33.143351] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=27.12%)
[2025-12-16T20:23:33.143629] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-16T20:23:33.143748] [INFO ] [sig       ] HAE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:33.279083] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HAE.txt
[2025-12-16T20:23:33.279238] [INFO ] [sig       ] [1493/3585] Completed HAE in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-16T20:23:33.279278] [INFO ] [sig       ] [1494/3585] Forecasting HAFC...
[2025-12-16T20:23:33.279308] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-16T20:23:33.279337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-16T20:23:33.290479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-16T20:23:33.290802] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-16T20:23:33.291560] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-16T20:23:33.291642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:33.291679] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:33.291717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:33.291788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:33.348036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:33.348660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:33.348736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:33.348768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:33.463659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:33.463801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:33.463838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:33.463867] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:33.467115] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: DOWN (p=24.21%)
[2025-12-16T20:23:33.467380] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-16T20:23:33.467511] [INFO ] [sig       ] HAFC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:33.604917] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HAFC.txt
[2025-12-16T20:23:33.605033] [INFO ] [sig       ] [1494/3585] Completed HAFC in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-16T20:23:33.605075] [INFO ] [sig       ] [1495/3585] Forecasting HAIN...
[2025-12-16T20:23:33.605105] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-16T20:23:33.605135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-16T20:23:33.616613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-16T20:23:33.616898] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-16T20:23:33.617689] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-16T20:23:33.617742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:33.617774] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:33.617802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:33.617862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:33.673372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:33.673984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:33.674061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:33.674093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:33.793410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:33.793549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:33.793603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:33.793632] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:33.796903] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: UP (p=53.82%)
[2025-12-16T20:23:33.797170] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-16T20:23:33.797292] [INFO ] [sig       ] HAIN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:33.935244] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HAIN.txt
[2025-12-16T20:23:33.935371] [INFO ] [sig       ] [1495/3585] Completed HAIN in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-16T20:23:33.935409] [INFO ] [sig       ] [1496/3585] Forecasting HAL...
[2025-12-16T20:23:33.935442] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-16T20:23:33.935477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-16T20:23:33.947384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-16T20:23:33.947753] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-16T20:23:33.948526] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-16T20:23:33.948614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:33.948658] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:33.948687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:33.948744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:34.005134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:34.005771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:34.005858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:34.005889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:34.127477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:34.127641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:34.127680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:34.127708] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:34.130984] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=29.79%)
[2025-12-16T20:23:34.131262] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-16T20:23:34.131383] [INFO ] [sig       ] HAL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:34.269479] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HAL.txt
[2025-12-16T20:23:34.269618] [INFO ] [sig       ] [1496/3585] Completed HAL in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-16T20:23:34.269658] [INFO ] [sig       ] [1497/3585] Forecasting HALO...
[2025-12-16T20:23:34.269688] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-16T20:23:34.269717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-16T20:23:34.280978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-16T20:23:34.281304] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-16T20:23:34.282103] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-16T20:23:34.282156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:34.282189] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:34.282216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:34.282273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:34.338443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:34.339050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:34.339127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:34.339190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:34.462907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:34.463040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:34.463084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:34.463113] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:34.466399] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-12-16T20:23:34.466688] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-16T20:23:34.466808] [INFO ] [sig       ] HALO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:34.604095] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HALO.txt
[2025-12-16T20:23:34.604211] [INFO ] [sig       ] [1497/3585] Completed HALO in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-16T20:23:34.604248] [INFO ] [sig       ] [1498/3585] Forecasting HAS...
[2025-12-16T20:23:34.604278] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-16T20:23:34.604308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-16T20:23:34.615360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-16T20:23:34.615662] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-16T20:23:34.616411] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-16T20:23:34.616464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:34.616497] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:34.616528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:34.616613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:34.672602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:34.673186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:34.673262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:34.673294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:34.796691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:34.796844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:34.796905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:34.796935] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:34.800432] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: UP (p=56.34%)
[2025-12-16T20:23:34.800719] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-16T20:23:34.800843] [INFO ] [sig       ] HAS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:34.938144] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HAS.txt
[2025-12-16T20:23:34.938282] [INFO ] [sig       ] [1498/3585] Completed HAS in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-16T20:23:34.938320] [INFO ] [sig       ] [1499/3585] Forecasting HASI...
[2025-12-16T20:23:34.938350] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-16T20:23:34.938379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-16T20:23:34.949526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-16T20:23:34.949908] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-16T20:23:34.950765] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-16T20:23:34.950818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:34.950849] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:34.950878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:34.950934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:35.008935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:35.009723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:35.009837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:35.009882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:35.135311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:35.135463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:35.135501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:35.135529] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:35.138871] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: UP (p=78.28%)
[2025-12-16T20:23:35.139136] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-16T20:23:35.139273] [INFO ] [sig       ] HASI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:35.276274] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HASI.txt
[2025-12-16T20:23:35.276410] [INFO ] [sig       ] [1499/3585] Completed HASI in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-16T20:23:35.276448] [INFO ] [sig       ] [1500/3585] Forecasting HBAN...
[2025-12-16T20:23:35.276478] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-12-16T20:23:35.276508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-12-16T20:23:35.289212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-12-16T20:23:35.289536] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-12-16T20:23:35.290552] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-12-16T20:23:35.290626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:35.290662] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:35.290688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:35.290743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:35.350654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:35.351402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:35.351487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:35.351526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:35.477627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:35.477789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:35.477828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:35.477861] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:35.481234] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: DOWN (p=40.62%)
[2025-12-16T20:23:35.481503] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-12-16T20:23:35.481646] [INFO ] [sig       ] HBAN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:35.620956] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HBAN.txt
[2025-12-16T20:23:35.621096] [INFO ] [sig       ] [1500/3585] Completed HBAN in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-16T20:23:35.621135] [INFO ] [sig       ] [1501/3585] Forecasting HBANL...
[2025-12-16T20:23:35.621164] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-16T20:23:35.621193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-16T20:23:35.632947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-16T20:23:35.633290] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-16T20:23:35.634097] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-16T20:23:35.634151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:35.634183] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:35.634210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:35.634267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:35.691331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:35.692121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:35.692207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:35.692240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:35.808041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:35.808191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:35.808231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:35.808260] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:35.812049] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=5.95%)
[2025-12-16T20:23:35.812313] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-16T20:23:35.812435] [INFO ] [sig       ] HBANL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:35.952418] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HBANL.txt
[2025-12-16T20:23:35.952535] [INFO ] [sig       ] [1501/3585] Completed HBANL in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-16T20:23:35.952590] [INFO ] [sig       ] [1502/3585] Forecasting HBANP...
[2025-12-16T20:23:35.952623] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-16T20:23:35.952651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-16T20:23:35.964151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-16T20:23:35.964413] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-16T20:23:35.965157] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-16T20:23:35.965207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:35.965249] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:35.965277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:35.965333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:36.022247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:36.022852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:36.022932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:36.022965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:36.138405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:36.138555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:36.138614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:36.138645] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:36.141971] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-12-16T20:23:36.142238] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-16T20:23:36.142361] [INFO ] [sig       ] HBANP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:36.281828] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HBANP.txt
[2025-12-16T20:23:36.281943] [INFO ] [sig       ] [1502/3585] Completed HBANP in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-16T20:23:36.281982] [INFO ] [sig       ] [1503/3585] Forecasting HBB...
[2025-12-16T20:23:36.282012] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-16T20:23:36.282042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-16T20:23:36.293169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-16T20:23:36.293420] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-16T20:23:36.294167] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-16T20:23:36.294218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:36.294250] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:36.294276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:36.294331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:36.351849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:36.352528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:36.352628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:36.352663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:36.471770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:36.471908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:36.471946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:36.471977] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:36.475287] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=12.41%)
[2025-12-16T20:23:36.475594] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-16T20:23:36.475736] [INFO ] [sig       ] HBB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:36.614983] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HBB.txt
[2025-12-16T20:23:36.615110] [INFO ] [sig       ] [1503/3585] Completed HBB in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-16T20:23:36.615149] [INFO ] [sig       ] [1504/3585] Forecasting HBCP...
[2025-12-16T20:23:36.615180] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-16T20:23:36.615210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-16T20:23:36.628272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-16T20:23:36.628684] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-16T20:23:36.629498] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-16T20:23:36.629549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:36.629600] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:36.629629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:36.629685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:36.687317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:36.688186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:36.688274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:36.688307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:36.808429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:36.808620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:36.808673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:36.808703] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:36.812754] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: UP (p=91.83%)
[2025-12-16T20:23:36.813034] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-16T20:23:36.813162] [INFO ] [sig       ] HBCP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:36.950070] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HBCP.txt
[2025-12-16T20:23:36.950217] [INFO ] [sig       ] [1504/3585] Completed HBCP in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-16T20:23:36.950255] [INFO ] [sig       ] [1505/3585] Forecasting HBM...
[2025-12-16T20:23:36.950285] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-16T20:23:36.950316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-16T20:23:36.961544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-16T20:23:36.961903] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-16T20:23:36.962742] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-16T20:23:36.962796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:36.962828] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:36.962855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:36.962911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:37.018203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:37.018981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:37.019063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:37.019096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:37.140074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:37.140220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:37.140258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:37.140286] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:37.143554] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=30.25%)
[2025-12-16T20:23:37.143843] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-16T20:23:37.143965] [INFO ] [sig       ] HBM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:37.278173] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HBM.txt
[2025-12-16T20:23:37.278304] [INFO ] [sig       ] [1505/3585] Completed HBM in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-16T20:23:37.278348] [INFO ] [sig       ] [1506/3585] Forecasting HBNC...
[2025-12-16T20:23:37.278379] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-16T20:23:37.278408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-16T20:23:37.290051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-16T20:23:37.290356] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-16T20:23:37.291171] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-16T20:23:37.291249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:37.291288] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:37.291324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:37.291398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:37.350755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:37.351480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:37.351559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:37.351611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:37.469300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:37.469445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:37.469483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:37.469511] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:37.472823] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: UP (p=90.87%)
[2025-12-16T20:23:37.473085] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-16T20:23:37.473205] [INFO ] [sig       ] HBNC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:37.614312] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HBNC.txt
[2025-12-16T20:23:37.614461] [INFO ] [sig       ] [1506/3585] Completed HBNC in 0.3s | 2.94 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-16T20:23:37.614500] [INFO ] [sig       ] [1507/3585] Forecasting HCA...
[2025-12-16T20:23:37.614530] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-16T20:23:37.614560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-16T20:23:37.628069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-16T20:23:37.628437] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-16T20:23:37.629299] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-16T20:23:37.629357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:37.629388] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:37.629414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:37.629471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:37.687197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:37.688045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:37.688126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:37.688159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:37.809386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:37.809536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:37.809607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:37.809665] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:37.813207] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=68.97%)
[2025-12-16T20:23:37.813481] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-16T20:23:37.813640] [INFO ] [sig       ] HCA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:37.950587] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HCA.txt
[2025-12-16T20:23:37.950734] [INFO ] [sig       ] [1507/3585] Completed HCA in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-16T20:23:37.950772] [INFO ] [sig       ] [1508/3585] Forecasting HCC...
[2025-12-16T20:23:37.950801] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-16T20:23:37.950832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-16T20:23:37.966491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-16T20:23:37.966851] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-16T20:23:37.967678] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-16T20:23:37.967730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:37.967763] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:37.967789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:37.967846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:38.023065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:38.023857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:38.023959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:38.023992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:38.146753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:38.146899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:38.146938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:38.146966] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:38.150449] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=43.31%)
[2025-12-16T20:23:38.150759] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-16T20:23:38.150888] [INFO ] [sig       ] HCC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:38.288566] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HCC.txt
[2025-12-16T20:23:38.288727] [INFO ] [sig       ] [1508/3585] Completed HCC in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-16T20:23:38.288766] [INFO ] [sig       ] [1509/3585] Forecasting HCI...
[2025-12-16T20:23:38.288797] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-16T20:23:38.288827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-16T20:23:38.300359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-16T20:23:38.300713] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-16T20:23:38.301469] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-16T20:23:38.301520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:38.301550] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:38.301598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:38.301656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:38.360345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:38.361164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:38.361246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:38.361279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:38.478917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:38.479065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:38.479186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:38.479264] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:38.482662] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=10.02%)
[2025-12-16T20:23:38.482935] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-16T20:23:38.483060] [INFO ] [sig       ] HCI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:38.623710] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HCI.txt
[2025-12-16T20:23:38.623865] [INFO ] [sig       ] [1509/3585] Completed HCI in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-16T20:23:38.623905] [INFO ] [sig       ] [1510/3585] Forecasting HCM...
[2025-12-16T20:23:38.623936] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-16T20:23:38.623965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-16T20:23:38.636767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-16T20:23:38.637165] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-16T20:23:38.638000] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-16T20:23:38.638052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:38.638083] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:38.638109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:38.638164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:38.697096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:38.698000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:38.698104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:38.698138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:38.821936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:38.822087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:38.822126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:38.822153] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:38.825657] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: DOWN (p=49.72%)
[2025-12-16T20:23:38.825949] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-16T20:23:38.826073] [INFO ] [sig       ] HCM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:38.965644] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HCM.txt
[2025-12-16T20:23:38.965793] [INFO ] [sig       ] [1510/3585] Completed HCM in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-16T20:23:38.965837] [INFO ] [sig       ] [1511/3585] Forecasting HCSG...
[2025-12-16T20:23:38.965879] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-16T20:23:38.965914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-16T20:23:38.981291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-16T20:23:38.981652] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-16T20:23:38.982447] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-16T20:23:38.982499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:38.982530] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:38.982557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:38.982638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:39.041697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:39.042659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:39.042955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:39.042989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:39.171496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:39.171663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:39.171704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:39.171743] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:39.175744] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: UP (p=62.57%)
[2025-12-16T20:23:39.176048] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-16T20:23:39.176190] [INFO ] [sig       ] HCSG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:39.313540] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HCSG.txt
[2025-12-16T20:23:39.313697] [INFO ] [sig       ] [1511/3585] Completed HCSG in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-16T20:23:39.313737] [INFO ] [sig       ] [1512/3585] Forecasting HCTI...
[2025-12-16T20:23:39.313768] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-16T20:23:39.313797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-16T20:23:39.324835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-12-16T20:23:39.325112] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-16T20:23:39.325916] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-16T20:23:39.325969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:39.326000] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:39.326026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:39.326081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:39.381359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:39.382014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:39.382093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:39.382126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:39.493658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:39.493810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:39.493849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:39.493877] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:39.497262] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2025-12-16T20:23:39.497535] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-16T20:23:39.497684] [INFO ] [sig       ] HCTI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:39.634387] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HCTI.txt
[2025-12-16T20:23:39.634524] [INFO ] [sig       ] [1512/3585] Completed HCTI in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-16T20:23:39.634566] [INFO ] [sig       ] [1513/3585] Forecasting HD...
[2025-12-16T20:23:39.634627] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-16T20:23:39.634693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-16T20:23:39.646011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-16T20:23:39.646258] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-16T20:23:39.647022] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-16T20:23:39.647075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:39.647106] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:39.647143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:39.647200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:39.703037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:39.703641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:39.703717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:39.703749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:39.820189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:39.820332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:39.820369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:39.820398] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:39.823682] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=88.55%)
[2025-12-16T20:23:39.823942] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-16T20:23:39.824060] [INFO ] [sig       ] HD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:39.960991] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HD.txt
[2025-12-16T20:23:39.961131] [INFO ] [sig       ] [1513/3585] Completed HD in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-16T20:23:39.961171] [INFO ] [sig       ] [1514/3585] Forecasting HDB...
[2025-12-16T20:23:39.961201] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-16T20:23:39.961231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-16T20:23:39.973082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-16T20:23:39.973382] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-16T20:23:39.974172] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-16T20:23:39.974224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:39.974258] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:39.974285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:39.974342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:40.031589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:40.032197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:40.032276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:40.032309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:40.155624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:40.155766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:40.155806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:40.155836] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:40.159309] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: UP (p=84.80%)
[2025-12-16T20:23:40.159635] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-16T20:23:40.159778] [INFO ] [sig       ] HDB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:40.297050] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HDB.txt
[2025-12-16T20:23:40.297179] [INFO ] [sig       ] [1514/3585] Completed HDB in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-16T20:23:40.297218] [INFO ] [sig       ] [1515/3585] Forecasting HDSN...
[2025-12-16T20:23:40.297248] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-16T20:23:40.297279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-16T20:23:40.308538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-16T20:23:40.308850] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-16T20:23:40.309665] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-16T20:23:40.309719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:40.309751] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:40.309778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:40.309834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:40.367804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:40.368542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:40.368639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:40.368672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:40.484446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:40.484619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:40.484668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:40.484703] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:40.488083] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=73.20%)
[2025-12-16T20:23:40.488351] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-16T20:23:40.488474] [INFO ] [sig       ] HDSN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:40.625992] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HDSN.txt
[2025-12-16T20:23:40.626141] [INFO ] [sig       ] [1515/3585] Completed HDSN in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-16T20:23:40.626179] [INFO ] [sig       ] [1516/3585] Forecasting HE...
[2025-12-16T20:23:40.626211] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-16T20:23:40.626240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-16T20:23:40.638399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-16T20:23:40.638831] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-16T20:23:40.639692] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-16T20:23:40.639746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:40.639781] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:40.639809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:40.639866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:40.697302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:40.698200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:40.698283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:40.698318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:40.829225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:40.829385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:40.829427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:40.829456] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:40.832992] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2025-12-16T20:23:40.833299] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-16T20:23:40.833433] [INFO ] [sig       ] HE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:40.981368] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HE.txt
[2025-12-16T20:23:40.981539] [INFO ] [sig       ] [1516/3585] Completed HE in 0.4s | 2.94 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-16T20:23:40.981613] [INFO ] [sig       ] [1517/3585] Forecasting HEI...
[2025-12-16T20:23:40.981659] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-16T20:23:40.981703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-16T20:23:40.993803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-16T20:23:40.994142] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-16T20:23:40.995007] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-16T20:23:40.995060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:40.995093] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:40.995120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:40.995177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:41.055106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:41.055950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:41.056036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:41.056069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:41.176647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:41.176800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:41.176840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:41.176869] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:41.180303] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=81.84%)
[2025-12-16T20:23:41.180591] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-16T20:23:41.180721] [INFO ] [sig       ] HEI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:41.316360] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HEI.txt
[2025-12-16T20:23:41.316496] [INFO ] [sig       ] [1517/3585] Completed HEI in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-16T20:23:41.316535] [INFO ] [sig       ] [1518/3585] Forecasting HELE...
[2025-12-16T20:23:41.316564] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-16T20:23:41.316613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-16T20:23:41.327685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-16T20:23:41.327989] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-16T20:23:41.328764] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-16T20:23:41.328822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:41.328853] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:41.328879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:41.328955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:41.386669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:41.387453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:41.387538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:41.387587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:41.521543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:41.521704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:41.521744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:41.521774] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:41.525297] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=93.18%)
[2025-12-16T20:23:41.525637] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-16T20:23:41.525784] [INFO ] [sig       ] HELE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:41.676365] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HELE.txt
[2025-12-16T20:23:41.676884] [INFO ] [sig       ] [1518/3585] Completed HELE in 0.4s | 2.94 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-16T20:23:41.676938] [INFO ] [sig       ] [1519/3585] Forecasting HEPS...
[2025-12-16T20:23:41.676970] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-16T20:23:41.676999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-16T20:23:41.689988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-16T20:23:41.690440] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-16T20:23:41.691311] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-16T20:23:41.691365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:41.691398] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:41.691425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:41.691480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:41.753798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:41.754638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:41.754734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:41.754774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:41.877723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:41.877899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:41.877939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:41.877967] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:41.881465] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=87.47%)
[2025-12-16T20:23:41.881793] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-16T20:23:41.881918] [INFO ] [sig       ] HEPS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:42.019334] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HEPS.txt
[2025-12-16T20:23:42.019460] [INFO ] [sig       ] [1519/3585] Completed HEPS in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-16T20:23:42.019498] [INFO ] [sig       ] [1520/3585] Forecasting HEQ...
[2025-12-16T20:23:42.019528] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-16T20:23:42.019558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-16T20:23:42.031789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-16T20:23:42.032149] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-16T20:23:42.032916] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-16T20:23:42.032967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:42.032998] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:42.033024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:42.033080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:42.088347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:42.088959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:42.089036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:42.089068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:42.200946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:42.201080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:42.201116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:42.201144] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:42.204355] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: DOWN (p=4.40%)
[2025-12-16T20:23:42.204640] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-16T20:23:42.204764] [INFO ] [sig       ] HEQ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:42.340729] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HEQ.txt
[2025-12-16T20:23:42.340853] [INFO ] [sig       ] [1520/3585] Completed HEQ in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-16T20:23:42.340891] [INFO ] [sig       ] [1521/3585] Forecasting HERO...
[2025-12-16T20:23:42.340921] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-16T20:23:42.340951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-16T20:23:42.352038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-16T20:23:42.352297] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-16T20:23:42.353060] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-16T20:23:42.353110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:42.353142] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:42.353168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:42.353223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:42.409004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:42.409638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:42.409737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:42.409781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:42.530729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:42.530893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:42.530934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:42.530962] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:42.534388] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-12-16T20:23:42.534715] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-16T20:23:42.534863] [INFO ] [sig       ] HERO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:42.675454] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HERO.txt
[2025-12-16T20:23:42.675626] [INFO ] [sig       ] [1521/3585] Completed HERO in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-16T20:23:42.675667] [INFO ] [sig       ] [1522/3585] Forecasting HESM...
[2025-12-16T20:23:42.675697] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-16T20:23:42.675726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-16T20:23:42.687213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-16T20:23:42.687566] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-16T20:23:42.688380] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-16T20:23:42.688432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:42.688463] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:42.688489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:42.688543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:42.744672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:42.745535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:42.745639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:42.745688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:42.873363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:42.873534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:42.873592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:42.873623] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:42.877001] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: DOWN (p=23.37%)
[2025-12-16T20:23:42.877277] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-16T20:23:42.877398] [INFO ] [sig       ] HESM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:43.014359] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HESM.txt
[2025-12-16T20:23:43.014483] [INFO ] [sig       ] [1522/3585] Completed HESM in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-16T20:23:43.014520] [INFO ] [sig       ] [1523/3585] Forecasting HFFG...
[2025-12-16T20:23:43.014549] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-16T20:23:43.014595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-16T20:23:43.025383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-12-16T20:23:43.025651] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-16T20:23:43.026382] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-16T20:23:43.026456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:43.026489] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:43.026516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:43.026587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:43.083896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:43.084506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:43.084602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:43.084638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:43.200530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:43.200677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:43.200721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:43.200751] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:43.203987] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=94.90%)
[2025-12-16T20:23:43.204252] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-16T20:23:43.204374] [INFO ] [sig       ] HFFG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:43.342053] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HFFG.txt
[2025-12-16T20:23:43.342172] [INFO ] [sig       ] [1523/3585] Completed HFFG in 0.3s | 2.94 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-16T20:23:43.342209] [INFO ] [sig       ] [1524/3585] Forecasting HFRO...
[2025-12-16T20:23:43.342239] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-16T20:23:43.342271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-16T20:23:43.354401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-16T20:23:43.354749] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-16T20:23:43.355652] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-16T20:23:43.355714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:43.355750] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:43.355777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:43.355846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:43.420002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:43.420797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:43.420891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:43.420924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:43.549847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:43.550010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:43.550052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:43.550090] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:43.553989] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: DOWN (p=5.00%)
[2025-12-16T20:23:43.554285] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-16T20:23:43.554415] [INFO ] [sig       ] HFRO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:43.705521] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HFRO.txt
[2025-12-16T20:23:43.705678] [INFO ] [sig       ] [1524/3585] Completed HFRO in 0.4s | 2.94 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-16T20:23:43.705719] [INFO ] [sig       ] [1525/3585] Forecasting HFWA...
[2025-12-16T20:23:43.705749] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-16T20:23:43.705778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-16T20:23:43.717523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-16T20:23:43.717908] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-16T20:23:43.718684] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-16T20:23:43.718737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:43.718773] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:43.718799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:43.718854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:43.774707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:43.775545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:43.775651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:43.775690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:43.908778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:43.908929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:43.908969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:43.908997] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:43.912400] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: UP (p=62.38%)
[2025-12-16T20:23:43.912687] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-16T20:23:43.912807] [INFO ] [sig       ] HFWA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:44.050020] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HFWA.txt
[2025-12-16T20:23:44.050127] [INFO ] [sig       ] [1525/3585] Completed HFWA in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-16T20:23:44.050164] [INFO ] [sig       ] [1526/3585] Forecasting HG...
[2025-12-16T20:23:44.050193] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-16T20:23:44.050222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-16T20:23:44.061720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-16T20:23:44.061965] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-16T20:23:44.062728] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-16T20:23:44.062802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:44.062840] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:44.062867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:44.062922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:44.119098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:44.119700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:44.119791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:44.119830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:44.239038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:44.239164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:44.239232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:44.239261] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:44.242691] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: UP (p=83.18%)
[2025-12-16T20:23:44.242953] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-16T20:23:44.243070] [INFO ] [sig       ] HG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:44.380467] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HG.txt
[2025-12-16T20:23:44.380591] [INFO ] [sig       ] [1526/3585] Completed HG in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-16T20:23:44.380631] [INFO ] [sig       ] [1527/3585] Forecasting HGBL...
[2025-12-16T20:23:44.380661] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-16T20:23:44.380692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-16T20:23:44.392319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-16T20:23:44.392630] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-16T20:23:44.393362] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-16T20:23:44.393413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:44.393445] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:44.393471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:44.393526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:44.449135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:44.449738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:44.449820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:44.449851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:44.562658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:44.562788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:44.562832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:44.562867] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:44.566092] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-12-16T20:23:44.566353] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-16T20:23:44.566471] [INFO ] [sig       ] HGBL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:44.703562] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HGBL.txt
[2025-12-16T20:23:44.703688] [INFO ] [sig       ] [1527/3585] Completed HGBL in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-16T20:23:44.703726] [INFO ] [sig       ] [1528/3585] Forecasting HGLB...
[2025-12-16T20:23:44.703759] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-16T20:23:44.703789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-16T20:23:44.714783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-16T20:23:44.715053] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-16T20:23:44.715807] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-16T20:23:44.715857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:44.715888] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:44.715915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:44.715970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:44.771363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:44.771984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:44.772061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:44.772092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:44.890844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:44.890952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:44.890988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:44.891016] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:44.894115] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=13.16%)
[2025-12-16T20:23:44.894369] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-16T20:23:44.894487] [INFO ] [sig       ] HGLB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:45.033550] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HGLB.txt
[2025-12-16T20:23:45.033693] [INFO ] [sig       ] [1528/3585] Completed HGLB in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-16T20:23:45.033732] [INFO ] [sig       ] [1529/3585] Forecasting HGTY...
[2025-12-16T20:23:45.033761] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-16T20:23:45.033791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-16T20:23:45.044956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-16T20:23:45.045196] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-16T20:23:45.045947] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-16T20:23:45.045997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:45.046028] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:45.046055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:45.046109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:45.102220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:45.102840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:45.102917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:45.102948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:45.218426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:45.218544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:45.218596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:45.218626] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:45.221848] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: UP (p=55.83%)
[2025-12-16T20:23:45.222109] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-16T20:23:45.222226] [INFO ] [sig       ] HGTY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:45.360333] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HGTY.txt
[2025-12-16T20:23:45.360509] [INFO ] [sig       ] [1529/3585] Completed HGTY in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-16T20:23:45.360556] [INFO ] [sig       ] [1530/3585] Forecasting HHH...
[2025-12-16T20:23:45.360636] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-16T20:23:45.360669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-16T20:23:45.372128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-16T20:23:45.372391] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-16T20:23:45.373216] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-16T20:23:45.373268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:45.373300] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:45.373326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:45.373382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:45.429690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:45.430314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:45.430395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:45.430428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:45.550357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:45.550517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:45.550556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:45.550602] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:45.554113] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=17.96%)
[2025-12-16T20:23:45.554385] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-16T20:23:45.554508] [INFO ] [sig       ] HHH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:45.695681] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HHH.txt
[2025-12-16T20:23:45.695844] [INFO ] [sig       ] [1530/3585] Completed HHH in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-16T20:23:45.695884] [INFO ] [sig       ] [1531/3585] Forecasting HI...
[2025-12-16T20:23:45.695914] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-16T20:23:45.695943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-16T20:23:45.707413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-16T20:23:45.707691] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-16T20:23:45.708493] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-16T20:23:45.708544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:45.708596] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:45.708626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:45.708682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:45.767457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:45.768243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:45.768341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:45.768376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:45.891044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:45.891201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:45.891242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:45.891271] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:45.894720] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: UP (p=82.01%)
[2025-12-16T20:23:45.895033] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-16T20:23:45.895179] [INFO ] [sig       ] HI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:46.032502] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HI.txt
[2025-12-16T20:23:46.032633] [INFO ] [sig       ] [1531/3585] Completed HI in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-16T20:23:46.032674] [INFO ] [sig       ] [1532/3585] Forecasting HIFS...
[2025-12-16T20:23:46.032703] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-16T20:23:46.032733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-16T20:23:46.043946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-16T20:23:46.044243] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-16T20:23:46.045009] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-16T20:23:46.045060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:46.045091] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:46.045117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:46.045173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:46.103255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:46.103904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:46.103985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:46.104019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:46.214894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:46.215019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:46.215056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:46.215086] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:46.218270] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=46.93%)
[2025-12-16T20:23:46.218536] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-16T20:23:46.218674] [INFO ] [sig       ] HIFS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:46.360924] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HIFS.txt
[2025-12-16T20:23:46.361063] [INFO ] [sig       ] [1532/3585] Completed HIFS in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-16T20:23:46.361104] [INFO ] [sig       ] [1533/3585] Forecasting HIG...
[2025-12-16T20:23:46.361137] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-16T20:23:46.361168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-16T20:23:46.372377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-16T20:23:46.372690] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-16T20:23:46.373438] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-16T20:23:46.373491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:46.373523] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:46.373551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:46.373650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:46.432280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:46.433039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:46.433121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:46.433154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:46.551894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:46.552068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:46.552150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:46.552183] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:46.555593] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=75.36%)
[2025-12-16T20:23:46.555872] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-16T20:23:46.555999] [INFO ] [sig       ] HIG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:46.700042] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HIG.txt
[2025-12-16T20:23:46.700195] [INFO ] [sig       ] [1533/3585] Completed HIG in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-16T20:23:46.700236] [INFO ] [sig       ] [1534/3585] Forecasting HII...
[2025-12-16T20:23:46.700266] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-16T20:23:46.700297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-16T20:23:46.712126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-16T20:23:46.712422] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-16T20:23:46.713213] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-16T20:23:46.713266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:46.713300] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:46.713328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:46.713385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:46.771332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:46.772213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:46.772295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:46.772328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:46.892100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:46.892214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:46.892250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:46.892278] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:46.895385] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=46.83%)
[2025-12-16T20:23:46.895663] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-16T20:23:46.895781] [INFO ] [sig       ] HII: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:47.031496] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HII.txt
[2025-12-16T20:23:47.031626] [INFO ] [sig       ] [1534/3585] Completed HII in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-16T20:23:47.031666] [INFO ] [sig       ] [1535/3585] Forecasting HIMS...
[2025-12-16T20:23:47.031695] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-16T20:23:47.031724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-16T20:23:47.042915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-16T20:23:47.043179] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-16T20:23:47.043944] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-16T20:23:47.043996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:47.044027] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:47.044053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:47.044109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:47.100293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:47.100907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:47.100995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:47.101027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:47.231505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:47.231661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:47.231704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:47.231731] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:47.234955] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=54.15%)
[2025-12-16T20:23:47.235214] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-16T20:23:47.235332] [INFO ] [sig       ] HIMS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:47.376390] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HIMS.txt
[2025-12-16T20:23:47.376545] [INFO ] [sig       ] [1535/3585] Completed HIMS in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-16T20:23:47.376601] [INFO ] [sig       ] [1536/3585] Forecasting HIMX...
[2025-12-16T20:23:47.376632] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-16T20:23:47.376669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-16T20:23:47.388211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-16T20:23:47.388475] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-16T20:23:47.389323] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-16T20:23:47.389374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:47.389405] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:47.389431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:47.389486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:47.446048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:47.446636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:47.446713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:47.446745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:47.567136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:47.567274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:47.567312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:47.567338] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:47.570632] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: DOWN (p=19.77%)
[2025-12-16T20:23:47.570924] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-16T20:23:47.571044] [INFO ] [sig       ] HIMX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:47.708473] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HIMX.txt
[2025-12-16T20:23:47.708625] [INFO ] [sig       ] [1536/3585] Completed HIMX in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-16T20:23:47.708668] [INFO ] [sig       ] [1537/3585] Forecasting HIO...
[2025-12-16T20:23:47.708697] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-16T20:23:47.708727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-16T20:23:47.719504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-16T20:23:47.719825] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-16T20:23:47.720604] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-16T20:23:47.720657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:47.720698] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:47.720726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:47.720783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:47.777502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:47.778211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:47.778289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:47.778321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:47.901448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:47.901621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:47.901663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:47.901693] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:47.905222] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=88.44%)
[2025-12-16T20:23:47.905506] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-16T20:23:47.905656] [INFO ] [sig       ] HIO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:48.042813] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HIO.txt
[2025-12-16T20:23:48.042945] [INFO ] [sig       ] [1537/3585] Completed HIO in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-16T20:23:48.042983] [INFO ] [sig       ] [1538/3585] Forecasting HIPO...
[2025-12-16T20:23:48.043012] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-16T20:23:48.043042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-16T20:23:48.054642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-16T20:23:48.055028] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-16T20:23:48.055825] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-16T20:23:48.055877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:48.055908] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:48.055935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:48.055991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:48.111626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:48.112465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:48.112546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:48.112598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:48.232878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:48.233038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:48.233078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:48.233106] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:48.236640] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: DOWN (p=14.61%)
[2025-12-16T20:23:48.236950] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-16T20:23:48.237081] [INFO ] [sig       ] HIPO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:48.376542] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HIPO.txt
[2025-12-16T20:23:48.376704] [INFO ] [sig       ] [1538/3585] Completed HIPO in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-16T20:23:48.376743] [INFO ] [sig       ] [1539/3585] Forecasting HITI...
[2025-12-16T20:23:48.376772] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-16T20:23:48.376802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-16T20:23:48.388566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-16T20:23:48.388901] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-16T20:23:48.389706] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-16T20:23:48.389756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:48.389788] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:48.389814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:48.389876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:48.446164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:48.446904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:48.446989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:48.447023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:48.572868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:48.573017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:48.573057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:48.573085] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:48.576517] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-12-16T20:23:48.576812] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-16T20:23:48.576938] [INFO ] [sig       ] HITI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:48.718313] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HITI.txt
[2025-12-16T20:23:48.718441] [INFO ] [sig       ] [1539/3585] Completed HITI in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-16T20:23:48.718481] [INFO ] [sig       ] [1540/3585] Forecasting HIVE...
[2025-12-16T20:23:48.718511] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-16T20:23:48.718540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-16T20:23:48.730654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-16T20:23:48.731087] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-16T20:23:48.731935] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-16T20:23:48.731988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:48.732021] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:48.732050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:48.732120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:48.790033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:48.790932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:48.791021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:48.791054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:48.909429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:48.909601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:48.909643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:48.909671] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:48.912950] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-12-16T20:23:48.913216] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-16T20:23:48.913336] [INFO ] [sig       ] HIVE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:49.050628] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HIVE.txt
[2025-12-16T20:23:49.050756] [INFO ] [sig       ] [1540/3585] Completed HIVE in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-16T20:23:49.050800] [INFO ] [sig       ] [1541/3585] Forecasting HIX...
[2025-12-16T20:23:49.050843] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-16T20:23:49.050882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-16T20:23:49.062088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-16T20:23:49.062361] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-16T20:23:49.063164] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-16T20:23:49.063216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:49.063248] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:49.063276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:49.063334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:49.126546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:49.127438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:49.127521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:49.127555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:49.250508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:49.250678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:49.250720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:49.250750] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:49.254284] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=81.64%)
[2025-12-16T20:23:49.254606] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-16T20:23:49.254736] [INFO ] [sig       ] HIX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:49.391451] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HIX.txt
[2025-12-16T20:23:49.391617] [INFO ] [sig       ] [1541/3585] Completed HIX in 0.3s | 2.94 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-16T20:23:49.391661] [INFO ] [sig       ] [1542/3585] Forecasting HL...
[2025-12-16T20:23:49.391690] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-16T20:23:49.391719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-16T20:23:49.402562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-16T20:23:49.402872] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-16T20:23:49.403638] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-16T20:23:49.403688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:49.403720] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:49.403746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:49.403801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:49.462054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:49.462911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:49.462995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:49.463032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:49.591083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:49.591234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:49.591276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:49.591305] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:49.595224] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=94.01%)
[2025-12-16T20:23:49.595504] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-16T20:23:49.595648] [INFO ] [sig       ] HL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:49.733655] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HL.txt
[2025-12-16T20:23:49.733787] [INFO ] [sig       ] [1542/3585] Completed HL in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-16T20:23:49.733829] [INFO ] [sig       ] [1543/3585] Forecasting HLAL...
[2025-12-16T20:23:49.733863] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-16T20:23:49.733898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-16T20:23:49.744710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-16T20:23:49.745013] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-16T20:23:49.745790] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-16T20:23:49.745840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:49.745873] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:49.745900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:49.745958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:49.804615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:49.805460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:49.805547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:49.805601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:49.928078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:49.928225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:49.928264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:49.928292] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:49.931692] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-12-16T20:23:49.931960] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-16T20:23:49.932081] [INFO ] [sig       ] HLAL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:50.068831] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HLAL.txt
[2025-12-16T20:23:50.068963] [INFO ] [sig       ] [1543/3585] Completed HLAL in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-16T20:23:50.069001] [INFO ] [sig       ] [1544/3585] Forecasting HLF...
[2025-12-16T20:23:50.069030] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-16T20:23:50.069059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-16T20:23:50.080355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-16T20:23:50.080664] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-16T20:23:50.081441] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-16T20:23:50.081493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:50.081527] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:50.081555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:50.081639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:50.142883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:50.143928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:50.144010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:50.144043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:50.265542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:50.265704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:50.265743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:50.265820] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:50.269108] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=15.32%)
[2025-12-16T20:23:50.269384] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-16T20:23:50.269501] [INFO ] [sig       ] HLF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:50.405033] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HLF.txt
[2025-12-16T20:23:50.405152] [INFO ] [sig       ] [1544/3585] Completed HLF in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-16T20:23:50.405191] [INFO ] [sig       ] [1545/3585] Forecasting HLI...
[2025-12-16T20:23:50.405220] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-16T20:23:50.405250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-16T20:23:50.416490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-16T20:23:50.416784] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-16T20:23:50.417512] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-16T20:23:50.417563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:50.417616] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:50.417644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:50.417699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:50.473034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:50.473624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:50.473702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:50.473732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:50.585775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:50.585893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:50.585929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:50.585956] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:50.589205] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=16.35%)
[2025-12-16T20:23:50.589480] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-16T20:23:50.589619] [INFO ] [sig       ] HLI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:50.726884] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HLI.txt
[2025-12-16T20:23:50.727002] [INFO ] [sig       ] [1545/3585] Completed HLI in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-16T20:23:50.727041] [INFO ] [sig       ] [1546/3585] Forecasting HLIO...
[2025-12-16T20:23:50.727070] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-16T20:23:50.727100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-16T20:23:50.739261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-16T20:23:50.739710] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-16T20:23:50.740549] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-16T20:23:50.740630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:50.740667] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:50.740694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:50.740751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:50.796682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:50.797410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:50.797493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:50.797524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:50.916939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:50.917088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:50.917126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:50.917154] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:50.920454] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=39.02%)
[2025-12-16T20:23:50.920735] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-16T20:23:50.920854] [INFO ] [sig       ] HLIO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:51.058394] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HLIO.txt
[2025-12-16T20:23:51.058538] [INFO ] [sig       ] [1546/3585] Completed HLIO in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-16T20:23:51.058621] [INFO ] [sig       ] [1547/3585] Forecasting HLLY...
[2025-12-16T20:23:51.058658] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-16T20:23:51.058699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-16T20:23:51.070550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-16T20:23:51.070857] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-16T20:23:51.071606] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-16T20:23:51.071656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:51.071687] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:51.071714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:51.071768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:51.127130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:51.127803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:51.127900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:51.127932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:51.249554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:51.249728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:51.249767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:51.249796] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:51.253163] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=52.22%)
[2025-12-16T20:23:51.253435] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-16T20:23:51.253560] [INFO ] [sig       ] HLLY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:51.394666] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HLLY.txt
[2025-12-16T20:23:51.394785] [INFO ] [sig       ] [1547/3585] Completed HLLY in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-16T20:23:51.394824] [INFO ] [sig       ] [1548/3585] Forecasting HLMN...
[2025-12-16T20:23:51.394854] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-16T20:23:51.394890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-16T20:23:51.405840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-16T20:23:51.406121] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-16T20:23:51.406897] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-16T20:23:51.406949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:51.406982] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:51.407008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:51.407075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:51.464143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:51.464760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:51.464840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:51.464873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:51.582675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:51.582809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:51.582846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:51.582874] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:51.586142] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=33.30%)
[2025-12-16T20:23:51.586398] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-16T20:23:51.586516] [INFO ] [sig       ] HLMN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:51.729720] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HLMN.txt
[2025-12-16T20:23:51.729839] [INFO ] [sig       ] [1548/3585] Completed HLMN in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-16T20:23:51.729883] [INFO ] [sig       ] [1549/3585] Forecasting HLN...
[2025-12-16T20:23:51.729919] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-16T20:23:51.729955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-16T20:23:51.741423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-16T20:23:51.741718] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-16T20:23:51.742491] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-16T20:23:51.742543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:51.742600] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:51.742637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:51.742694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:51.801040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:51.801680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:51.801760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:51.801793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:51.919309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:51.919442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:51.919479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:51.919507] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:51.922844] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-12-16T20:23:51.923110] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-16T20:23:51.923229] [INFO ] [sig       ] HLN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:52.065909] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HLN.txt
[2025-12-16T20:23:52.066070] [INFO ] [sig       ] [1549/3585] Completed HLN in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-16T20:23:52.066111] [INFO ] [sig       ] [1550/3585] Forecasting HLNE...
[2025-12-16T20:23:52.066141] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-16T20:23:52.066170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-16T20:23:52.077614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-16T20:23:52.077885] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-16T20:23:52.078654] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-16T20:23:52.078715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:52.078747] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:52.078798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:52.078856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:52.134841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:52.135425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:52.135501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:52.135532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:52.251627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:52.251783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:52.251822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:52.251851] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:52.255328] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-16T20:23:52.255663] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-16T20:23:52.255802] [INFO ] [sig       ] HLNE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:52.392618] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HLNE.txt
[2025-12-16T20:23:52.392744] [INFO ] [sig       ] [1550/3585] Completed HLNE in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-16T20:23:52.392783] [INFO ] [sig       ] [1551/3585] Forecasting HLX...
[2025-12-16T20:23:52.392812] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-16T20:23:52.392841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-16T20:23:52.403367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-16T20:23:52.403647] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-16T20:23:52.404380] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-16T20:23:52.404430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:52.404461] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:52.404487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:52.404543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:52.462410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:52.463088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:52.463167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:52.463199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:52.579026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:52.579169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:52.579210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:52.579238] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:52.582499] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=23.15%)
[2025-12-16T20:23:52.582775] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-16T20:23:52.582897] [INFO ] [sig       ] HLX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:52.721123] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HLX.txt
[2025-12-16T20:23:52.721242] [INFO ] [sig       ] [1551/3585] Completed HLX in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-16T20:23:52.721281] [INFO ] [sig       ] [1552/3585] Forecasting HMC...
[2025-12-16T20:23:52.721309] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-16T20:23:52.721338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-16T20:23:52.733218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-16T20:23:52.733474] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-16T20:23:52.734223] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-16T20:23:52.734273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:52.734305] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:52.734331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:52.734387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:52.790709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:52.791529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:52.791654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:52.791706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:52.912710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:52.912863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:52.912902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:52.912930] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:52.916395] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=71.45%)
[2025-12-16T20:23:52.916701] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-16T20:23:52.916830] [INFO ] [sig       ] HMC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:53.054567] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HMC.txt
[2025-12-16T20:23:53.054708] [INFO ] [sig       ] [1552/3585] Completed HMC in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-16T20:23:53.054752] [INFO ] [sig       ] [1553/3585] Forecasting HMN...
[2025-12-16T20:23:53.054793] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-16T20:23:53.054824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-16T20:23:53.066179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-16T20:23:53.066454] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-16T20:23:53.067219] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-16T20:23:53.067270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:53.067302] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:53.067329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:53.067385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:53.123082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:53.123701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:53.123780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:53.123812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:53.242036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:53.242174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:53.242212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:53.242240] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:53.245656] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: UP (p=80.38%)
[2025-12-16T20:23:53.245930] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-16T20:23:53.246057] [INFO ] [sig       ] HMN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:53.384461] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HMN.txt
[2025-12-16T20:23:53.384643] [INFO ] [sig       ] [1553/3585] Completed HMN in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-16T20:23:53.384711] [INFO ] [sig       ] [1554/3585] Forecasting HMY...
[2025-12-16T20:23:53.384745] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-16T20:23:53.384775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-16T20:23:53.396158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-16T20:23:53.396414] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-16T20:23:53.397221] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-16T20:23:53.397273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:53.397304] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:53.397332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:53.397387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:53.454976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:53.455707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:53.455785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:53.455817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:53.577414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:53.577543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:53.577597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:53.577629] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:53.581008] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-12-16T20:23:53.581270] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-16T20:23:53.581390] [INFO ] [sig       ] HMY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:53.720465] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HMY.txt
[2025-12-16T20:23:53.720600] [INFO ] [sig       ] [1554/3585] Completed HMY in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-16T20:23:53.720640] [INFO ] [sig       ] [1555/3585] Forecasting HNDL...
[2025-12-16T20:23:53.720669] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-12-16T20:23:53.720697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-12-16T20:23:53.731369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-12-16T20:23:53.731659] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-12-16T20:23:53.732499] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-12-16T20:23:53.732551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:53.732628] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:53.732672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:53.732730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:53.791151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:53.791771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:53.791849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:53.791881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:53.910680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:53.910820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:53.910858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:53.910886] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:53.914484] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=5.06%)
[2025-12-16T20:23:53.914783] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-12-16T20:23:53.914909] [INFO ] [sig       ] HNDL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:54.054523] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HNDL.txt
[2025-12-16T20:23:54.054661] [INFO ] [sig       ] [1555/3585] Completed HNDL in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-16T20:23:54.054702] [INFO ] [sig       ] [1556/3585] Forecasting HNI...
[2025-12-16T20:23:54.054732] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-16T20:23:54.054761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-16T20:23:54.065681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-16T20:23:54.065966] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-16T20:23:54.066722] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-16T20:23:54.066772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:54.066803] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:54.066830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:54.066885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:54.123717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:54.124292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:54.124369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:54.124400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:54.243200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:54.243331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:54.243366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:54.243394] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:54.246661] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-12-16T20:23:54.246923] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-16T20:23:54.247065] [INFO ] [sig       ] HNI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:54.385318] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HNI.txt
[2025-12-16T20:23:54.385469] [INFO ] [sig       ] [1556/3585] Completed HNI in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-16T20:23:54.385507] [INFO ] [sig       ] [1557/3585] Forecasting HNRG...
[2025-12-16T20:23:54.385538] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-16T20:23:54.385568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-16T20:23:54.397097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-16T20:23:54.397477] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-16T20:23:54.398298] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-16T20:23:54.398353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:54.398384] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:54.398411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:54.398467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:54.459187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:54.459945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:54.460041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:54.460086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:54.582595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:54.582728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:54.582781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:54.582810] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:54.586093] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: UP (p=93.04%)
[2025-12-16T20:23:54.586365] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-16T20:23:54.586486] [INFO ] [sig       ] HNRG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:54.728000] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HNRG.txt
[2025-12-16T20:23:54.728175] [INFO ] [sig       ] [1557/3585] Completed HNRG in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-16T20:23:54.728219] [INFO ] [sig       ] [1558/3585] Forecasting HOG...
[2025-12-16T20:23:54.728249] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-16T20:23:54.728278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-16T20:23:54.739914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-16T20:23:54.740176] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-16T20:23:54.740986] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-16T20:23:54.741050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:54.741089] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:54.741118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:54.741174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:54.799441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:54.800118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:54.800196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:54.800229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:54.924791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:54.924933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:54.924977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:54.925011] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:54.928442] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: DOWN (p=29.73%)
[2025-12-16T20:23:54.928731] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-16T20:23:54.928855] [INFO ] [sig       ] HOG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:55.068730] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HOG.txt
[2025-12-16T20:23:55.068857] [INFO ] [sig       ] [1558/3585] Completed HOG in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-16T20:23:55.068896] [INFO ] [sig       ] [1559/3585] Forecasting HOLO...
[2025-12-16T20:23:55.068926] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-16T20:23:55.068954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-16T20:23:55.080123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-16T20:23:55.080402] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-16T20:23:55.081211] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-16T20:23:55.081261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:55.081294] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:55.081321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:55.081377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:55.140895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:55.141522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:55.141615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:55.141656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:55.258889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:55.259025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:55.259062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:55.259090] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:55.262373] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-12-16T20:23:55.262657] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-16T20:23:55.262778] [INFO ] [sig       ] HOLO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:55.400309] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HOLO.txt
[2025-12-16T20:23:55.400464] [INFO ] [sig       ] [1559/3585] Completed HOLO in 0.3s | 2.94 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-16T20:23:55.400503] [INFO ] [sig       ] [1560/3585] Forecasting HOLX...
[2025-12-16T20:23:55.400532] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-16T20:23:55.400562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-16T20:23:55.412321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-16T20:23:55.412736] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-16T20:23:55.413510] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-16T20:23:55.413563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:55.413617] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:55.413649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:55.413719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:55.470045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:55.470860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:55.470974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:55.471011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:55.593247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:55.593384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:55.593422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:55.593450] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:55.596672] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: UP (p=89.29%)
[2025-12-16T20:23:55.596932] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-16T20:23:55.597055] [INFO ] [sig       ] HOLX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:55.734451] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HOLX.txt
[2025-12-16T20:23:55.734592] [INFO ] [sig       ] [1560/3585] Completed HOLX in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-16T20:23:55.734633] [INFO ] [sig       ] [1561/3585] Forecasting HOMB...
[2025-12-16T20:23:55.734664] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-16T20:23:55.734694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-16T20:23:55.746057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-16T20:23:55.746318] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-16T20:23:55.747141] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-16T20:23:55.747193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:55.747236] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:55.747265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:55.747321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:55.805023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:55.805663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:55.805741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:55.805772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:55.921758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:55.921875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:55.921913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:55.921941] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:55.925268] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: DOWN (p=7.79%)
[2025-12-16T20:23:55.925529] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-16T20:23:55.925664] [INFO ] [sig       ] HOMB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:56.062627] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HOMB.txt
[2025-12-16T20:23:56.062761] [INFO ] [sig       ] [1561/3585] Completed HOMB in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-16T20:23:56.062799] [INFO ] [sig       ] [1562/3585] Forecasting HON...
[2025-12-16T20:23:56.062827] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-16T20:23:56.062857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-16T20:23:56.073794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-16T20:23:56.074115] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-16T20:23:56.074936] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-16T20:23:56.074997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:56.075035] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:56.075068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:56.075136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:56.132390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:56.133028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:56.133114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:56.133147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:56.253366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:56.253515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:56.253554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:56.253601] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:56.256895] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: DOWN (p=6.66%)
[2025-12-16T20:23:56.257166] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-16T20:23:56.257285] [INFO ] [sig       ] HON: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:56.392966] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HON.txt
[2025-12-16T20:23:56.393080] [INFO ] [sig       ] [1562/3585] Completed HON in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-16T20:23:56.393118] [INFO ] [sig       ] [1563/3585] Forecasting HOOD...
[2025-12-16T20:23:56.393148] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-16T20:23:56.393177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-16T20:23:56.405137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-16T20:23:56.405410] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-16T20:23:56.406158] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-16T20:23:56.406209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:56.406241] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:56.406267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:56.406322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:56.464399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:56.465307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:56.465393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:56.465425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:56.586267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:56.586425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:56.586465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:56.586494] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:56.589895] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: UP (p=95.05%)
[2025-12-16T20:23:56.590191] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-16T20:23:56.590323] [INFO ] [sig       ] HOOD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:56.726764] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HOOD.txt
[2025-12-16T20:23:56.726915] [INFO ] [sig       ] [1563/3585] Completed HOOD in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-16T20:23:56.726953] [INFO ] [sig       ] [1564/3585] Forecasting HOPE...
[2025-12-16T20:23:56.726983] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-16T20:23:56.727012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-16T20:23:56.737994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-16T20:23:56.738256] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-16T20:23:56.739005] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-16T20:23:56.739056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:56.739088] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:56.739114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:56.739196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:56.794848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:56.795443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:56.795520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:56.795553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:56.905955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:56.906100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:56.906137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:56.906166] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:56.909433] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: UP (p=85.32%)
[2025-12-16T20:23:56.909710] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-16T20:23:56.909829] [INFO ] [sig       ] HOPE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:57.046657] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HOPE.txt
[2025-12-16T20:23:57.046779] [INFO ] [sig       ] [1564/3585] Completed HOPE in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-16T20:23:57.046824] [INFO ] [sig       ] [1565/3585] Forecasting HOTH...
[2025-12-16T20:23:57.046854] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-16T20:23:57.046884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-16T20:23:57.060603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-16T20:23:57.061091] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-16T20:23:57.062027] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-16T20:23:57.062079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:57.062112] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:57.062139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:57.062196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:57.119854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:57.121037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:57.121139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:57.121176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:57.243596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:57.243826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:57.243873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:57.243913] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:57.248002] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: DOWN (p=10.12%)
[2025-12-16T20:23:57.248458] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-16T20:23:57.248693] [INFO ] [sig       ] HOTH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:57.406730] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HOTH.txt
[2025-12-16T20:23:57.406990] [INFO ] [sig       ] [1565/3585] Completed HOTH in 0.4s | 2.94 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-16T20:23:57.407046] [INFO ] [sig       ] [1566/3585] Forecasting HOUS...
[2025-12-16T20:23:57.407089] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-16T20:23:57.407133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-16T20:23:57.424917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-16T20:23:57.425507] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-16T20:23:57.426688] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-16T20:23:57.426758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:57.426811] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:57.426859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:57.426954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:57.495989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:57.496935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:57.497027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:57.497060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:57.620130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:57.620289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:57.620328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:57.620359] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:57.623791] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-16T20:23:57.624095] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-16T20:23:57.624248] [INFO ] [sig       ] HOUS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:23:57.765313] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HOUS.txt
[2025-12-16T20:23:57.765468] [INFO ] [sig       ] [1566/3585] Completed HOUS in 0.4s | 2.94 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-16T20:23:57.765507] [INFO ] [sig       ] [1567/3585] Forecasting HP...
[2025-12-16T20:23:57.765537] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-16T20:23:57.765590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-16T20:23:57.777784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-16T20:23:57.778160] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-16T20:23:57.778948] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-16T20:23:57.779000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:57.779061] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:57.779090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:57.779174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:57.838937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:57.839845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:57.839933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:57.839967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:57.962512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:57.962689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:57.962731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:57.962760] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:57.966721] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: DOWN (p=18.68%)
[2025-12-16T20:23:57.966992] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-16T20:23:57.967115] [INFO ] [sig       ] HP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:58.113746] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HP.txt
[2025-12-16T20:23:58.113915] [INFO ] [sig       ] [1567/3585] Completed HP in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-16T20:23:58.113972] [INFO ] [sig       ] [1568/3585] Forecasting HPE...
[2025-12-16T20:23:58.114013] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-16T20:23:58.114044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-16T20:23:58.126917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-16T20:23:58.127309] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-16T20:23:58.128277] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-16T20:23:58.128338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:58.128378] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:58.128414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:58.128491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:58.188863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:58.189775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:58.189865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:58.189900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:58.309397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:58.309548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:58.309604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:58.309651] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:58.312916] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-12-16T20:23:58.313177] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-16T20:23:58.313295] [INFO ] [sig       ] HPE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:58.449361] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HPE.txt
[2025-12-16T20:23:58.449487] [INFO ] [sig       ] [1568/3585] Completed HPE in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-16T20:23:58.449526] [INFO ] [sig       ] [1569/3585] Forecasting HPF...
[2025-12-16T20:23:58.449556] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-16T20:23:58.449604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-16T20:23:58.461780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-16T20:23:58.462063] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-16T20:23:58.462849] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-16T20:23:58.462899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:58.462931] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:58.462958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:58.463013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:58.519522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:58.520181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:58.520263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:58.520296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:58.639812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:58.639962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:58.640000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:58.640027] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:58.643382] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=5.65%)
[2025-12-16T20:23:58.643664] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-16T20:23:58.643785] [INFO ] [sig       ] HPF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:58.781552] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HPF.txt
[2025-12-16T20:23:58.781697] [INFO ] [sig       ] [1569/3585] Completed HPF in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-16T20:23:58.781737] [INFO ] [sig       ] [1570/3585] Forecasting HPI...
[2025-12-16T20:23:58.781768] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-16T20:23:58.781799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-16T20:23:58.793869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-16T20:23:58.794229] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-16T20:23:58.795019] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-16T20:23:58.795071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:58.795104] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:58.795139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:58.795209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:58.857493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:58.858508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:58.858618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:58.858684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:58.977588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:58.977743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:58.977783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:58.977813] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:58.981389] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=15.75%)
[2025-12-16T20:23:58.981690] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-16T20:23:58.981831] [INFO ] [sig       ] HPI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:59.123862] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HPI.txt
[2025-12-16T20:23:59.124002] [INFO ] [sig       ] [1570/3585] Completed HPI in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-16T20:23:59.124062] [INFO ] [sig       ] [1571/3585] Forecasting HPK...
[2025-12-16T20:23:59.124102] [INFO ] [sig       ] Generating forecast for: HPK
[2025-12-16T20:23:59.124138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-12-16T20:23:59.135462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-12-16T20:23:59.135841] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-12-16T20:23:59.136660] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-12-16T20:23:59.136713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:59.136746] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:59.136773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:59.136830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:59.194152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:59.194830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:59.194912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:59.194945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:59.316804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:59.316965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:59.317006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:59.317035] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:59.320561] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2025-12-16T20:23:59.320889] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-12-16T20:23:59.321023] [INFO ] [sig       ] HPK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:59.511997] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HPK.txt
[2025-12-16T20:23:59.512149] [INFO ] [sig       ] [1571/3585] Completed HPK in 0.4s | 2.94 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-16T20:23:59.512192] [INFO ] [sig       ] [1572/3585] Forecasting HPP...
[2025-12-16T20:23:59.512223] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-16T20:23:59.512253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-16T20:23:59.524530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-16T20:23:59.524905] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-16T20:23:59.525712] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-16T20:23:59.525766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:59.525798] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:59.525838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:59.525898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:59.584439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:59.585251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:59.585335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:59.585369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:23:59.708529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:23:59.708720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:23:59.708761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:23:59.708790] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:23:59.712370] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=13.68%)
[2025-12-16T20:23:59.712670] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-16T20:23:59.712799] [INFO ] [sig       ] HPP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:23:59.851158] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HPP.txt
[2025-12-16T20:23:59.851300] [INFO ] [sig       ] [1572/3585] Completed HPP in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-16T20:23:59.851339] [INFO ] [sig       ] [1573/3585] Forecasting HPQ...
[2025-12-16T20:23:59.851369] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-16T20:23:59.851399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-16T20:23:59.862609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-16T20:23:59.862873] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-16T20:23:59.863666] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-16T20:23:59.863717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:23:59.863749] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:23:59.863775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:23:59.863829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:23:59.918834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:23:59.919443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:23:59.919519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:23:59.919552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:00.036674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:00.036832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:00.036871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:00.036899] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:00.040199] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-12-16T20:24:00.040461] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-16T20:24:00.040602] [INFO ] [sig       ] HPQ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:00.179135] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HPQ.txt
[2025-12-16T20:24:00.179285] [INFO ] [sig       ] [1573/3585] Completed HPQ in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-16T20:24:00.179325] [INFO ] [sig       ] [1574/3585] Forecasting HPS...
[2025-12-16T20:24:00.179354] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-16T20:24:00.179383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-16T20:24:00.190336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-16T20:24:00.190610] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-16T20:24:00.191364] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-16T20:24:00.191415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:00.191447] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:00.191473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:00.191529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:00.248183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:00.248789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:00.248867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:00.248900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:00.368182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:00.368311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:00.368348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:00.368376] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:00.375483] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=98.98%)
[2025-12-16T20:24:00.375805] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-16T20:24:00.375943] [INFO ] [sig       ] HPS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:00.517736] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HPS.txt
[2025-12-16T20:24:00.517863] [INFO ] [sig       ] [1574/3585] Completed HPS in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-16T20:24:00.517902] [INFO ] [sig       ] [1575/3585] Forecasting HQI...
[2025-12-16T20:24:00.517933] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-16T20:24:00.517962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-16T20:24:00.530030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-16T20:24:00.530318] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-16T20:24:00.531096] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-16T20:24:00.531147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:00.531178] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:00.531207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:00.531264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:00.589689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:00.590394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:00.590477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:00.590511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:00.698748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:00.698894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:00.698931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:00.698959] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:00.702269] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-16T20:24:00.702532] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-16T20:24:00.702669] [INFO ] [sig       ] HQI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:00.840776] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HQI.txt
[2025-12-16T20:24:00.840898] [INFO ] [sig       ] [1575/3585] Completed HQI in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-16T20:24:00.840936] [INFO ] [sig       ] [1576/3585] Forecasting HQL...
[2025-12-16T20:24:00.840965] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-16T20:24:00.840994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-16T20:24:00.852694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-16T20:24:00.852965] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-16T20:24:00.853724] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-16T20:24:00.853777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:00.853809] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:00.853837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:00.853893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:00.910199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:00.910851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:00.910930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:00.910962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:01.033793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:01.033960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:01.033998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:01.034025] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:01.037320] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: DOWN (p=41.07%)
[2025-12-16T20:24:01.037601] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-16T20:24:01.037721] [INFO ] [sig       ] HQL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:01.185007] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HQL.txt
[2025-12-16T20:24:01.185139] [INFO ] [sig       ] [1576/3585] Completed HQL in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-16T20:24:01.185178] [INFO ] [sig       ] [1577/3585] Forecasting HQY...
[2025-12-16T20:24:01.185207] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-16T20:24:01.185237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-16T20:24:01.197601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-16T20:24:01.197908] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-16T20:24:01.198686] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-16T20:24:01.198738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:01.198770] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:01.198797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:01.198852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:01.256896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:01.257726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:01.257843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:01.257879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:01.377647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:01.377795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:01.377833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:01.377862] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:01.381182] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=72.60%)
[2025-12-16T20:24:01.381448] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-16T20:24:01.381566] [INFO ] [sig       ] HQY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:01.521223] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HQY.txt
[2025-12-16T20:24:01.521356] [INFO ] [sig       ] [1577/3585] Completed HQY in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-16T20:24:01.521396] [INFO ] [sig       ] [1578/3585] Forecasting HRB...
[2025-12-16T20:24:01.521427] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-16T20:24:01.521458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-16T20:24:01.532765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-16T20:24:01.533033] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-16T20:24:01.533799] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-16T20:24:01.533851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:01.533882] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:01.533909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:01.533964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:01.590748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:01.591721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:01.591806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:01.591839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:01.718809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:01.718966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:01.719006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:01.719035] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:01.722509] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=58.85%)
[2025-12-16T20:24:01.722799] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-16T20:24:01.722927] [INFO ] [sig       ] HRB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:01.869011] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HRB.txt
[2025-12-16T20:24:01.869171] [INFO ] [sig       ] [1578/3585] Completed HRB in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-16T20:24:01.869214] [INFO ] [sig       ] [1579/3585] Forecasting HRL...
[2025-12-16T20:24:01.869244] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-16T20:24:01.869423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-16T20:24:01.880996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-16T20:24:01.881280] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-16T20:24:01.882035] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-16T20:24:01.882086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:01.882118] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:01.882149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:01.882205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:01.944167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:01.944948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:01.945040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:01.945075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:02.064898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:02.065071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:02.065115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:02.065150] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:02.068615] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=17.24%)
[2025-12-16T20:24:02.068940] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-16T20:24:02.069071] [INFO ] [sig       ] HRL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:02.217820] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HRL.txt
[2025-12-16T20:24:02.217991] [INFO ] [sig       ] [1579/3585] Completed HRL in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-16T20:24:02.218035] [INFO ] [sig       ] [1580/3585] Forecasting HRMY...
[2025-12-16T20:24:02.218068] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-16T20:24:02.218117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-16T20:24:02.231021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-16T20:24:02.231363] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-16T20:24:02.232280] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-16T20:24:02.232342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:02.232385] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:02.232424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:02.232507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:02.291180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:02.292069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:02.292151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:02.292183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:02.409518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:02.409674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:02.409715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:02.409744] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:02.413358] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=27.43%)
[2025-12-16T20:24:02.413648] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-16T20:24:02.413776] [INFO ] [sig       ] HRMY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:02.559727] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HRMY.txt
[2025-12-16T20:24:02.559879] [INFO ] [sig       ] [1580/3585] Completed HRMY in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-16T20:24:02.559920] [INFO ] [sig       ] [1581/3585] Forecasting HRTG...
[2025-12-16T20:24:02.559949] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-16T20:24:02.559978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-16T20:24:02.571053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-16T20:24:02.571349] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-16T20:24:02.572104] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-16T20:24:02.572157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:02.572192] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:02.572219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:02.572274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:02.630061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:02.630758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:02.630839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:02.630873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:02.756297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:02.756513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:02.756557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:02.756605] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:02.760209] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: UP (p=96.18%)
[2025-12-16T20:24:02.760504] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-16T20:24:02.760648] [INFO ] [sig       ] HRTG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:02.909347] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HRTG.txt
[2025-12-16T20:24:02.909493] [INFO ] [sig       ] [1581/3585] Completed HRTG in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-16T20:24:02.909534] [INFO ] [sig       ] [1582/3585] Forecasting HRTX...
[2025-12-16T20:24:02.909565] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-16T20:24:02.909616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-16T20:24:02.921013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-16T20:24:02.921279] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-16T20:24:02.922077] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-16T20:24:02.922129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:02.922163] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:02.922192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:02.922250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:02.983352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:02.984203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:02.984307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:02.984503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:03.099284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:03.099441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:03.099482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:03.099512] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:03.102951] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: UP (p=89.43%)
[2025-12-16T20:24:03.103229] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-16T20:24:03.103352] [INFO ] [sig       ] HRTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:03.241076] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HRTX.txt
[2025-12-16T20:24:03.241220] [INFO ] [sig       ] [1582/3585] Completed HRTX in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-16T20:24:03.241261] [INFO ] [sig       ] [1583/3585] Forecasting HRZN...
[2025-12-16T20:24:03.241292] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-16T20:24:03.241322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-16T20:24:03.252564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-16T20:24:03.252870] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-16T20:24:03.253686] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-16T20:24:03.253738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:03.253772] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:03.253799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:03.253856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:03.312022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:03.312715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:03.312797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:03.312829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:03.430766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:03.430906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:03.430946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:03.430976] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:03.434312] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: DOWN (p=5.16%)
[2025-12-16T20:24:03.434616] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-16T20:24:03.434743] [INFO ] [sig       ] HRZN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:03.579073] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HRZN.txt
[2025-12-16T20:24:03.579299] [INFO ] [sig       ] [1583/3585] Completed HRZN in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-16T20:24:03.579346] [INFO ] [sig       ] [1584/3585] Forecasting HSAI...
[2025-12-16T20:24:03.579375] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-16T20:24:03.579405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-16T20:24:03.590833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-16T20:24:03.591180] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-16T20:24:03.591962] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-16T20:24:03.592013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:03.592071] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:03.592099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:03.592155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:03.649436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:03.650313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:03.650401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:03.650436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:03.770713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:03.770853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:03.770889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:03.770917] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:03.774190] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=69.05%)
[2025-12-16T20:24:03.774475] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-16T20:24:03.774609] [INFO ] [sig       ] HSAI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:03.917732] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HSAI.txt
[2025-12-16T20:24:03.917859] [INFO ] [sig       ] [1584/3585] Completed HSAI in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-16T20:24:03.917897] [INFO ] [sig       ] [1585/3585] Forecasting HSBC...
[2025-12-16T20:24:03.917927] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-16T20:24:03.917956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-16T20:24:03.929032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-16T20:24:03.929341] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-16T20:24:03.930179] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-16T20:24:03.930243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:03.930294] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:03.930330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:03.930388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:03.986833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:03.987465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:03.987544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:03.987594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:04.110196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:04.110349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:04.110388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:04.110416] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:04.113735] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-12-16T20:24:04.113998] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-16T20:24:04.114116] [INFO ] [sig       ] HSBC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:04.256066] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HSBC.txt
[2025-12-16T20:24:04.256211] [INFO ] [sig       ] [1585/3585] Completed HSBC in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-16T20:24:04.256253] [INFO ] [sig       ] [1586/3585] Forecasting HSCS...
[2025-12-16T20:24:04.256283] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-16T20:24:04.256314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-16T20:24:04.267400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-16T20:24:04.267745] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-16T20:24:04.268521] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-16T20:24:04.268594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:04.268630] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:04.268658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:04.268715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:04.327197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:04.327836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:04.327914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:04.327947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:04.439538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:04.439713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:04.439761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:04.439791] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:04.443123] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: UP (p=67.02%)
[2025-12-16T20:24:04.443384] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-16T20:24:04.443503] [INFO ] [sig       ] HSCS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:04.584484] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HSCS.txt
[2025-12-16T20:24:04.584628] [INFO ] [sig       ] [1586/3585] Completed HSCS in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-16T20:24:04.584672] [INFO ] [sig       ] [1587/3585] Forecasting HSHP...
[2025-12-16T20:24:04.584701] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-16T20:24:04.584733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-16T20:24:04.595631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-16T20:24:04.595911] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-16T20:24:04.596722] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-16T20:24:04.596774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:04.596807] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:04.596835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:04.596891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:04.656363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:04.657207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:04.657299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:04.657333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:04.783163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:04.783327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:04.783371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:04.783434] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:04.786946] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=59.76%)
[2025-12-16T20:24:04.787250] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-16T20:24:04.787393] [INFO ] [sig       ] HSHP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:04.930487] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HSHP.txt
[2025-12-16T20:24:04.930635] [INFO ] [sig       ] [1587/3585] Completed HSHP in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-16T20:24:04.930676] [INFO ] [sig       ] [1588/3585] Forecasting HSIC...
[2025-12-16T20:24:04.930706] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-16T20:24:04.930736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-16T20:24:04.941720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-16T20:24:04.941985] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-16T20:24:04.942742] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-16T20:24:04.942793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:04.942824] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:04.942851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:04.942907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:05.003569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:05.004467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:05.004569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:05.004630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:05.134289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:05.134451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:05.134491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:05.134520] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:05.137941] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-16T20:24:05.138228] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-16T20:24:05.138356] [INFO ] [sig       ] HSIC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:05.274389] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HSIC.txt
[2025-12-16T20:24:05.274521] [INFO ] [sig       ] [1588/3585] Completed HSIC in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-16T20:24:05.274566] [INFO ] [sig       ] [1589/3585] Forecasting HSTM...
[2025-12-16T20:24:05.274615] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-16T20:24:05.274645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-16T20:24:05.286185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-16T20:24:05.286467] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-16T20:24:05.287237] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-16T20:24:05.287290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:05.287321] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:05.287347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:05.287404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:05.343769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:05.344398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:05.344484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:05.344517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:05.465969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:05.466133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:05.466175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:05.466205] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:05.470144] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: UP (p=51.89%)
[2025-12-16T20:24:05.470538] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-16T20:24:05.470721] [INFO ] [sig       ] HSTM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:05.616473] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HSTM.txt
[2025-12-16T20:24:05.616628] [INFO ] [sig       ] [1589/3585] Completed HSTM in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-16T20:24:05.616669] [INFO ] [sig       ] [1590/3585] Forecasting HSY...
[2025-12-16T20:24:05.616700] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-16T20:24:05.616730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-16T20:24:05.629475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-16T20:24:05.629809] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-16T20:24:05.630622] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-16T20:24:05.630673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:05.630705] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:05.630732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:05.630787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:05.689229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:05.690117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:05.690204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:05.690236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:05.807273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:05.807429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:05.807468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:05.807496] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:05.810794] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=41.35%)
[2025-12-16T20:24:05.811067] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-16T20:24:05.811212] [INFO ] [sig       ] HSY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:05.947338] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HSY.txt
[2025-12-16T20:24:05.947475] [INFO ] [sig       ] [1590/3585] Completed HSY in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-16T20:24:05.947513] [INFO ] [sig       ] [1591/3585] Forecasting HTBK...
[2025-12-16T20:24:05.947543] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-16T20:24:05.947590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-16T20:24:05.958399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-16T20:24:05.958694] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-16T20:24:05.959461] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-16T20:24:05.959512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:05.959544] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:05.959589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:05.959648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:06.015210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:06.015914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:06.015994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:06.016026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:06.133504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:06.133675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:06.133715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:06.133742] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:06.137235] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: UP (p=54.15%)
[2025-12-16T20:24:06.137509] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-16T20:24:06.137651] [INFO ] [sig       ] HTBK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:06.273504] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HTBK.txt
[2025-12-16T20:24:06.273646] [INFO ] [sig       ] [1591/3585] Completed HTBK in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-16T20:24:06.273687] [INFO ] [sig       ] [1592/3585] Forecasting HTD...
[2025-12-16T20:24:06.273717] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-16T20:24:06.273747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-16T20:24:06.285006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-16T20:24:06.285263] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-16T20:24:06.286045] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-16T20:24:06.286096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:06.286128] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:06.286154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:06.286209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:06.342077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:06.342741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:06.342827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:06.342859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:06.463466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:06.463630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:06.463687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:06.463719] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:06.467201] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: DOWN (p=19.26%)
[2025-12-16T20:24:06.467482] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-16T20:24:06.467624] [INFO ] [sig       ] HTD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:06.605116] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HTD.txt
[2025-12-16T20:24:06.605236] [INFO ] [sig       ] [1592/3585] Completed HTD in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-16T20:24:06.605276] [INFO ] [sig       ] [1593/3585] Forecasting HTGC...
[2025-12-16T20:24:06.605309] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-16T20:24:06.605338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-16T20:24:06.616787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-16T20:24:06.617052] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-16T20:24:06.617812] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-16T20:24:06.617863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:06.617895] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:06.617922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:06.617978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:06.675801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:06.676403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:06.676481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:06.676514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:06.794840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:06.794986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:06.795025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:06.795053] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:06.798461] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-12-16T20:24:06.798756] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-16T20:24:06.798879] [INFO ] [sig       ] HTGC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:06.935553] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HTGC.txt
[2025-12-16T20:24:06.935699] [INFO ] [sig       ] [1593/3585] Completed HTGC in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-16T20:24:06.935747] [INFO ] [sig       ] [1594/3585] Forecasting HTH...
[2025-12-16T20:24:06.935776] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-16T20:24:06.935806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-16T20:24:06.947352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-16T20:24:06.947643] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-16T20:24:06.948399] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-16T20:24:06.948451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:06.948484] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:06.948512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:06.948569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:07.006249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:07.007032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:07.007147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:07.007182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:07.126762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:07.126914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:07.126954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:07.126983] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:07.130439] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=9.57%)
[2025-12-16T20:24:07.130738] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-16T20:24:07.130868] [INFO ] [sig       ] HTH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:07.269455] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HTH.txt
[2025-12-16T20:24:07.269600] [INFO ] [sig       ] [1594/3585] Completed HTH in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-16T20:24:07.269642] [INFO ] [sig       ] [1595/3585] Forecasting HTLD...
[2025-12-16T20:24:07.269672] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-16T20:24:07.269702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-16T20:24:07.281638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-16T20:24:07.281919] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-16T20:24:07.282745] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-16T20:24:07.282799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:07.282831] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:07.282858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:07.282916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:07.341642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:07.342298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:07.342379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:07.342412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:07.458380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:07.458509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:07.458545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:07.458590] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:07.461857] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=37.55%)
[2025-12-16T20:24:07.462121] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-16T20:24:07.462238] [INFO ] [sig       ] HTLD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:07.599814] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HTLD.txt
[2025-12-16T20:24:07.599936] [INFO ] [sig       ] [1595/3585] Completed HTLD in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-16T20:24:07.599975] [INFO ] [sig       ] [1596/3585] Forecasting HTOO...
[2025-12-16T20:24:07.600004] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-16T20:24:07.600034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-16T20:24:07.611171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-16T20:24:07.611435] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-16T20:24:07.612250] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-16T20:24:07.612300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:07.612342] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:07.612370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:07.612431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:07.668665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:07.669333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:07.669410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:07.669442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:07.785421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:07.785566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:07.785625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:07.785654] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:07.788953] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: UP (p=67.49%)
[2025-12-16T20:24:07.789237] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-16T20:24:07.789355] [INFO ] [sig       ] HTOO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:07.930331] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HTOO.txt
[2025-12-16T20:24:07.930460] [INFO ] [sig       ] [1596/3585] Completed HTOO in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-16T20:24:07.930497] [INFO ] [sig       ] [1597/3585] Forecasting HTZ...
[2025-12-16T20:24:07.930527] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-16T20:24:07.930556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-16T20:24:07.941559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-16T20:24:07.941834] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-16T20:24:07.942609] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-16T20:24:07.942661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:07.942693] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:07.942720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:07.942776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:07.998042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:07.998673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:07.998749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:07.998780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:08.118170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:08.118320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:08.118359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:08.118389] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:08.121684] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-12-16T20:24:08.121947] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-16T20:24:08.122067] [INFO ] [sig       ] HTZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:08.281973] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HTZ.txt
[2025-12-16T20:24:08.282160] [INFO ] [sig       ] [1597/3585] Completed HTZ in 0.4s | 2.94 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-16T20:24:08.282205] [INFO ] [sig       ] [1598/3585] Forecasting HUBB...
[2025-12-16T20:24:08.282235] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-16T20:24:08.282267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-16T20:24:08.293932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-16T20:24:08.294294] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-16T20:24:08.295099] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-16T20:24:08.295152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:08.295186] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:08.295215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:08.295285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:08.353494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:08.354340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:08.354425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:08.354460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:08.473129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:08.473276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:08.473319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:08.473348] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:08.476974] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: UP (p=89.15%)
[2025-12-16T20:24:08.477253] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-16T20:24:08.477376] [INFO ] [sig       ] HUBB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:08.616821] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HUBB.txt
[2025-12-16T20:24:08.616972] [INFO ] [sig       ] [1598/3585] Completed HUBB in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-16T20:24:08.617011] [INFO ] [sig       ] [1599/3585] Forecasting HUBG...
[2025-12-16T20:24:08.617041] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-16T20:24:08.617072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-16T20:24:08.628618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-16T20:24:08.628877] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-16T20:24:08.629713] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-16T20:24:08.629767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:08.629800] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:08.629828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:08.629885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:08.689492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:08.690323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:08.690408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:08.690442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:08.811045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:08.811193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:08.811233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:08.811265] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:08.814693] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: DOWN (p=24.92%)
[2025-12-16T20:24:08.814971] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-16T20:24:08.815096] [INFO ] [sig       ] HUBG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:08.959000] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HUBG.txt
[2025-12-16T20:24:08.959185] [INFO ] [sig       ] [1599/3585] Completed HUBG in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-16T20:24:08.959243] [INFO ] [sig       ] [1600/3585] Forecasting HUBS...
[2025-12-16T20:24:08.959292] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-16T20:24:08.959339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-16T20:24:08.971999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-16T20:24:08.972385] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-16T20:24:08.973159] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-16T20:24:08.973210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:08.973243] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:08.973270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:08.973325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:09.029995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:09.030930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:09.031019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:09.031052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:09.158638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:09.158787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:09.158829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:09.158858] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:09.162254] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: DOWN (p=8.41%)
[2025-12-16T20:24:09.162539] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-16T20:24:09.162682] [INFO ] [sig       ] HUBS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:09.299646] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HUBS.txt
[2025-12-16T20:24:09.299772] [INFO ] [sig       ] [1600/3585] Completed HUBS in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-16T20:24:09.299811] [INFO ] [sig       ] [1601/3585] Forecasting HUM...
[2025-12-16T20:24:09.299841] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-16T20:24:09.299871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-16T20:24:09.310624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-16T20:24:09.310892] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-16T20:24:09.311647] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-16T20:24:09.311697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:09.311753] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:09.311781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:09.311837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:09.367128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:09.367766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:09.367843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:09.367875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:09.487298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:09.487442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:09.487488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:09.487517] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:09.490857] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=4.03%)
[2025-12-16T20:24:09.491123] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-16T20:24:09.491241] [INFO ] [sig       ] HUM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:09.629082] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HUM.txt
[2025-12-16T20:24:09.629223] [INFO ] [sig       ] [1601/3585] Completed HUM in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-16T20:24:09.629263] [INFO ] [sig       ] [1602/3585] Forecasting HUMA...
[2025-12-16T20:24:09.629293] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-16T20:24:09.629322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-16T20:24:09.640339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-16T20:24:09.640646] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-16T20:24:09.641383] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-16T20:24:09.641433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:09.641464] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:09.641490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:09.641545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:09.698291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:09.698958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:09.699035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:09.699067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:09.819315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:09.819448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:09.819485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:09.819513] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:09.822855] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: UP (p=59.69%)
[2025-12-16T20:24:09.823114] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-16T20:24:09.823236] [INFO ] [sig       ] HUMA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:09.961239] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HUMA.txt
[2025-12-16T20:24:09.961362] [INFO ] [sig       ] [1602/3585] Completed HUMA in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-16T20:24:09.961401] [INFO ] [sig       ] [1603/3585] Forecasting HUN...
[2025-12-16T20:24:09.961429] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-16T20:24:09.961459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-16T20:24:09.972655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-16T20:24:09.972918] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-16T20:24:09.973683] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-16T20:24:09.973734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:09.973766] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:09.973793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:09.973848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:10.030258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:10.030938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:10.031014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:10.031046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:10.149371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:10.149522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:10.149562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:10.149626] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:10.152988] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=77.10%)
[2025-12-16T20:24:10.153260] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-16T20:24:10.153388] [INFO ] [sig       ] HUN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:10.291200] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HUN.txt
[2025-12-16T20:24:10.291331] [INFO ] [sig       ] [1603/3585] Completed HUN in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-16T20:24:10.291373] [INFO ] [sig       ] [1604/3585] Forecasting HURC...
[2025-12-16T20:24:10.291402] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-16T20:24:10.291431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-16T20:24:10.302626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-16T20:24:10.302938] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-16T20:24:10.303695] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-16T20:24:10.303745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:10.303777] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:10.303804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:10.303860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:10.359238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:10.359920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:10.359997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:10.360028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:10.470110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:10.470264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:10.470302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:10.470362] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:10.473721] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: UP (p=79.47%)
[2025-12-16T20:24:10.473984] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-16T20:24:10.474106] [INFO ] [sig       ] HURC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:10.610432] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HURC.txt
[2025-12-16T20:24:10.610592] [INFO ] [sig       ] [1604/3585] Completed HURC in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-16T20:24:10.610636] [INFO ] [sig       ] [1605/3585] Forecasting HURN...
[2025-12-16T20:24:10.610664] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-16T20:24:10.610693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-16T20:24:10.622138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-16T20:24:10.622437] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-16T20:24:10.623196] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-16T20:24:10.623247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:10.623278] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:10.623304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:10.623359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:10.678852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:10.679528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:10.679628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:10.679695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:10.795713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:10.795858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:10.795896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:10.795925] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:10.799259] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: UP (p=77.79%)
[2025-12-16T20:24:10.799525] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-16T20:24:10.799663] [INFO ] [sig       ] HURN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:10.934066] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HURN.txt
[2025-12-16T20:24:10.934194] [INFO ] [sig       ] [1605/3585] Completed HURN in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-16T20:24:10.934233] [INFO ] [sig       ] [1606/3585] Forecasting HUYA...
[2025-12-16T20:24:10.934261] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-16T20:24:10.934290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-16T20:24:10.946231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-16T20:24:10.946553] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-16T20:24:10.947330] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-16T20:24:10.947381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:10.947413] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:10.947439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:10.947494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:11.004727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:11.005470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:11.005554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:11.005605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:11.127992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:11.128149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:11.128187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:11.128216] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:11.131675] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-16T20:24:11.131985] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-16T20:24:11.132117] [INFO ] [sig       ] HUYA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:11.269809] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HUYA.txt
[2025-12-16T20:24:11.269941] [INFO ] [sig       ] [1606/3585] Completed HUYA in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-16T20:24:11.269980] [INFO ] [sig       ] [1607/3585] Forecasting HWC...
[2025-12-16T20:24:11.270009] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-16T20:24:11.270040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-16T20:24:11.281300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-16T20:24:11.281722] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-16T20:24:11.282482] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-16T20:24:11.282532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:11.282563] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:11.282618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:11.282687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:11.338418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:11.339299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:11.339386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:11.339417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:11.459974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:11.460119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:11.460157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:11.460186] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:11.463496] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: UP (p=83.30%)
[2025-12-16T20:24:11.463771] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-16T20:24:11.463890] [INFO ] [sig       ] HWC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:11.601734] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HWC.txt
[2025-12-16T20:24:11.601862] [INFO ] [sig       ] [1607/3585] Completed HWC in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-16T20:24:11.601900] [INFO ] [sig       ] [1608/3585] Forecasting HWH...
[2025-12-16T20:24:11.601930] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-16T20:24:11.601959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-16T20:24:11.613550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-16T20:24:11.613878] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-16T20:24:11.614665] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-16T20:24:11.614714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:11.614746] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:11.614773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:11.614828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:11.672287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:11.673036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:11.673117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:11.673149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:11.793111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:11.793246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:11.793283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:11.793311] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:11.796591] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: DOWN (p=8.48%)
[2025-12-16T20:24:11.796853] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-16T20:24:11.796971] [INFO ] [sig       ] HWH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:11.935480] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HWH.txt
[2025-12-16T20:24:11.935625] [INFO ] [sig       ] [1608/3585] Completed HWH in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-16T20:24:11.935666] [INFO ] [sig       ] [1609/3585] Forecasting HWKN...
[2025-12-16T20:24:11.935695] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-16T20:24:11.935725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-16T20:24:11.947082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-16T20:24:11.947366] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-16T20:24:11.948173] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-16T20:24:11.948236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:11.948269] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:11.948296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:11.948353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:12.006334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:12.007058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:12.007138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:12.007172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:12.124136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:12.124277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:12.124315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:12.124344] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:12.127641] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-16T20:24:12.127903] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-16T20:24:12.128021] [INFO ] [sig       ] HWKN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:12.265335] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HWKN.txt
[2025-12-16T20:24:12.265468] [INFO ] [sig       ] [1609/3585] Completed HWKN in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-16T20:24:12.265507] [INFO ] [sig       ] [1610/3585] Forecasting HWM...
[2025-12-16T20:24:12.265536] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-16T20:24:12.265566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-16T20:24:12.276759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-12-16T20:24:12.277021] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-16T20:24:12.277781] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-16T20:24:12.277831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:12.277863] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:12.277889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:12.277944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:12.333508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:12.334110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:12.334185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:12.334217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:12.452429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:12.452603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:12.452646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:12.452676] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:12.456343] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: UP (p=80.03%)
[2025-12-16T20:24:12.456947] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-16T20:24:12.457105] [INFO ] [sig       ] HWM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:12.608334] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HWM.txt
[2025-12-16T20:24:12.608499] [INFO ] [sig       ] [1610/3585] Completed HWM in 0.3s | 2.94 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-16T20:24:12.608541] [INFO ] [sig       ] [1611/3585] Forecasting HXL...
[2025-12-16T20:24:12.608589] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-16T20:24:12.608623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-16T20:24:12.620451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-16T20:24:12.620832] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-16T20:24:12.621648] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-16T20:24:12.621700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:12.621732] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:12.621760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:12.621817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:12.683632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:12.684427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:12.684540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:12.684601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:12.822715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:12.822878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:12.822923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:12.822964] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:12.826537] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: DOWN (p=16.68%)
[2025-12-16T20:24:12.826844] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-16T20:24:12.826976] [INFO ] [sig       ] HXL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:12.975549] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HXL.txt
[2025-12-16T20:24:12.975724] [INFO ] [sig       ] [1611/3585] Completed HXL in 0.4s | 2.94 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-16T20:24:12.975766] [INFO ] [sig       ] [1612/3585] Forecasting HY...
[2025-12-16T20:24:12.975798] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-16T20:24:12.975830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-16T20:24:12.987930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-16T20:24:12.988272] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-16T20:24:12.989110] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-16T20:24:12.989188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:12.989223] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:12.989263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:12.989329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:13.050848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:13.051793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:13.051879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:13.051914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:13.179487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:13.179659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:13.179907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:13.179942] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:13.183949] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=16.36%)
[2025-12-16T20:24:13.184258] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-16T20:24:13.184390] [INFO ] [sig       ] HY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:13.337072] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HY.txt
[2025-12-16T20:24:13.337227] [INFO ] [sig       ] [1612/3585] Completed HY in 0.4s | 2.94 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-16T20:24:13.337268] [INFO ] [sig       ] [1613/3585] Forecasting HYFM...
[2025-12-16T20:24:13.337299] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-16T20:24:13.337329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-16T20:24:13.349539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-16T20:24:13.349936] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-16T20:24:13.350841] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-16T20:24:13.350895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:13.350928] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:13.350956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:13.351012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:13.412607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:13.413745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:13.413832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:13.413867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:13.538034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:13.538190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:13.538233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:13.538262] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:13.541858] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=17.26%)
[2025-12-16T20:24:13.542154] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-16T20:24:13.542282] [INFO ] [sig       ] HYFM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:13.691342] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HYFM.txt
[2025-12-16T20:24:13.691487] [INFO ] [sig       ] [1613/3585] Completed HYFM in 0.4s | 2.94 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-16T20:24:13.691534] [INFO ] [sig       ] [1614/3585] Forecasting HYI...
[2025-12-16T20:24:13.691594] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-16T20:24:13.691640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-16T20:24:13.703783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-16T20:24:13.704139] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-16T20:24:13.705052] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-16T20:24:13.705114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:13.705153] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:13.705190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:13.705266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:13.768546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:13.769438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:13.769537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:13.769596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:13.898707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:13.898858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:13.898898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:13.898929] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:13.902380] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=89.32%)
[2025-12-16T20:24:13.902726] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-16T20:24:13.902857] [INFO ] [sig       ] HYI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:14.049086] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HYI.txt
[2025-12-16T20:24:14.049278] [INFO ] [sig       ] [1614/3585] Completed HYI in 0.4s | 2.94 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-16T20:24:14.049321] [INFO ] [sig       ] [1615/3585] Forecasting HYLS...
[2025-12-16T20:24:14.049353] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-16T20:24:14.049385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-16T20:24:14.061083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-16T20:24:14.061394] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-16T20:24:14.062168] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-16T20:24:14.062220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:14.062254] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:14.062282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:14.062340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:14.119230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:14.119980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:14.120062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:14.120095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:14.242379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:14.242530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:14.242588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:14.242620] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:14.246347] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: DOWN (p=25.87%)
[2025-12-16T20:24:14.246822] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-16T20:24:14.246947] [INFO ] [sig       ] HYLS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:14.392010] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HYLS.txt
[2025-12-16T20:24:14.392141] [INFO ] [sig       ] [1615/3585] Completed HYLS in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-16T20:24:14.392181] [INFO ] [sig       ] [1616/3585] Forecasting HYMC...
[2025-12-16T20:24:14.392211] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-16T20:24:14.392240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-16T20:24:14.403960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-16T20:24:14.404230] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-16T20:24:14.405038] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-16T20:24:14.405090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:14.405123] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:14.405151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:14.405208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:14.463192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:14.463858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:14.463939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:14.463972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:14.582432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:14.582623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:14.582666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:14.582695] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:14.586072] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=81.93%)
[2025-12-16T20:24:14.586340] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-16T20:24:14.586465] [INFO ] [sig       ] HYMC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:14.730221] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HYMC.txt
[2025-12-16T20:24:14.730349] [INFO ] [sig       ] [1616/3585] Completed HYMC in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-16T20:24:14.730394] [INFO ] [sig       ] [1617/3585] Forecasting HYXF...
[2025-12-16T20:24:14.730430] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-16T20:24:14.730466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-16T20:24:14.742648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-16T20:24:14.742956] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-16T20:24:14.743738] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-16T20:24:14.743790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:14.743825] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:14.743853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:14.743910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:14.802272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:14.802932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:14.803012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:14.803045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:14.909807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:14.909961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:14.909999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:14.910028] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:14.913334] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: DOWN (p=47.65%)
[2025-12-16T20:24:14.913629] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-16T20:24:14.913752] [INFO ] [sig       ] HYXF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:15.051564] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/HYXF.txt
[2025-12-16T20:24:15.051711] [INFO ] [sig       ] [1617/3585] Completed HYXF in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-16T20:24:15.051750] [INFO ] [sig       ] [1618/3585] Forecasting HYZD...
[2025-12-16T20:24:15.051781] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-16T20:24:15.051811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-16T20:24:15.062929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-16T20:24:15.063249] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-16T20:24:15.064031] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-16T20:24:15.064082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:15.064138] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:15.064166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:15.064222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:15.120825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:15.121430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:15.121521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:15.121560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:15.239825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:15.239966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:15.240004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:15.240032] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:15.243351] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: UP (p=63.73%)
[2025-12-16T20:24:15.243638] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-16T20:24:15.243760] [INFO ] [sig       ] HYZD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:15.382744] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HYZD.txt
[2025-12-16T20:24:15.382900] [INFO ] [sig       ] [1618/3585] Completed HYZD in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-16T20:24:15.382941] [INFO ] [sig       ] [1619/3585] Forecasting HZO...
[2025-12-16T20:24:15.382971] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-16T20:24:15.383001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-16T20:24:15.394263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-16T20:24:15.394519] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-16T20:24:15.395271] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-16T20:24:15.395321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:15.395353] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:15.395380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:15.395435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:15.452008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:15.452634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:15.452710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:15.452742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:15.569341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:15.569488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:15.569533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:15.569568] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:15.572892] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: UP (p=60.93%)
[2025-12-16T20:24:15.573156] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-16T20:24:15.573277] [INFO ] [sig       ] HZO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:15.715218] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/HZO.txt
[2025-12-16T20:24:15.715371] [INFO ] [sig       ] [1619/3585] Completed HZO in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-16T20:24:15.715412] [INFO ] [sig       ] [1620/3585] Forecasting IAC...
[2025-12-16T20:24:15.715444] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-16T20:24:15.715474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-16T20:24:15.727011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-16T20:24:15.727354] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-16T20:24:15.728162] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-16T20:24:15.728213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:15.728258] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:15.728286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:15.728343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:15.784724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:15.785593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:15.785680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:15.785712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:15.909631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:15.909776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:15.909815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:15.909842] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:15.913181] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: DOWN (p=42.76%)
[2025-12-16T20:24:15.913444] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-16T20:24:15.913565] [INFO ] [sig       ] IAC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:16.051186] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IAC.txt
[2025-12-16T20:24:16.051313] [INFO ] [sig       ] [1620/3585] Completed IAC in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-16T20:24:16.051353] [INFO ] [sig       ] [1621/3585] Forecasting IAE...
[2025-12-16T20:24:16.051381] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-16T20:24:16.051412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-16T20:24:16.062908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-16T20:24:16.063226] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-16T20:24:16.063985] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-16T20:24:16.064035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:16.064066] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:16.064092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:16.064148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:16.120013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:16.120664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:16.120739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:16.120771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:16.232011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:16.232149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:16.232185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:16.232238] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:16.235498] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=70.81%)
[2025-12-16T20:24:16.235780] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-16T20:24:16.235903] [INFO ] [sig       ] IAE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:16.373420] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IAE.txt
[2025-12-16T20:24:16.373598] [INFO ] [sig       ] [1621/3585] Completed IAE in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-16T20:24:16.373641] [INFO ] [sig       ] [1622/3585] Forecasting IAG...
[2025-12-16T20:24:16.373671] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-16T20:24:16.373701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-16T20:24:16.385551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-16T20:24:16.385972] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-16T20:24:16.386758] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-16T20:24:16.386809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:16.386840] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:16.386866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:16.386929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:16.443787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:16.444628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:16.444709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:16.444742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:16.566091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:16.566243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:16.566282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:16.566309] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:16.569633] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=22.74%)
[2025-12-16T20:24:16.569892] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-16T20:24:16.570009] [INFO ] [sig       ] IAG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:16.708606] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IAG.txt
[2025-12-16T20:24:16.708760] [INFO ] [sig       ] [1622/3585] Completed IAG in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-16T20:24:16.708801] [INFO ] [sig       ] [1623/3585] Forecasting IAS...
[2025-12-16T20:24:16.708831] [INFO ] [sig       ] Generating forecast for: IAS
[2025-12-16T20:24:16.708861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'.
[2025-12-16T20:24:16.721178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAS'.
[2025-12-16T20:24:16.721558] [INFO ] [FORECASTER] Starting predict_future for IAS
[2025-12-16T20:24:16.722365] [DEBUG] [LOCAL     ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt
[2025-12-16T20:24:16.722418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:16.722449] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:16.722477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:16.722535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:16.779889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:16.780790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:16.780878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:16.780912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:16.906519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:16.906691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:16.906736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:16.906776] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:16.910278] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: UP (p=72.31%)
[2025-12-16T20:24:16.910555] [INFO ] [FORECASTER] Completed predict_future for IAS
[2025-12-16T20:24:16.910707] [INFO ] [sig       ] IAS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:17.057501] [INFO ] [LOCAL     ] Saved forecast: IAS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IAS.txt
[2025-12-16T20:24:17.057682] [INFO ] [sig       ] [1623/3585] Completed IAS in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-16T20:24:17.057740] [INFO ] [sig       ] [1624/3585] Forecasting IBB...
[2025-12-16T20:24:17.057779] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-16T20:24:17.057813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-16T20:24:17.070480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-16T20:24:17.070823] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-16T20:24:17.071629] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-16T20:24:17.071693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:17.071739] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:17.071774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:17.071833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:17.133408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:17.134258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:17.134344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:17.134378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:17.265391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:17.265551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:17.265612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:17.265652] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:17.269169] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: DOWN (p=27.18%)
[2025-12-16T20:24:17.269516] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-16T20:24:17.269695] [INFO ] [sig       ] IBB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:17.411350] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IBB.txt
[2025-12-16T20:24:17.411475] [INFO ] [sig       ] [1624/3585] Completed IBB in 0.4s | 2.94 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-16T20:24:17.411518] [INFO ] [sig       ] [1625/3585] Forecasting IBBQ...
[2025-12-16T20:24:17.411547] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-16T20:24:17.411592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-16T20:24:17.422656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-16T20:24:17.422947] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-16T20:24:17.423696] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-16T20:24:17.423748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:17.423789] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:17.423815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:17.423871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:17.479373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:17.479990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:17.480067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:17.480099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:17.589197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:17.589331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:17.589369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:17.589398] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:17.592672] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=7.59%)
[2025-12-16T20:24:17.592930] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-16T20:24:17.593049] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:17.741644] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IBBQ.txt
[2025-12-16T20:24:17.741850] [INFO ] [sig       ] [1625/3585] Completed IBBQ in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-16T20:24:17.741904] [INFO ] [sig       ] [1626/3585] Forecasting IBCP...
[2025-12-16T20:24:17.741944] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-16T20:24:17.741984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-16T20:24:17.755102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-16T20:24:17.755439] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-16T20:24:17.756205] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-16T20:24:17.756256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:17.756288] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:17.756314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:17.756369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:17.815851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:17.816702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:17.816784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:17.816817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:17.934109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:17.934274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:17.934315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:17.934343] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:17.937947] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: DOWN (p=15.36%)
[2025-12-16T20:24:17.938281] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-16T20:24:17.938423] [INFO ] [sig       ] IBCP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:18.075999] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IBCP.txt
[2025-12-16T20:24:18.076124] [INFO ] [sig       ] [1626/3585] Completed IBCP in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-16T20:24:18.076163] [INFO ] [sig       ] [1627/3585] Forecasting IBEX...
[2025-12-16T20:24:18.076192] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-16T20:24:18.076222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-16T20:24:18.087246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-16T20:24:18.087495] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-16T20:24:18.088242] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-16T20:24:18.088293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:18.088324] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:18.088351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:18.088407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:18.145659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:18.146472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:18.146553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:18.146605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:18.269620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:18.269741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:18.269777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:18.269821] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:18.273027] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: UP (p=70.56%)
[2025-12-16T20:24:18.273286] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-16T20:24:18.273419] [INFO ] [sig       ] IBEX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:18.411356] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IBEX.txt
[2025-12-16T20:24:18.411473] [INFO ] [sig       ] [1627/3585] Completed IBEX in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-16T20:24:18.411519] [INFO ] [sig       ] [1628/3585] Forecasting IBM...
[2025-12-16T20:24:18.411554] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-16T20:24:18.411612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-16T20:24:18.422874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-16T20:24:18.423143] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-16T20:24:18.423905] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-16T20:24:18.423956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:18.423987] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:18.424015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:18.424071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:18.482261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:18.482890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:18.482990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:18.483025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:18.604450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:18.604601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:18.604649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:18.604683] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:18.607864] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=70.43%)
[2025-12-16T20:24:18.608122] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-16T20:24:18.608240] [INFO ] [sig       ] IBM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:18.744266] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IBM.txt
[2025-12-16T20:24:18.744377] [INFO ] [sig       ] [1628/3585] Completed IBM in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-16T20:24:18.744415] [INFO ] [sig       ] [1629/3585] Forecasting IBN...
[2025-12-16T20:24:18.744445] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-16T20:24:18.744474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-16T20:24:18.755723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-16T20:24:18.755993] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-16T20:24:18.756747] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-16T20:24:18.756798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:18.756829] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:18.756855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:18.756910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:18.813195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:18.814041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:18.814121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:18.814169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:18.936370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:18.936513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:18.936556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:18.936605] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:18.940013] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=35.40%)
[2025-12-16T20:24:18.940287] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-16T20:24:18.940410] [INFO ] [sig       ] IBN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:19.076471] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IBN.txt
[2025-12-16T20:24:19.076630] [INFO ] [sig       ] [1629/3585] Completed IBN in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-16T20:24:19.076676] [INFO ] [sig       ] [1630/3585] Forecasting IBOC...
[2025-12-16T20:24:19.076705] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-16T20:24:19.076735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-16T20:24:19.087900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-16T20:24:19.088157] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-16T20:24:19.088920] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-16T20:24:19.088970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:19.089002] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:19.089028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:19.089084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:19.146465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:19.147221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:19.147302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:19.147335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:19.262924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:19.263055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:19.263091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:19.263119] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:19.266280] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-16T20:24:19.266540] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-16T20:24:19.266677] [INFO ] [sig       ] IBOC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:19.401311] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IBOC.txt
[2025-12-16T20:24:19.401431] [INFO ] [sig       ] [1630/3585] Completed IBOC in 0.3s | 2.94 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-16T20:24:19.401469] [INFO ] [sig       ] [1631/3585] Forecasting IBP...
[2025-12-16T20:24:19.401497] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-16T20:24:19.401527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-16T20:24:19.413050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-16T20:24:19.413302] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-16T20:24:19.414051] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-16T20:24:19.414101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:19.414132] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:19.414169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:19.414226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:19.470779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:19.471362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:19.471439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:19.471472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:19.590498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:19.590669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:19.590710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:19.590740] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:19.594021] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: UP (p=63.53%)
[2025-12-16T20:24:19.594281] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-16T20:24:19.594402] [INFO ] [sig       ] IBP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:19.732607] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IBP.txt
[2025-12-16T20:24:19.732784] [INFO ] [sig       ] [1631/3585] Completed IBP in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-16T20:24:19.732826] [INFO ] [sig       ] [1632/3585] Forecasting IBRX...
[2025-12-16T20:24:19.732857] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-16T20:24:19.732887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-16T20:24:19.743909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-16T20:24:19.744170] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-16T20:24:19.744954] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-16T20:24:19.745006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:19.745037] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:19.745064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:19.745119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:19.801066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:19.801702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:19.801779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:19.801812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:19.918981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:19.919137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:19.919196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:19.919226] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:19.922555] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: UP (p=50.99%)
[2025-12-16T20:24:19.922847] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-16T20:24:19.922973] [INFO ] [sig       ] IBRX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:20.058258] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IBRX.txt
[2025-12-16T20:24:20.058390] [INFO ] [sig       ] [1632/3585] Completed IBRX in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-16T20:24:20.058429] [INFO ] [sig       ] [1633/3585] Forecasting IBTG...
[2025-12-16T20:24:20.058459] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-16T20:24:20.058488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-16T20:24:20.070390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-16T20:24:20.070751] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-16T20:24:20.071548] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-16T20:24:20.071627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:20.071662] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:20.071691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:20.071749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:20.127003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:20.127706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:20.127790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:20.127824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:20.246593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:20.246743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:20.246783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:20.246811] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:20.250201] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-12-16T20:24:20.250477] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-16T20:24:20.250622] [INFO ] [sig       ] IBTG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:20.391663] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IBTG.txt
[2025-12-16T20:24:20.391794] [INFO ] [sig       ] [1633/3585] Completed IBTG in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-16T20:24:20.391834] [INFO ] [sig       ] [1634/3585] Forecasting IBTH...
[2025-12-16T20:24:20.391862] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-16T20:24:20.391891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-16T20:24:20.403327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-16T20:24:20.403646] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-16T20:24:20.404392] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-16T20:24:20.404443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:20.404475] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:20.404501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:20.404566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:20.461390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:20.462141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:20.462224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:20.462257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:20.580039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:20.580193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:20.580231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:20.580260] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:20.583664] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: DOWN (p=22.86%)
[2025-12-16T20:24:20.583957] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-16T20:24:20.584082] [INFO ] [sig       ] IBTH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:20.731544] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IBTH.txt
[2025-12-16T20:24:20.731726] [INFO ] [sig       ] [1634/3585] Completed IBTH in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-16T20:24:20.731772] [INFO ] [sig       ] [1635/3585] Forecasting IBTI...
[2025-12-16T20:24:20.731813] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-16T20:24:20.731851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-16T20:24:20.744742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-16T20:24:20.745059] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-16T20:24:20.745925] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-16T20:24:20.745978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:20.746038] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:20.746066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:20.746121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:20.811635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:20.812538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:20.812645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:20.812678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:20.940425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:20.940623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:20.940684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:20.940723] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:20.944343] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: DOWN (p=49.67%)
[2025-12-16T20:24:20.944690] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-16T20:24:20.944855] [INFO ] [sig       ] IBTI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:21.091649] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IBTI.txt
[2025-12-16T20:24:21.091801] [INFO ] [sig       ] [1635/3585] Completed IBTI in 0.4s | 2.94 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-16T20:24:21.091854] [INFO ] [sig       ] [1636/3585] Forecasting IBTJ...
[2025-12-16T20:24:21.091886] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-16T20:24:21.091915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-16T20:24:21.103851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-16T20:24:21.104169] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-16T20:24:21.105111] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-16T20:24:21.105175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:21.105218] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:21.105256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:21.105340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:21.166059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:21.166904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:21.166994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:21.167039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:21.295128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:21.295279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:21.295320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:21.295357] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:21.298846] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: UP (p=79.10%)
[2025-12-16T20:24:21.299135] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-16T20:24:21.299300] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:21.436167] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IBTJ.txt
[2025-12-16T20:24:21.436312] [INFO ] [sig       ] [1636/3585] Completed IBTJ in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-16T20:24:21.436353] [INFO ] [sig       ] [1637/3585] Forecasting IBTK...
[2025-12-16T20:24:21.436382] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-16T20:24:21.436411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-16T20:24:21.448111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-16T20:24:21.448445] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-16T20:24:21.449249] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-16T20:24:21.449300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:21.449332] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:21.449358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:21.449413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:21.506231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:21.507137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:21.507223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:21.507257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:21.629360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:21.629506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:21.629550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:21.629605] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:21.632943] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: UP (p=67.56%)
[2025-12-16T20:24:21.633206] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-16T20:24:21.633327] [INFO ] [sig       ] IBTK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:21.773462] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IBTK.txt
[2025-12-16T20:24:21.773635] [INFO ] [sig       ] [1637/3585] Completed IBTK in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-16T20:24:21.773686] [INFO ] [sig       ] [1638/3585] Forecasting IBTL...
[2025-12-16T20:24:21.773724] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-16T20:24:21.773763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-16T20:24:21.785168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-16T20:24:21.785442] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-16T20:24:21.786237] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-16T20:24:21.786290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:21.786323] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:21.786351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:21.786407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:21.844355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:21.845063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:21.845146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:21.845178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:21.962383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:21.962511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:21.962549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:21.962622] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:21.965865] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=86.29%)
[2025-12-16T20:24:21.966129] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-16T20:24:21.966250] [INFO ] [sig       ] IBTL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:22.109620] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IBTL.txt
[2025-12-16T20:24:22.109758] [INFO ] [sig       ] [1638/3585] Completed IBTL in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-16T20:24:22.109800] [INFO ] [sig       ] [1639/3585] Forecasting IBTM...
[2025-12-16T20:24:22.109831] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-16T20:24:22.109861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-16T20:24:22.121447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-16T20:24:22.121742] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-16T20:24:22.122520] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-16T20:24:22.122594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:22.122634] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:22.122664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:22.122722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:22.180106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:22.180754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:22.180835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:22.180867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:22.302296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:22.302440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:22.302479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:22.302508] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:22.305889] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-12-16T20:24:22.306158] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-16T20:24:22.306285] [INFO ] [sig       ] IBTM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:22.446362] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IBTM.txt
[2025-12-16T20:24:22.446480] [INFO ] [sig       ] [1639/3585] Completed IBTM in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-16T20:24:22.446519] [INFO ] [sig       ] [1640/3585] Forecasting IBTO...
[2025-12-16T20:24:22.446548] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-16T20:24:22.446594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-16T20:24:22.458126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-16T20:24:22.458400] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-16T20:24:22.459247] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-16T20:24:22.459300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:22.459334] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:22.459361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:22.459419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:22.516948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:22.517686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:22.517765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:22.517799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:22.640859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:22.641001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:22.641040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:22.641070] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:22.644554] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-12-16T20:24:22.644842] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-16T20:24:22.644972] [INFO ] [sig       ] IBTO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:22.787149] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IBTO.txt
[2025-12-16T20:24:22.787286] [INFO ] [sig       ] [1640/3585] Completed IBTO in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-16T20:24:22.787327] [INFO ] [sig       ] [1641/3585] Forecasting ICE...
[2025-12-16T20:24:22.787367] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-16T20:24:22.787399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-16T20:24:22.799551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-16T20:24:22.799915] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-16T20:24:22.800811] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-16T20:24:22.800874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:22.800918] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:22.800956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:22.801035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:22.859742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:22.860559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:22.860675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:22.860715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:22.984459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:22.984633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:22.984675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:22.984704] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:22.988133] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2025-12-16T20:24:22.988431] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-16T20:24:22.988585] [INFO ] [sig       ] ICE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:23.126597] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ICE.txt
[2025-12-16T20:24:23.126743] [INFO ] [sig       ] [1641/3585] Completed ICE in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-16T20:24:23.126784] [INFO ] [sig       ] [1642/3585] Forecasting ICFI...
[2025-12-16T20:24:23.126813] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-16T20:24:23.126843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-16T20:24:23.138389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-16T20:24:23.138666] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-16T20:24:23.139629] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-16T20:24:23.139684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:23.139718] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:23.139746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:23.139813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:23.197410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:23.198088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:23.198167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:23.198200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:23.320489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:23.320636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:23.320681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:23.320710] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:23.323970] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-12-16T20:24:23.324236] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-16T20:24:23.324360] [INFO ] [sig       ] ICFI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:23.463983] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ICFI.txt
[2025-12-16T20:24:23.464094] [INFO ] [sig       ] [1642/3585] Completed ICFI in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-16T20:24:23.464133] [INFO ] [sig       ] [1643/3585] Forecasting ICL...
[2025-12-16T20:24:23.464162] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-16T20:24:23.464192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-16T20:24:23.475763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-16T20:24:23.476026] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-16T20:24:23.476777] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-16T20:24:23.476835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:23.476866] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:23.476893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:23.476948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:23.536321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:23.536947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:23.537027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:23.537060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:23.659708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:23.659848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:23.659888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:23.659916] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:23.663218] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-12-16T20:24:23.663480] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-16T20:24:23.663647] [INFO ] [sig       ] ICL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:23.804462] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ICL.txt
[2025-12-16T20:24:23.804619] [INFO ] [sig       ] [1643/3585] Completed ICL in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-16T20:24:23.804676] [INFO ] [sig       ] [1644/3585] Forecasting ICLN...
[2025-12-16T20:24:23.804719] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-16T20:24:23.804756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-16T20:24:23.816612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-16T20:24:23.816901] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-16T20:24:23.817686] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-16T20:24:23.817759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:23.817794] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:23.817819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:23.817879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:23.875398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:23.876039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:23.876149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:23.876192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:23.999857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:24.000012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:24.000052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:24.000080] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:24.003476] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: UP (p=79.83%)
[2025-12-16T20:24:24.003778] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-16T20:24:24.003906] [INFO ] [sig       ] ICLN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:24.142510] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ICLN.txt
[2025-12-16T20:24:24.142693] [INFO ] [sig       ] [1644/3585] Completed ICLN in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-16T20:24:24.142744] [INFO ] [sig       ] [1645/3585] Forecasting ICMB...
[2025-12-16T20:24:24.142780] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-16T20:24:24.142815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-16T20:24:24.155047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-16T20:24:24.155447] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-16T20:24:24.156267] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-16T20:24:24.156321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:24.156353] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:24.156381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:24.156438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:24.216182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:24.217074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:24.217194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:24.217227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:24.323714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:24.323856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:24.323893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:24.323921] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:24.327217] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=14.15%)
[2025-12-16T20:24:24.327481] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-16T20:24:24.327616] [INFO ] [sig       ] ICMB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:24.466066] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ICMB.txt
[2025-12-16T20:24:24.466194] [INFO ] [sig       ] [1645/3585] Completed ICMB in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-16T20:24:24.466233] [INFO ] [sig       ] [1646/3585] Forecasting ICOP...
[2025-12-16T20:24:24.466264] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-16T20:24:24.466294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-16T20:24:24.477909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-16T20:24:24.478237] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-16T20:24:24.478994] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-16T20:24:24.479044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:24.479076] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:24.479102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:24.479185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:24.536016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:24.536913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:24.537001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:24.537034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:24.649226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:24.649381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:24.649421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:24.649450] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:24.652793] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=80.70%)
[2025-12-16T20:24:24.653055] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-16T20:24:24.653183] [INFO ] [sig       ] ICOP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:24.792942] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ICOP.txt
[2025-12-16T20:24:24.793094] [INFO ] [sig       ] [1646/3585] Completed ICOP in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-16T20:24:24.793135] [INFO ] [sig       ] [1647/3585] Forecasting ICUI...
[2025-12-16T20:24:24.793166] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-16T20:24:24.793195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-16T20:24:24.804740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-16T20:24:24.805084] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-16T20:24:24.805860] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-16T20:24:24.805912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:24.805944] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:24.805971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:24.806025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:24.863567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:24.864409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:24.864492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:24.864525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:24.981142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:24.981270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:24.981307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:24.981336] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:24.984601] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: DOWN (p=15.98%)
[2025-12-16T20:24:24.984864] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-16T20:24:24.984982] [INFO ] [sig       ] ICUI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:25.122497] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ICUI.txt
[2025-12-16T20:24:25.122649] [INFO ] [sig       ] [1647/3585] Completed ICUI in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-16T20:24:25.122698] [INFO ] [sig       ] [1648/3585] Forecasting IDA...
[2025-12-16T20:24:25.122736] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-16T20:24:25.122771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-16T20:24:25.134287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-16T20:24:25.134538] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-16T20:24:25.135279] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-16T20:24:25.135329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:25.135361] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:25.135387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:25.135442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:25.192343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:25.192984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:25.193061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:25.193094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:25.313595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:25.313739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:25.313784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:25.313815] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:25.317151] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: DOWN (p=13.87%)
[2025-12-16T20:24:25.317421] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-16T20:24:25.317539] [INFO ] [sig       ] IDA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:25.456165] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IDA.txt
[2025-12-16T20:24:25.456357] [INFO ] [sig       ] [1648/3585] Completed IDA in 0.3s | 2.94 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-16T20:24:25.456415] [INFO ] [sig       ] [1649/3585] Forecasting IDAI...
[2025-12-16T20:24:25.456457] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-16T20:24:25.456503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-16T20:24:25.467881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-16T20:24:25.468203] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-16T20:24:25.468965] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-16T20:24:25.469016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:25.469048] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:25.469076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:25.469131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:25.525590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:25.526203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:25.526278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:25.526310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:25.646591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:25.646744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:25.646782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:25.646811] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:25.650275] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: DOWN (p=8.21%)
[2025-12-16T20:24:25.650564] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-16T20:24:25.650707] [INFO ] [sig       ] IDAI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:25.789993] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IDAI.txt
[2025-12-16T20:24:25.790118] [INFO ] [sig       ] [1649/3585] Completed IDAI in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-16T20:24:25.790157] [INFO ] [sig       ] [1650/3585] Forecasting IDCC...
[2025-12-16T20:24:25.790187] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-16T20:24:25.790216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-16T20:24:25.801890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-16T20:24:25.802154] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-16T20:24:25.802941] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-16T20:24:25.802992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:25.803023] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:25.803050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:25.803106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:25.860006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:25.860893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:25.860982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:25.861014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:25.976676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:25.976812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:25.976849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:25.976877] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:25.980119] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: DOWN (p=23.89%)
[2025-12-16T20:24:25.980380] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-16T20:24:25.980501] [INFO ] [sig       ] IDCC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:26.117592] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IDCC.txt
[2025-12-16T20:24:26.117721] [INFO ] [sig       ] [1650/3585] Completed IDCC in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-16T20:24:26.117763] [INFO ] [sig       ] [1651/3585] Forecasting IDE...
[2025-12-16T20:24:26.117793] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-16T20:24:26.117822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-16T20:24:26.128846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-16T20:24:26.129099] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-16T20:24:26.129912] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-16T20:24:26.129965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:26.129997] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:26.130023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:26.130078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:26.186767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:26.187394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:26.187472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:26.187505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:26.303399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:26.303565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:26.303627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:26.303657] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:26.307273] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: DOWN (p=41.22%)
[2025-12-16T20:24:26.307539] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-16T20:24:26.307684] [INFO ] [sig       ] IDE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:26.451767] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IDE.txt
[2025-12-16T20:24:26.451970] [INFO ] [sig       ] [1651/3585] Completed IDE in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-16T20:24:26.452021] [INFO ] [sig       ] [1652/3585] Forecasting IDN...
[2025-12-16T20:24:26.452055] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-16T20:24:26.452086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-16T20:24:26.464815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-16T20:24:26.465206] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-16T20:24:26.466126] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-16T20:24:26.466182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:26.466255] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:26.466292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:26.466354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:26.527655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:26.528567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:26.528676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:26.528710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:26.686545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:26.686753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:26.686808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:26.686847] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:26.692083] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: DOWN (p=14.35%)
[2025-12-16T20:24:26.692561] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-16T20:24:26.692786] [INFO ] [sig       ] IDN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:26.922970] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IDN.txt
[2025-12-16T20:24:26.923211] [INFO ] [sig       ] [1652/3585] Completed IDN in 0.5s | 2.94 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-16T20:24:26.923275] [INFO ] [sig       ] [1653/3585] Forecasting IDXX...
[2025-12-16T20:24:26.923326] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-16T20:24:26.923374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-16T20:24:26.967373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-16T20:24:26.967898] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-16T20:24:26.968990] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-16T20:24:26.969053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:26.969090] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:26.969121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:26.969227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:27.044477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:27.045729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:27.045846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:27.045891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:27.215290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:27.215486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:27.215542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:27.215611] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:27.219731] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=15.19%)
[2025-12-16T20:24:27.220120] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-16T20:24:27.220273] [INFO ] [sig       ] IDXX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:27.397971] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IDXX.txt
[2025-12-16T20:24:27.398205] [INFO ] [sig       ] [1653/3585] Completed IDXX in 0.5s | 2.94 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-16T20:24:27.398275] [INFO ] [sig       ] [1654/3585] Forecasting IDYA...
[2025-12-16T20:24:27.398327] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-16T20:24:27.398380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-16T20:24:27.415234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-16T20:24:27.415701] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-16T20:24:27.416779] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-16T20:24:27.416843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:27.416884] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:27.416917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:27.416993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:27.492106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:27.493026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:27.493116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:27.493150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:27.641743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:27.641901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:27.641941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:27.641971] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:27.645430] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: UP (p=94.73%)
[2025-12-16T20:24:27.645747] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-16T20:24:27.645883] [INFO ] [sig       ] IDYA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:27.786353] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IDYA.txt
[2025-12-16T20:24:27.786478] [INFO ] [sig       ] [1654/3585] Completed IDYA in 0.4s | 2.94 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-16T20:24:27.786517] [INFO ] [sig       ] [1655/3585] Forecasting IEF...
[2025-12-16T20:24:27.786545] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-16T20:24:27.786592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-16T20:24:27.797514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-16T20:24:27.797800] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-16T20:24:27.798546] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-16T20:24:27.798621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:27.798664] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:27.798692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:27.798748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:27.854261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:27.854910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:27.854986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:27.855018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:27.975109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:27.975231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:27.975267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:27.975324] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:27.978527] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: UP (p=72.12%)
[2025-12-16T20:24:27.978809] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-16T20:24:27.978927] [INFO ] [sig       ] IEF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:28.114708] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IEF.txt
[2025-12-16T20:24:28.114845] [INFO ] [sig       ] [1655/3585] Completed IEF in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-16T20:24:28.114888] [INFO ] [sig       ] [1656/3585] Forecasting IEI...
[2025-12-16T20:24:28.114917] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-16T20:24:28.114947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-16T20:24:28.126482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-16T20:24:28.126765] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-16T20:24:28.127546] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-16T20:24:28.127619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:28.127652] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:28.127679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:28.127735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:28.183881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:28.184471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:28.184547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:28.184596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:28.304552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:28.304694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:28.304736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:28.304770] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:28.307974] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: DOWN (p=9.26%)
[2025-12-16T20:24:28.308247] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-16T20:24:28.308391] [INFO ] [sig       ] IEI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:28.446857] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IEI.txt
[2025-12-16T20:24:28.446967] [INFO ] [sig       ] [1656/3585] Completed IEI in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-16T20:24:28.447005] [INFO ] [sig       ] [1657/3585] Forecasting IEP...
[2025-12-16T20:24:28.447034] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-16T20:24:28.447064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-16T20:24:28.459067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-16T20:24:28.459442] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-16T20:24:28.460257] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-16T20:24:28.460309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:28.460341] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:28.460367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:28.460422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:28.519457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:28.520414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:28.520504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:28.520537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:28.659199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:28.659359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:28.659398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:28.659426] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:28.662821] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: UP (p=96.49%)
[2025-12-16T20:24:28.663114] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-16T20:24:28.663240] [INFO ] [sig       ] IEP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:28.800672] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IEP.txt
[2025-12-16T20:24:28.800844] [INFO ] [sig       ] [1657/3585] Completed IEP in 0.4s | 2.94 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-16T20:24:28.800892] [INFO ] [sig       ] [1658/3585] Forecasting IESC...
[2025-12-16T20:24:28.800921] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-16T20:24:28.800951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-16T20:24:28.812413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-16T20:24:28.812815] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-16T20:24:28.813594] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-16T20:24:28.813646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:28.813677] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:28.813703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:28.813767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:28.869932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:28.870805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:28.870904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:28.870942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:28.991788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:28.991966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:28.992005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:28.992033] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:28.995636] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: UP (p=87.83%)
[2025-12-16T20:24:28.996001] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-16T20:24:28.996148] [INFO ] [sig       ] IESC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:29.166421] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IESC.txt
[2025-12-16T20:24:29.166594] [INFO ] [sig       ] [1658/3585] Completed IESC in 0.4s | 2.94 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-16T20:24:29.166642] [INFO ] [sig       ] [1659/3585] Forecasting IEX...
[2025-12-16T20:24:29.166673] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-16T20:24:29.166703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-16T20:24:29.178610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-16T20:24:29.178925] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-16T20:24:29.179789] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-16T20:24:29.179855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:29.179897] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:29.179931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:29.179993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:29.238440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:29.239081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:29.239193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:29.239230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:29.355455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:29.355588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:29.355627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:29.355656] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:29.358822] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=74.92%)
[2025-12-16T20:24:29.359086] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-16T20:24:29.359230] [INFO ] [sig       ] IEX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:29.497082] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IEX.txt
[2025-12-16T20:24:29.497196] [INFO ] [sig       ] [1659/3585] Completed IEX in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-16T20:24:29.497234] [INFO ] [sig       ] [1660/3585] Forecasting IFF...
[2025-12-16T20:24:29.497264] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-16T20:24:29.497293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-16T20:24:29.508757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-16T20:24:29.509036] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-16T20:24:29.509832] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-16T20:24:29.509885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:29.509916] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:29.509943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:29.509998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:29.566790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:29.567396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:29.567485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:29.567527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:29.692585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:29.692738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:29.692776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:29.692805] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:29.696178] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: UP (p=52.84%)
[2025-12-16T20:24:29.696447] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-16T20:24:29.696569] [INFO ] [sig       ] IFF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:29.835246] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IFF.txt
[2025-12-16T20:24:29.835380] [INFO ] [sig       ] [1660/3585] Completed IFF in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-16T20:24:29.835419] [INFO ] [sig       ] [1661/3585] Forecasting IFN...
[2025-12-16T20:24:29.835449] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-16T20:24:29.835480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-16T20:24:29.846912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-16T20:24:29.847184] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-16T20:24:29.847988] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-16T20:24:29.848041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:29.848072] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:29.848099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:29.848154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:29.904091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:29.904721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:29.904799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:29.904830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:30.022371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:30.022519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:30.022557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:30.022608] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:30.025925] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=92.93%)
[2025-12-16T20:24:30.026189] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-16T20:24:30.026308] [INFO ] [sig       ] IFN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:30.162621] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IFN.txt
[2025-12-16T20:24:30.162755] [INFO ] [sig       ] [1661/3585] Completed IFN in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-16T20:24:30.162795] [INFO ] [sig       ] [1662/3585] Forecasting IFS...
[2025-12-16T20:24:30.162823] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-16T20:24:30.162852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-16T20:24:30.173719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-16T20:24:30.173991] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-16T20:24:30.174743] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-16T20:24:30.174793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:30.174823] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:30.174850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:30.174905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:30.229614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:30.230313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:30.230392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:30.230457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:30.348462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:30.348627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:30.348669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:30.348716] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:30.352159] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=49.03%)
[2025-12-16T20:24:30.352430] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-16T20:24:30.352553] [INFO ] [sig       ] IFS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:30.491380] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IFS.txt
[2025-12-16T20:24:30.491516] [INFO ] [sig       ] [1662/3585] Completed IFS in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-16T20:24:30.491554] [INFO ] [sig       ] [1663/3585] Forecasting IGA...
[2025-12-16T20:24:30.491602] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-16T20:24:30.491634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-16T20:24:30.503539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-16T20:24:30.503978] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-16T20:24:30.504821] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-16T20:24:30.504886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:30.504926] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:30.504959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:30.505015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:30.560765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:30.561645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:30.561731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:30.561770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:30.682197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:30.682360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:30.682407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:30.682437] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:30.685942] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=39.29%)
[2025-12-16T20:24:30.686234] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-16T20:24:30.686354] [INFO ] [sig       ] IGA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:30.822865] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IGA.txt
[2025-12-16T20:24:30.823006] [INFO ] [sig       ] [1663/3585] Completed IGA in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-16T20:24:30.823045] [INFO ] [sig       ] [1664/3585] Forecasting IGD...
[2025-12-16T20:24:30.823076] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-16T20:24:30.823106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-16T20:24:30.834298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-16T20:24:30.834594] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-16T20:24:30.835369] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-16T20:24:30.835420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:30.835451] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:30.835477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:30.835533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:30.891409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:30.892096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:30.892178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:30.892225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:31.009037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:31.009189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:31.009233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:31.009262] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:31.012610] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=92.24%)
[2025-12-16T20:24:31.012884] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-16T20:24:31.013023] [INFO ] [sig       ] IGD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:31.147858] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IGD.txt
[2025-12-16T20:24:31.147979] [INFO ] [sig       ] [1664/3585] Completed IGD in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-16T20:24:31.148017] [INFO ] [sig       ] [1665/3585] Forecasting IGF...
[2025-12-16T20:24:31.148046] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-16T20:24:31.148076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-16T20:24:31.159173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-16T20:24:31.159449] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-16T20:24:31.160210] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-16T20:24:31.160261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:31.160292] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:31.160318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:31.160373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:31.221256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:31.222124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:31.222206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:31.222238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:31.342553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:31.342725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:31.342764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:31.342793] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:31.346183] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: UP (p=71.91%)
[2025-12-16T20:24:31.346453] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-16T20:24:31.346589] [INFO ] [sig       ] IGF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:31.482763] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IGF.txt
[2025-12-16T20:24:31.482905] [INFO ] [sig       ] [1665/3585] Completed IGF in 0.3s | 2.94 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-16T20:24:31.482946] [INFO ] [sig       ] [1666/3585] Forecasting IGI...
[2025-12-16T20:24:31.482976] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-16T20:24:31.483006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-16T20:24:31.494757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-16T20:24:31.495081] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-16T20:24:31.495835] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-16T20:24:31.495886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:31.495918] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:31.495945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:31.496011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:31.551800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:31.552381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:31.552457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:31.552491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:31.653400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:31.653534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:31.653587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:31.653620] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:31.656891] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=10.01%)
[2025-12-16T20:24:31.657151] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-16T20:24:31.657271] [INFO ] [sig       ] IGI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:31.797040] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IGI.txt
[2025-12-16T20:24:31.797169] [INFO ] [sig       ] [1666/3585] Completed IGI in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-16T20:24:31.797208] [INFO ] [sig       ] [1667/3585] Forecasting IGIB...
[2025-12-16T20:24:31.797237] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-16T20:24:31.797268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-16T20:24:31.808277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-16T20:24:31.808552] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-16T20:24:31.809418] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-16T20:24:31.809477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:31.809508] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:31.809534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:31.809606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:31.867097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:31.868064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:31.868151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:31.868190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:31.993230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:31.993394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:31.993443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:31.993473] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:31.997376] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-16T20:24:31.997705] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-16T20:24:31.997849] [INFO ] [sig       ] IGIB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:32.135785] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IGIB.txt
[2025-12-16T20:24:32.135945] [INFO ] [sig       ] [1667/3585] Completed IGIB in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-16T20:24:32.135986] [INFO ] [sig       ] [1668/3585] Forecasting IGIC...
[2025-12-16T20:24:32.136015] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-16T20:24:32.136044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-16T20:24:32.147727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-16T20:24:32.148177] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-16T20:24:32.149027] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-16T20:24:32.149093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:32.149126] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:32.149176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:32.149234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:32.204516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:32.205379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:32.205463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:32.205497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:32.325343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:32.325520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:32.325601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:32.325651] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:32.330689] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: UP (p=80.54%)
[2025-12-16T20:24:32.331150] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-16T20:24:32.331342] [INFO ] [sig       ] IGIC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:32.480220] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IGIC.txt
[2025-12-16T20:24:32.480373] [INFO ] [sig       ] [1668/3585] Completed IGIC in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-16T20:24:32.480414] [INFO ] [sig       ] [1669/3585] Forecasting IGSB...
[2025-12-16T20:24:32.480443] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-16T20:24:32.480473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-16T20:24:32.492159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-16T20:24:32.492536] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-16T20:24:32.493340] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-16T20:24:32.493391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:32.493453] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:32.493483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:32.493540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:32.551323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:32.552198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:32.552280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:32.552312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:32.678921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:32.679078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:32.679118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:32.679167] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:32.682684] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=89.72%)
[2025-12-16T20:24:32.682989] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-16T20:24:32.683112] [INFO ] [sig       ] IGSB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:32.826804] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IGSB.txt
[2025-12-16T20:24:32.826955] [INFO ] [sig       ] [1669/3585] Completed IGSB in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-16T20:24:32.826996] [INFO ] [sig       ] [1670/3585] Forecasting IHD...
[2025-12-16T20:24:32.827026] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-16T20:24:32.827055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-16T20:24:32.838767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-16T20:24:32.839116] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-16T20:24:32.839942] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-16T20:24:32.839994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:32.840026] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:32.840055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:32.840111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:32.897621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:32.898340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:32.898423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:32.898456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:33.023067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:33.023233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:33.023282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:33.023318] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:33.027138] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-12-16T20:24:33.027422] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-16T20:24:33.027551] [INFO ] [sig       ] IHD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:33.165280] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IHD.txt
[2025-12-16T20:24:33.165416] [INFO ] [sig       ] [1670/3585] Completed IHD in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-16T20:24:33.165455] [INFO ] [sig       ] [1671/3585] Forecasting IHG...
[2025-12-16T20:24:33.165485] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-16T20:24:33.165515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-16T20:24:33.177055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-16T20:24:33.177400] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-16T20:24:33.178187] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-16T20:24:33.178239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:33.178272] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:33.178297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:33.178352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:33.234415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:33.235187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:33.235266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:33.235299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:33.357372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:33.357524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:33.357563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:33.357608] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:33.361171] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=6.82%)
[2025-12-16T20:24:33.361453] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-16T20:24:33.361603] [INFO ] [sig       ] IHG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:33.501063] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IHG.txt
[2025-12-16T20:24:33.501216] [INFO ] [sig       ] [1671/3585] Completed IHG in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-16T20:24:33.501258] [INFO ] [sig       ] [1672/3585] Forecasting IHS...
[2025-12-16T20:24:33.501287] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-16T20:24:33.501318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-16T20:24:33.512888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-16T20:24:33.513255] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-16T20:24:33.514119] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-16T20:24:33.514172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:33.514204] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:33.514231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:33.514286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:33.573897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:33.574747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:33.574828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:33.574862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:33.693976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:33.694130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:33.694169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:33.694257] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:33.697643] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=6.27%)
[2025-12-16T20:24:33.697943] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-16T20:24:33.698070] [INFO ] [sig       ] IHS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:33.836324] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IHS.txt
[2025-12-16T20:24:33.836480] [INFO ] [sig       ] [1672/3585] Completed IHS in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-16T20:24:33.836521] [INFO ] [sig       ] [1673/3585] Forecasting IIF...
[2025-12-16T20:24:33.836549] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-16T20:24:33.836605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-16T20:24:33.848386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-16T20:24:33.848766] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-16T20:24:33.849643] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-16T20:24:33.849696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:33.849729] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:33.849757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:33.849815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:33.906115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:33.906975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:33.907054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:33.907086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:34.026680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:34.026854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:34.026896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:34.026925] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:34.030586] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=41.18%)
[2025-12-16T20:24:34.030930] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-16T20:24:34.031105] [INFO ] [sig       ] IIF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:34.169619] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IIF.txt
[2025-12-16T20:24:34.169749] [INFO ] [sig       ] [1673/3585] Completed IIF in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-16T20:24:34.169788] [INFO ] [sig       ] [1674/3585] Forecasting III...
[2025-12-16T20:24:34.169818] [INFO ] [sig       ] Generating forecast for: III
[2025-12-16T20:24:34.169848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-16T20:24:34.181789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-16T20:24:34.182061] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-16T20:24:34.182865] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-16T20:24:34.182927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:34.182966] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:34.182998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:34.183067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:34.239415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:34.240092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:34.240379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:34.240413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:34.357659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:34.357804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:34.357842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:34.357871] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:34.361291] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2025-12-16T20:24:34.361560] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-16T20:24:34.361699] [INFO ] [sig       ] III: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:34.499320] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/III.txt
[2025-12-16T20:24:34.499461] [INFO ] [sig       ] [1674/3585] Completed III in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-16T20:24:34.499501] [INFO ] [sig       ] [1675/3585] Forecasting IIIN...
[2025-12-16T20:24:34.499530] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-16T20:24:34.499560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-16T20:24:34.511264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-16T20:24:34.511561] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-16T20:24:34.512318] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-16T20:24:34.512369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:34.512400] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:34.512427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:34.512482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:34.582056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:34.583074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:34.583172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:34.583214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:34.719779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:34.719971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:34.720021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:34.720055] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:34.723966] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2025-12-16T20:24:34.724432] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-16T20:24:34.724556] [INFO ] [sig       ] IIIN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:34.862788] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IIIN.txt
[2025-12-16T20:24:34.862923] [INFO ] [sig       ] [1675/3585] Completed IIIN in 0.4s | 2.94 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-16T20:24:34.862963] [INFO ] [sig       ] [1676/3585] Forecasting IIM...
[2025-12-16T20:24:34.862996] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-16T20:24:34.863027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-16T20:24:34.874802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-16T20:24:34.875105] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-16T20:24:34.875932] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-16T20:24:34.875995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:34.876034] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:34.876062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:34.876118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:34.932662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:34.933499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:34.933602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:34.933637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:35.048474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:35.048634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:35.048673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:35.048701] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:35.051982] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=95.34%)
[2025-12-16T20:24:35.052248] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-16T20:24:35.052367] [INFO ] [sig       ] IIM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:35.190137] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IIM.txt
[2025-12-16T20:24:35.190272] [INFO ] [sig       ] [1676/3585] Completed IIM in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-16T20:24:35.190311] [INFO ] [sig       ] [1677/3585] Forecasting ILMN...
[2025-12-16T20:24:35.190341] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-16T20:24:35.190371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-16T20:24:35.201664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-16T20:24:35.201928] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-16T20:24:35.202710] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-16T20:24:35.202762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:35.202793] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:35.202820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:35.202876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:35.260122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:35.260787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:35.260868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:35.260907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:35.384638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:35.384790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:35.384829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:35.384858] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:35.388215] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: UP (p=57.84%)
[2025-12-16T20:24:35.388476] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-16T20:24:35.388616] [INFO ] [sig       ] ILMN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:35.526223] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ILMN.txt
[2025-12-16T20:24:35.526337] [INFO ] [sig       ] [1677/3585] Completed ILMN in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-16T20:24:35.526374] [INFO ] [sig       ] [1678/3585] Forecasting IMAX...
[2025-12-16T20:24:35.526403] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-16T20:24:35.526432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-16T20:24:35.537699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-16T20:24:35.537969] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-16T20:24:35.538726] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-16T20:24:35.538779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:35.538811] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:35.538837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:35.538895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:35.597855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:35.598640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:35.598720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:35.598753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:35.723736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:35.723904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:35.723960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:35.724000] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:35.728745] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: UP (p=72.93%)
[2025-12-16T20:24:35.729232] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-16T20:24:35.729410] [INFO ] [sig       ] IMAX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:35.885711] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IMAX.txt
[2025-12-16T20:24:35.885842] [INFO ] [sig       ] [1678/3585] Completed IMAX in 0.4s | 2.94 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-16T20:24:35.885881] [INFO ] [sig       ] [1679/3585] Forecasting IMKTA...
[2025-12-16T20:24:35.885911] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-16T20:24:35.885940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-16T20:24:35.896959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-16T20:24:35.897231] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-16T20:24:35.898016] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-16T20:24:35.898077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:35.898124] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:35.898153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:35.898209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:35.954793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:35.955372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:35.955472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:35.955507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:36.072271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:36.072447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:36.072487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:36.072515] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:36.076000] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: DOWN (p=21.17%)
[2025-12-16T20:24:36.076275] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-16T20:24:36.076393] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:36.214864] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IMKTA.txt
[2025-12-16T20:24:36.215009] [INFO ] [sig       ] [1679/3585] Completed IMKTA in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-16T20:24:36.215056] [INFO ] [sig       ] [1680/3585] Forecasting IMMP...
[2025-12-16T20:24:36.215088] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-16T20:24:36.215117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-16T20:24:36.226282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-16T20:24:36.226551] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-16T20:24:36.227310] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-16T20:24:36.227361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:36.227392] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:36.227419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:36.227474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:36.284026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:36.284639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:36.284716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:36.284747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:36.402962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:36.403118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:36.403156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:36.403184] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:36.406440] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: DOWN (p=21.36%)
[2025-12-16T20:24:36.406719] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-16T20:24:36.406837] [INFO ] [sig       ] IMMP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:36.545373] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IMMP.txt
[2025-12-16T20:24:36.545491] [INFO ] [sig       ] [1680/3585] Completed IMMP in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-16T20:24:36.545536] [INFO ] [sig       ] [1681/3585] Forecasting IMMX...
[2025-12-16T20:24:36.545565] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-16T20:24:36.545614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-16T20:24:36.557001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-16T20:24:36.557310] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-16T20:24:36.558109] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-16T20:24:36.558162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:36.558194] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:36.558222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:36.558279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:36.614852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:36.615464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:36.615541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:36.615590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:36.741558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:36.741756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:36.741805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:36.741836] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:36.745969] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: DOWN (p=16.94%)
[2025-12-16T20:24:36.746253] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-16T20:24:36.746385] [INFO ] [sig       ] IMMX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:36.888963] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IMMX.txt
[2025-12-16T20:24:36.889090] [INFO ] [sig       ] [1681/3585] Completed IMMX in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-16T20:24:36.889130] [INFO ] [sig       ] [1682/3585] Forecasting IMNM...
[2025-12-16T20:24:36.889180] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-16T20:24:36.889228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-16T20:24:36.900874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-16T20:24:36.901187] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-16T20:24:36.902030] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-16T20:24:36.902082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:36.902116] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:36.902144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:36.902219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:36.961391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:36.962011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:36.962091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:36.962124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:37.086120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:37.086262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:37.086298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:37.086327] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:37.089760] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: DOWN (p=13.48%)
[2025-12-16T20:24:37.090023] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-16T20:24:37.090141] [INFO ] [sig       ] IMNM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:37.229167] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IMNM.txt
[2025-12-16T20:24:37.229296] [INFO ] [sig       ] [1682/3585] Completed IMNM in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-16T20:24:37.229342] [INFO ] [sig       ] [1683/3585] Forecasting IMNN...
[2025-12-16T20:24:37.229381] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-16T20:24:37.229412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-16T20:24:37.240718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-16T20:24:37.240992] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-16T20:24:37.241762] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-16T20:24:37.241814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:37.241846] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:37.241873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:37.241930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:37.300093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:37.300705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:37.300781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:37.300813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:37.423151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:37.423342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:37.423382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:37.423410] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:37.427007] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: UP (p=93.74%)
[2025-12-16T20:24:37.427293] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-16T20:24:37.427411] [INFO ] [sig       ] IMNN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:37.567729] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IMNN.txt
[2025-12-16T20:24:37.567896] [INFO ] [sig       ] [1683/3585] Completed IMNN in 0.3s | 2.94 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-16T20:24:37.567938] [INFO ] [sig       ] [1684/3585] Forecasting IMOS...
[2025-12-16T20:24:37.567967] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-16T20:24:37.568012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-16T20:24:37.581196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-16T20:24:37.581563] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-16T20:24:37.582444] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-16T20:24:37.582497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:37.582530] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:37.582559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:37.582648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:37.640097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:37.640992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:37.641080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:37.641115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:37.761205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:37.761356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:37.761395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:37.761425] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:37.764764] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=80.23%)
[2025-12-16T20:24:37.765033] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-16T20:24:37.765169] [INFO ] [sig       ] IMOS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:37.904637] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IMOS.txt
[2025-12-16T20:24:37.904788] [INFO ] [sig       ] [1684/3585] Completed IMOS in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-16T20:24:37.904827] [INFO ] [sig       ] [1685/3585] Forecasting IMPP...
[2025-12-16T20:24:37.904857] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-16T20:24:37.904887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-16T20:24:37.916315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-16T20:24:37.916669] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-16T20:24:37.917409] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-16T20:24:37.917460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:37.917491] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:37.917517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:37.917591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:37.974099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:37.974989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:37.975075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:37.975108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:38.094772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:38.095061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:38.095102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:38.095130] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:38.098554] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-12-16T20:24:38.098856] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-16T20:24:38.098984] [INFO ] [sig       ] IMPP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:38.251848] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IMPP.txt
[2025-12-16T20:24:38.251997] [INFO ] [sig       ] [1685/3585] Completed IMPP in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-16T20:24:38.252044] [INFO ] [sig       ] [1686/3585] Forecasting IMRX...
[2025-12-16T20:24:38.252073] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-16T20:24:38.252103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-16T20:24:38.264026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-16T20:24:38.264316] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-16T20:24:38.265094] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-16T20:24:38.265180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:38.265213] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:38.265243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:38.265299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:38.321760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:38.322370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:38.322450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:38.322482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:38.440797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:38.440941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:38.440999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:38.441035] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:38.444413] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: UP (p=90.15%)
[2025-12-16T20:24:38.444702] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-16T20:24:38.444825] [INFO ] [sig       ] IMRX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:38.583192] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IMRX.txt
[2025-12-16T20:24:38.583306] [INFO ] [sig       ] [1686/3585] Completed IMRX in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-16T20:24:38.583343] [INFO ] [sig       ] [1687/3585] Forecasting IMTX...
[2025-12-16T20:24:38.583372] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-16T20:24:38.583401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-16T20:24:38.594939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-16T20:24:38.595246] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-16T20:24:38.596001] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-16T20:24:38.596052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:38.596083] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:38.596109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:38.596164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:38.652776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:38.653372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:38.653452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:38.653484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:38.777498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:38.777686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:38.777730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:38.777758] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:38.781299] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: UP (p=67.80%)
[2025-12-16T20:24:38.781609] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-16T20:24:38.781736] [INFO ] [sig       ] IMTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:38.917641] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IMTX.txt
[2025-12-16T20:24:38.917759] [INFO ] [sig       ] [1687/3585] Completed IMTX in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-16T20:24:38.917797] [INFO ] [sig       ] [1688/3585] Forecasting IMXI...
[2025-12-16T20:24:38.917824] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-16T20:24:38.917853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-16T20:24:38.929848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-16T20:24:38.930150] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-16T20:24:38.930947] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-16T20:24:38.931012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:38.931051] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:38.931084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:38.931142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:38.988156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:38.988945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:38.989046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:38.989086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:39.109853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:39.110007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:39.110058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:39.110090] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:39.113492] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=93.91%)
[2025-12-16T20:24:39.113781] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-16T20:24:39.113904] [INFO ] [sig       ] IMXI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:39.252886] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IMXI.txt
[2025-12-16T20:24:39.253007] [INFO ] [sig       ] [1688/3585] Completed IMXI in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-16T20:24:39.253046] [INFO ] [sig       ] [1689/3585] Forecasting INAB...
[2025-12-16T20:24:39.253076] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-16T20:24:39.253106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-16T20:24:39.265269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-16T20:24:39.265565] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-16T20:24:39.266308] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-16T20:24:39.266359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:39.266391] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:39.266417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:39.266473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:39.322093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:39.322718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:39.322796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:39.322828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:39.437558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:39.437703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:39.437769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:39.437799] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:39.441138] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: UP (p=89.36%)
[2025-12-16T20:24:39.441412] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-16T20:24:39.441535] [INFO ] [sig       ] INAB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:39.581224] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/INAB.txt
[2025-12-16T20:24:39.581345] [INFO ] [sig       ] [1689/3585] Completed INAB in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-16T20:24:39.581384] [INFO ] [sig       ] [1690/3585] Forecasting INBK...
[2025-12-16T20:24:39.581416] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-16T20:24:39.581447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-16T20:24:39.592479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-16T20:24:39.592767] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-16T20:24:39.593516] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-16T20:24:39.593585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:39.593631] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:39.593660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:39.593717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:39.652003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:39.652650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:39.652729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:39.652761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:39.774757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:39.774907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:39.774946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:39.774980] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:39.778436] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2025-12-16T20:24:39.778723] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-16T20:24:39.778851] [INFO ] [sig       ] INBK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:39.920118] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/INBK.txt
[2025-12-16T20:24:39.920238] [INFO ] [sig       ] [1690/3585] Completed INBK in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-16T20:24:39.920277] [INFO ] [sig       ] [1691/3585] Forecasting INBX...
[2025-12-16T20:24:39.920306] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-16T20:24:39.920334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-16T20:24:39.931738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-16T20:24:39.932022] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-16T20:24:39.932819] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-16T20:24:39.932871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:39.932904] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:39.932933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:39.932989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:39.991422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:39.992269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:39.992360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:39.992393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:40.111044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:40.111198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:40.111238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:40.111269] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:40.114802] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: UP (p=93.88%)
[2025-12-16T20:24:40.115127] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-16T20:24:40.115262] [INFO ] [sig       ] INBX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:40.260927] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/INBX.txt
[2025-12-16T20:24:40.261106] [INFO ] [sig       ] [1691/3585] Completed INBX in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-16T20:24:40.261151] [INFO ] [sig       ] [1692/3585] Forecasting INCY...
[2025-12-16T20:24:40.261183] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-16T20:24:40.261214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-16T20:24:40.273459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-16T20:24:40.273846] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-16T20:24:40.274678] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-16T20:24:40.274729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:40.274771] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:40.274810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:40.274886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:40.335737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:40.336518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:40.336637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:40.336687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:40.465287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:40.465453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:40.465507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:40.465539] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:40.469170] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-12-16T20:24:40.469446] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-16T20:24:40.469621] [INFO ] [sig       ] INCY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:40.619450] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/INCY.txt
[2025-12-16T20:24:40.619608] [INFO ] [sig       ] [1692/3585] Completed INCY in 0.4s | 2.94 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-16T20:24:40.619661] [INFO ] [sig       ] [1693/3585] Forecasting INDB...
[2025-12-16T20:24:40.619724] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-16T20:24:40.619757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-16T20:24:40.631493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-16T20:24:40.631843] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-16T20:24:40.632648] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-16T20:24:40.632701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:40.632734] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:40.632762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:40.632819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:40.698735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:40.699709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:40.699806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:40.699851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:40.825845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:40.825992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:40.826033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:40.826066] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:40.829782] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: UP (p=77.36%)
[2025-12-16T20:24:40.830149] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-16T20:24:40.830321] [INFO ] [sig       ] INDB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:40.978468] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/INDB.txt
[2025-12-16T20:24:40.978627] [INFO ] [sig       ] [1693/3585] Completed INDB in 0.4s | 2.94 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-16T20:24:40.978677] [INFO ] [sig       ] [1694/3585] Forecasting INDI...
[2025-12-16T20:24:40.978710] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-16T20:24:40.978744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-16T20:24:40.991122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-16T20:24:40.991467] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-16T20:24:40.992238] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-16T20:24:40.992289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:40.992321] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:40.992347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:40.992403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:41.048942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:41.049845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:41.049929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:41.049962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:41.170256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:41.170412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:41.170453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:41.170486] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:41.174091] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: UP (p=76.69%)
[2025-12-16T20:24:41.174376] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-16T20:24:41.174502] [INFO ] [sig       ] INDI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:41.311829] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/INDI.txt
[2025-12-16T20:24:41.311962] [INFO ] [sig       ] [1694/3585] Completed INDI in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-16T20:24:41.312002] [INFO ] [sig       ] [1695/3585] Forecasting INDP...
[2025-12-16T20:24:41.312032] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-16T20:24:41.312062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-16T20:24:41.323441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-16T20:24:41.323772] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-16T20:24:41.324520] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-16T20:24:41.324592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:41.324626] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:41.324653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:41.324709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:41.381427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:41.382065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:41.382150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:41.382181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:41.487909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:41.488042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:41.488083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:41.488112] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:41.491844] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: UP (p=58.83%)
[2025-12-16T20:24:41.492110] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-16T20:24:41.492252] [INFO ] [sig       ] INDP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:41.629905] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/INDP.txt
[2025-12-16T20:24:41.630065] [INFO ] [sig       ] [1695/3585] Completed INDP in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-16T20:24:41.630112] [INFO ] [sig       ] [1696/3585] Forecasting INDY...
[2025-12-16T20:24:41.630149] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-16T20:24:41.630187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-16T20:24:41.641543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-16T20:24:41.641895] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-16T20:24:41.642667] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-16T20:24:41.642719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:41.642751] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:41.642778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:41.642859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:41.698530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:41.699375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:41.699460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:41.699492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:41.823627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:41.823763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:41.823800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:41.823829] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:41.827082] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: DOWN (p=21.05%)
[2025-12-16T20:24:41.827341] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-16T20:24:41.827462] [INFO ] [sig       ] INDY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:41.963254] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/INDY.txt
[2025-12-16T20:24:41.963377] [INFO ] [sig       ] [1696/3585] Completed INDY in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-16T20:24:41.963416] [INFO ] [sig       ] [1697/3585] Forecasting INFY...
[2025-12-16T20:24:41.963445] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-16T20:24:41.963474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-16T20:24:41.974880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-16T20:24:41.975150] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-16T20:24:41.975912] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-16T20:24:41.975964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:41.975995] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:41.976022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:41.976077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:42.031347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:42.031957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:42.032035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:42.032066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:42.148924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:42.149057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:42.149100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:42.149160] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:42.152386] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=35.42%)
[2025-12-16T20:24:42.152666] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-16T20:24:42.152785] [INFO ] [sig       ] INFY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:42.289092] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/INFY.txt
[2025-12-16T20:24:42.289234] [INFO ] [sig       ] [1697/3585] Completed INFY in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-16T20:24:42.289273] [INFO ] [sig       ] [1698/3585] Forecasting ING...
[2025-12-16T20:24:42.289303] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-16T20:24:42.289333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-16T20:24:42.300642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-16T20:24:42.300905] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-16T20:24:42.301656] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-16T20:24:42.301707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:42.301738] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:42.301764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:42.301821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:42.357705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:42.358287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:42.358363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:42.358395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:42.480463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:42.480663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:42.480705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:42.480735] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:42.484452] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=58.61%)
[2025-12-16T20:24:42.484810] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-16T20:24:42.484946] [INFO ] [sig       ] ING: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:42.628691] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ING.txt
[2025-12-16T20:24:42.628841] [INFO ] [sig       ] [1698/3585] Completed ING in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-16T20:24:42.628879] [INFO ] [sig       ] [1699/3585] Forecasting INGN...
[2025-12-16T20:24:42.628908] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-16T20:24:42.628938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-16T20:24:42.640044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-16T20:24:42.640427] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-16T20:24:42.641232] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-16T20:24:42.641284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:42.641315] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:42.641342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:42.641398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:42.697941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:42.698811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:42.698931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:42.698966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:42.815495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:42.815664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:42.815711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:42.815746] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:42.819048] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-12-16T20:24:42.819385] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-16T20:24:42.819532] [INFO ] [sig       ] INGN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:42.957884] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/INGN.txt
[2025-12-16T20:24:42.958008] [INFO ] [sig       ] [1699/3585] Completed INGN in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-16T20:24:42.958052] [INFO ] [sig       ] [1700/3585] Forecasting INM...
[2025-12-16T20:24:42.958090] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-16T20:24:42.958126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-16T20:24:42.970027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-16T20:24:42.970360] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-16T20:24:42.971129] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-16T20:24:42.971191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:42.971229] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:42.971256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:42.971311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:43.026839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:43.027420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:43.027496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:43.027527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:43.142812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:43.142936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:43.142973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:43.143002] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:43.146198] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: UP (p=95.30%)
[2025-12-16T20:24:43.146456] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-16T20:24:43.146590] [INFO ] [sig       ] INM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:43.282917] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/INM.txt
[2025-12-16T20:24:43.283037] [INFO ] [sig       ] [1700/3585] Completed INM in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-16T20:24:43.283076] [INFO ] [sig       ] [1701/3585] Forecasting INMB...
[2025-12-16T20:24:43.283106] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-16T20:24:43.283136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-16T20:24:43.295160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-16T20:24:43.295502] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-16T20:24:43.296286] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-16T20:24:43.296336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:43.296368] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:43.296405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:43.296461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:43.354046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:43.354717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:43.354799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:43.354832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:43.478015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:43.478167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:43.478206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:43.478234] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:43.481619] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: UP (p=52.01%)
[2025-12-16T20:24:43.481888] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-16T20:24:43.482008] [INFO ] [sig       ] INMB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:43.620667] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/INMB.txt
[2025-12-16T20:24:43.620797] [INFO ] [sig       ] [1701/3585] Completed INMB in 0.3s | 2.94 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-16T20:24:43.620836] [INFO ] [sig       ] [1702/3585] Forecasting INMD...
[2025-12-16T20:24:43.620868] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-16T20:24:43.620898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-16T20:24:43.632809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-16T20:24:43.633138] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-16T20:24:43.633940] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-16T20:24:43.633997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:43.634043] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:43.634072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:43.634138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:43.694798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:43.695620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:43.695703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:43.695736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:43.825269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:43.825444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:43.825497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:43.825539] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:43.830275] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-16T20:24:43.830671] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-16T20:24:43.830839] [INFO ] [sig       ] INMD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:44.024764] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/INMD.txt
[2025-12-16T20:24:44.024913] [INFO ] [sig       ] [1702/3585] Completed INMD in 0.4s | 2.94 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-16T20:24:44.024953] [INFO ] [sig       ] [1703/3585] Forecasting INN...
[2025-12-16T20:24:44.024983] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-16T20:24:44.025013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-16T20:24:44.035839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-16T20:24:44.036129] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-16T20:24:44.036901] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-16T20:24:44.036953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:44.036984] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:44.037011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:44.037071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:44.096105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:44.096877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:44.096959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:44.096993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:44.218203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:44.218353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:44.218393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:44.218422] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:44.222048] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-12-16T20:24:44.222331] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-16T20:24:44.222458] [INFO ] [sig       ] INN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:44.373622] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/INN.txt
[2025-12-16T20:24:44.373831] [INFO ] [sig       ] [1703/3585] Completed INN in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-16T20:24:44.373887] [INFO ] [sig       ] [1704/3585] Forecasting INO...
[2025-12-16T20:24:44.373929] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-16T20:24:44.373973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-16T20:24:44.388978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-16T20:24:44.389422] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-16T20:24:44.390485] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-16T20:24:44.390550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:44.390616] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:44.390657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:44.390742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:44.459300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:44.460160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:44.460240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:44.460273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:44.579758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:44.579913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:44.579955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:44.579984] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:44.583563] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: UP (p=96.30%)
[2025-12-16T20:24:44.583892] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-16T20:24:44.584027] [INFO ] [sig       ] INO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:44.723517] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/INO.txt
[2025-12-16T20:24:44.723684] [INFO ] [sig       ] [1704/3585] Completed INO in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-16T20:24:44.723726] [INFO ] [sig       ] [1705/3585] Forecasting INOD...
[2025-12-16T20:24:44.723754] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-16T20:24:44.723790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-16T20:24:44.735391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-16T20:24:44.735743] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-16T20:24:44.736507] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-16T20:24:44.736560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:44.736611] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:44.736639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:44.736695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:44.792071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:44.792754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:44.792832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:44.792864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:44.915734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:44.915880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:44.915917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:44.915944] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:44.919227] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-12-16T20:24:44.919491] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-16T20:24:44.919633] [INFO ] [sig       ] INOD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:45.066002] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/INOD.txt
[2025-12-16T20:24:45.066163] [INFO ] [sig       ] [1705/3585] Completed INOD in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-16T20:24:45.066203] [INFO ] [sig       ] [1706/3585] Forecasting INSE...
[2025-12-16T20:24:45.066234] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-16T20:24:45.066263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-16T20:24:45.077891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-16T20:24:45.078263] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-16T20:24:45.079054] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-16T20:24:45.079104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:45.079135] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:45.079186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:45.079242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:45.136113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:45.137000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:45.137087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:45.137121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:45.263055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:45.263205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:45.263243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:45.263272] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:45.266586] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=60.32%)
[2025-12-16T20:24:45.266852] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-16T20:24:45.266971] [INFO ] [sig       ] INSE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:45.406791] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/INSE.txt
[2025-12-16T20:24:45.406951] [INFO ] [sig       ] [1706/3585] Completed INSE in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-16T20:24:45.406994] [INFO ] [sig       ] [1707/3585] Forecasting INSG...
[2025-12-16T20:24:45.407024] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-16T20:24:45.407053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-16T20:24:45.418093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-16T20:24:45.418434] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-16T20:24:45.419223] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-16T20:24:45.419277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:45.419309] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:45.419336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:45.419390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:45.477456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:45.478353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:45.478438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:45.478474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:45.595721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:45.595861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:45.595900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:45.595929] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:45.599260] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: DOWN (p=41.68%)
[2025-12-16T20:24:45.599561] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-16T20:24:45.599706] [INFO ] [sig       ] INSG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:45.742658] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/INSG.txt
[2025-12-16T20:24:45.742786] [INFO ] [sig       ] [1707/3585] Completed INSG in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-16T20:24:45.742825] [INFO ] [sig       ] [1708/3585] Forecasting INSM...
[2025-12-16T20:24:45.742854] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-16T20:24:45.742883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-16T20:24:45.754044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-16T20:24:45.754295] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-16T20:24:45.755067] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-16T20:24:45.755122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:45.755161] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:45.755194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:45.755262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:45.811882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:45.812654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:45.812747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:45.812781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:45.927680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:45.927829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:45.927879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:45.927912] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:45.931360] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: UP (p=97.29%)
[2025-12-16T20:24:45.931650] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-16T20:24:45.931776] [INFO ] [sig       ] INSM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:46.066816] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/INSM.txt
[2025-12-16T20:24:46.066936] [INFO ] [sig       ] [1708/3585] Completed INSM in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-16T20:24:46.066975] [INFO ] [sig       ] [1709/3585] Forecasting INSP...
[2025-12-16T20:24:46.067003] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-16T20:24:46.067033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-16T20:24:46.077996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-16T20:24:46.078255] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-16T20:24:46.078999] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-16T20:24:46.079050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:46.079081] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:46.079108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:46.079180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:46.135453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:46.136074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:46.136150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:46.136181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:46.253766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:46.253915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:46.253953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:46.253981] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:46.257306] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=20.84%)
[2025-12-16T20:24:46.257570] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-16T20:24:46.257707] [INFO ] [sig       ] INSP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:46.399884] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/INSP.txt
[2025-12-16T20:24:46.400062] [INFO ] [sig       ] [1709/3585] Completed INSP in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-16T20:24:46.400139] [INFO ] [sig       ] [1710/3585] Forecasting INTA...
[2025-12-16T20:24:46.400170] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-16T20:24:46.400199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-16T20:24:46.412398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-16T20:24:46.412747] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-16T20:24:46.413609] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-16T20:24:46.413662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:46.413694] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:46.413722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:46.413779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:46.472032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:46.472816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:46.472903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:46.472936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:46.598147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:46.598302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:46.598341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:46.598368] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:46.601779] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: DOWN (p=17.11%)
[2025-12-16T20:24:46.602044] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-16T20:24:46.602167] [INFO ] [sig       ] INTA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:46.740695] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/INTA.txt
[2025-12-16T20:24:46.740831] [INFO ] [sig       ] [1710/3585] Completed INTA in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-16T20:24:46.740871] [INFO ] [sig       ] [1711/3585] Forecasting INTC...
[2025-12-16T20:24:46.740901] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-16T20:24:46.740930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-16T20:24:46.752228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-16T20:24:46.752505] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-16T20:24:46.753289] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-16T20:24:46.753342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:46.753373] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:46.753400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:46.753457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:46.810048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:46.810686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:46.810766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:46.810800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:46.928251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:46.928401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:46.928440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:46.928469] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:46.931837] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: UP (p=94.65%)
[2025-12-16T20:24:46.932103] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-16T20:24:46.932240] [INFO ] [sig       ] INTC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:47.071938] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/INTC.txt
[2025-12-16T20:24:47.072088] [INFO ] [sig       ] [1711/3585] Completed INTC in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-16T20:24:47.072130] [INFO ] [sig       ] [1712/3585] Forecasting INTZ...
[2025-12-16T20:24:47.072159] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-16T20:24:47.072193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-16T20:24:47.083316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-16T20:24:47.083624] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-16T20:24:47.084372] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-16T20:24:47.084423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:47.084454] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:47.084480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:47.084545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:47.139859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:47.140688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:47.140773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:47.140805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:47.262484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:47.262646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:47.262684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:47.262712] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:47.266077] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-16T20:24:47.266358] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-16T20:24:47.266485] [INFO ] [sig       ] INTZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:47.402728] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/INTZ.txt
[2025-12-16T20:24:47.402862] [INFO ] [sig       ] [1712/3585] Completed INTZ in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-16T20:24:47.402901] [INFO ] [sig       ] [1713/3585] Forecasting INVA...
[2025-12-16T20:24:47.402931] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-16T20:24:47.402960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-16T20:24:47.414037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-16T20:24:47.414327] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-16T20:24:47.415079] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-16T20:24:47.415130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:47.415164] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:47.415226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:47.415305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:47.470822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:47.471660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:47.471741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:47.471773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:47.590298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:47.590454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:47.590494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:47.590522] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:47.593774] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=19.90%)
[2025-12-16T20:24:47.594038] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-16T20:24:47.594162] [INFO ] [sig       ] INVA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:47.732810] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/INVA.txt
[2025-12-16T20:24:47.732972] [INFO ] [sig       ] [1713/3585] Completed INVA in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-16T20:24:47.733014] [INFO ] [sig       ] [1714/3585] Forecasting INVE...
[2025-12-16T20:24:47.733045] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-16T20:24:47.733076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-16T20:24:47.745313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-16T20:24:47.745680] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-16T20:24:47.746421] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-16T20:24:47.746482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:47.746514] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:47.746541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:47.746617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:47.804241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:47.805027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:47.805106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:47.805139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:47.928627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:47.928774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:47.928812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:47.928842] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:47.932220] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=64.02%)
[2025-12-16T20:24:47.932496] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-16T20:24:47.932641] [INFO ] [sig       ] INVE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:48.068447] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/INVE.txt
[2025-12-16T20:24:48.068598] [INFO ] [sig       ] [1714/3585] Completed INVE in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-16T20:24:48.068643] [INFO ] [sig       ] [1715/3585] Forecasting INVH...
[2025-12-16T20:24:48.068673] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-16T20:24:48.068703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-16T20:24:48.080040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-16T20:24:48.080338] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-16T20:24:48.081149] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-16T20:24:48.081205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:48.081239] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:48.081269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:48.081327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:48.137834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:48.138533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:48.138628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:48.138663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:48.259653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:48.259804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:48.259845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:48.259875] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:48.263276] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2025-12-16T20:24:48.263540] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-16T20:24:48.263679] [INFO ] [sig       ] INVH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:48.402298] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/INVH.txt
[2025-12-16T20:24:48.402445] [INFO ] [sig       ] [1715/3585] Completed INVH in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-16T20:24:48.402487] [INFO ] [sig       ] [1716/3585] Forecasting INVZ...
[2025-12-16T20:24:48.402517] [INFO ] [sig       ] Generating forecast for: INVZ
[2025-12-16T20:24:48.402547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'.
[2025-12-16T20:24:48.413847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVZ'.
[2025-12-16T20:24:48.414144] [INFO ] [FORECASTER] Starting predict_future for INVZ
[2025-12-16T20:24:48.414953] [DEBUG] [LOCAL     ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt
[2025-12-16T20:24:48.415005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:48.415037] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:48.415063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:48.415118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:48.472400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:48.473190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:48.473271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:48.473307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:48.590172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:48.590335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:48.590383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:48.590413] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:48.594037] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: DOWN (p=23.84%)
[2025-12-16T20:24:48.594341] [INFO ] [FORECASTER] Completed predict_future for INVZ
[2025-12-16T20:24:48.594470] [INFO ] [sig       ] INVZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:48.734509] [INFO ] [LOCAL     ] Saved forecast: INVZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/INVZ.txt
[2025-12-16T20:24:48.734708] [INFO ] [sig       ] [1716/3585] Completed INVZ in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-16T20:24:48.734768] [INFO ] [sig       ] [1717/3585] Forecasting IONS...
[2025-12-16T20:24:48.734801] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-16T20:24:48.734831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-16T20:24:48.747139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-16T20:24:48.747473] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-16T20:24:48.748366] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-16T20:24:48.748430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:48.748475] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:48.748505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:48.748562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:48.815177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:48.816062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:48.816151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:48.816197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:48.949638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:48.949796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:48.949847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:48.949878] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:48.953859] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: UP (p=52.46%)
[2025-12-16T20:24:48.954188] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-16T20:24:48.954327] [INFO ] [sig       ] IONS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:49.104232] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IONS.txt
[2025-12-16T20:24:49.104366] [INFO ] [sig       ] [1717/3585] Completed IONS in 0.4s | 2.94 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-16T20:24:49.104405] [INFO ] [sig       ] [1718/3585] Forecasting IOSP...
[2025-12-16T20:24:49.104435] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-16T20:24:49.104464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-16T20:24:49.116497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-16T20:24:49.116914] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-16T20:24:49.117769] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-16T20:24:49.117821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:49.117853] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:49.117879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:49.117934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:49.175189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:49.176244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:49.176365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:49.176406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:49.295771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:49.295924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:49.295964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:49.295991] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:49.299610] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2025-12-16T20:24:49.299896] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-16T20:24:49.300046] [INFO ] [sig       ] IOSP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:49.451748] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IOSP.txt
[2025-12-16T20:24:49.451890] [INFO ] [sig       ] [1718/3585] Completed IOSP in 0.3s | 2.94 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-16T20:24:49.451929] [INFO ] [sig       ] [1719/3585] Forecasting IOVA...
[2025-12-16T20:24:49.451959] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-16T20:24:49.451990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-16T20:24:49.464193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-16T20:24:49.464533] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-16T20:24:49.465313] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-16T20:24:49.465374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:49.465407] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:49.465433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:49.465495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:49.523085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:49.523935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:49.524032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:49.524072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:49.645257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:49.645409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:49.645447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:49.645475] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:49.648819] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: UP (p=90.64%)
[2025-12-16T20:24:49.649089] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-16T20:24:49.649242] [INFO ] [sig       ] IOVA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:49.796360] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IOVA.txt
[2025-12-16T20:24:49.796513] [INFO ] [sig       ] [1719/3585] Completed IOVA in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-16T20:24:49.796553] [INFO ] [sig       ] [1720/3585] Forecasting IPGP...
[2025-12-16T20:24:49.796604] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-16T20:24:49.796638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-16T20:24:49.807737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-16T20:24:49.808070] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-16T20:24:49.808853] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-16T20:24:49.808906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:49.808937] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:49.808964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:49.809019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:49.867033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:49.867924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:49.868009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:49.868043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:49.987752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:49.987902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:49.987945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:49.987975] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:49.991385] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: DOWN (p=32.92%)
[2025-12-16T20:24:49.991677] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-16T20:24:49.991806] [INFO ] [sig       ] IPGP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:50.141592] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IPGP.txt
[2025-12-16T20:24:50.141760] [INFO ] [sig       ] [1720/3585] Completed IPGP in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-16T20:24:50.141801] [INFO ] [sig       ] [1721/3585] Forecasting IPI...
[2025-12-16T20:24:50.141831] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-16T20:24:50.141862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-16T20:24:50.153647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-16T20:24:50.154040] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-16T20:24:50.154851] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-16T20:24:50.154905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:50.154939] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:50.154967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:50.155022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:50.212708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:50.213562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:50.213665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:50.213698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:50.333161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:50.333326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:50.333367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:50.333397] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:50.336849] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=17.08%)
[2025-12-16T20:24:50.337130] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-16T20:24:50.337268] [INFO ] [sig       ] IPI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:50.476627] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IPI.txt
[2025-12-16T20:24:50.476767] [INFO ] [sig       ] [1721/3585] Completed IPI in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-16T20:24:50.476808] [INFO ] [sig       ] [1722/3585] Forecasting IQ...
[2025-12-16T20:24:50.476839] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-16T20:24:50.476870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-16T20:24:50.488650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-16T20:24:50.488966] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-16T20:24:50.489778] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-16T20:24:50.489831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:50.489865] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:50.489894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:50.489951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:50.547135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:50.547815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:50.547894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:50.547928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:50.668991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:50.669172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:50.669214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:50.669243] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:50.672638] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: UP (p=52.38%)
[2025-12-16T20:24:50.672898] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-16T20:24:50.673018] [INFO ] [sig       ] IQ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:50.813248] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IQ.txt
[2025-12-16T20:24:50.813393] [INFO ] [sig       ] [1722/3585] Completed IQ in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-16T20:24:50.813432] [INFO ] [sig       ] [1723/3585] Forecasting IQI...
[2025-12-16T20:24:50.813462] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-16T20:24:50.813492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-16T20:24:50.825054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-16T20:24:50.825342] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-16T20:24:50.826120] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-16T20:24:50.826171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:50.826204] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:50.826233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:50.826290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:50.884620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:50.885465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:50.885594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:50.885632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:51.004961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:51.005117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:51.005155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:51.005184] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:51.008630] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=18.95%)
[2025-12-16T20:24:51.008912] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-16T20:24:51.009065] [INFO ] [sig       ] IQI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:51.164632] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IQI.txt
[2025-12-16T20:24:51.164802] [INFO ] [sig       ] [1723/3585] Completed IQI in 0.4s | 2.94 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-16T20:24:51.164844] [INFO ] [sig       ] [1724/3585] Forecasting IQQQ...
[2025-12-16T20:24:51.164876] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-16T20:24:51.164908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-16T20:24:51.176753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-16T20:24:51.177170] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-16T20:24:51.178039] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-16T20:24:51.178096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:51.178130] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:51.178157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:51.178215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:51.244918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:51.245781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:51.245865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:51.245899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:51.362177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:51.362324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:51.362364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:51.362393] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:51.365781] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-12-16T20:24:51.366045] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-16T20:24:51.366166] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:51.507268] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IQQQ.txt
[2025-12-16T20:24:51.507408] [INFO ] [sig       ] [1724/3585] Completed IQQQ in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-16T20:24:51.507450] [INFO ] [sig       ] [1725/3585] Forecasting IRDM...
[2025-12-16T20:24:51.507479] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-16T20:24:51.507510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-16T20:24:51.519083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-16T20:24:51.519403] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-16T20:24:51.520193] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-16T20:24:51.520251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:51.520304] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:51.520339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:51.520410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:51.577655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:51.578361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:51.578449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:51.578493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:51.696919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:51.697066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:51.697105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:51.697133] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:51.700544] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=68.84%)
[2025-12-16T20:24:51.700853] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-16T20:24:51.700981] [INFO ] [sig       ] IRDM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:51.843625] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IRDM.txt
[2025-12-16T20:24:51.843755] [INFO ] [sig       ] [1725/3585] Completed IRDM in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-16T20:24:51.843795] [INFO ] [sig       ] [1726/3585] Forecasting IREN...
[2025-12-16T20:24:51.843824] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-16T20:24:51.843853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-16T20:24:51.855659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-16T20:24:51.855955] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-16T20:24:51.856743] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-16T20:24:51.856795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:51.856828] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:51.856857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:51.856917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:51.916691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:51.917478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:51.917570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:51.917634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:52.043465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:52.043632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:52.043673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:52.043703] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:52.047310] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-12-16T20:24:52.047623] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-16T20:24:52.047757] [INFO ] [sig       ] IREN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:52.188225] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IREN.txt
[2025-12-16T20:24:52.188382] [INFO ] [sig       ] [1726/3585] Completed IREN in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-16T20:24:52.188422] [INFO ] [sig       ] [1727/3585] Forecasting IRM...
[2025-12-16T20:24:52.188452] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-16T20:24:52.188483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-16T20:24:52.199727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-16T20:24:52.200013] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-16T20:24:52.200825] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-16T20:24:52.200878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:52.200910] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:52.200938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:52.200996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:52.258493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:52.259395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:52.259484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:52.259517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:52.380456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:52.380625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:52.380666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:52.380695] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:52.384145] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=21.40%)
[2025-12-16T20:24:52.384500] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-16T20:24:52.384690] [INFO ] [sig       ] IRM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:52.525871] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IRM.txt
[2025-12-16T20:24:52.526006] [INFO ] [sig       ] [1727/3585] Completed IRM in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-16T20:24:52.526045] [INFO ] [sig       ] [1728/3585] Forecasting IRMD...
[2025-12-16T20:24:52.526075] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-16T20:24:52.526105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-16T20:24:52.537541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-16T20:24:52.537873] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-16T20:24:52.538642] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-16T20:24:52.538693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:52.538724] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:52.538751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:52.538805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:52.595113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:52.595785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:52.595863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:52.595895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:52.719135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:52.719310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:52.719349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:52.719376] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:52.722921] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: UP (p=89.93%)
[2025-12-16T20:24:52.723188] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-16T20:24:52.723312] [INFO ] [sig       ] IRMD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:52.860883] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IRMD.txt
[2025-12-16T20:24:52.861015] [INFO ] [sig       ] [1728/3585] Completed IRMD in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-16T20:24:52.861064] [INFO ] [sig       ] [1729/3585] Forecasting IRON...
[2025-12-16T20:24:52.861093] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-16T20:24:52.861122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-16T20:24:52.872444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-16T20:24:52.872751] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-16T20:24:52.873548] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-16T20:24:52.873618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:52.873653] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:52.873679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:52.873735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:52.929912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:52.930650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:52.930732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:52.930765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:53.050540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:53.050708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:53.050747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:53.050778] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:53.054176] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2025-12-16T20:24:53.054500] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-16T20:24:53.054675] [INFO ] [sig       ] IRON: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:53.191942] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IRON.txt
[2025-12-16T20:24:53.192067] [INFO ] [sig       ] [1729/3585] Completed IRON in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-16T20:24:53.192105] [INFO ] [sig       ] [1730/3585] Forecasting IRTC...
[2025-12-16T20:24:53.192133] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-16T20:24:53.192162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-16T20:24:53.205378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-16T20:24:53.205653] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-16T20:24:53.206383] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-16T20:24:53.206433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:53.206489] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:53.206517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:53.206591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:53.262228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:53.262893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:53.262970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:53.263002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:53.388387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:53.388545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:53.388601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:53.388631] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:53.392015] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: UP (p=58.22%)
[2025-12-16T20:24:53.392277] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-16T20:24:53.392416] [INFO ] [sig       ] IRTC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:53.529689] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IRTC.txt
[2025-12-16T20:24:53.529820] [INFO ] [sig       ] [1730/3585] Completed IRTC in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-16T20:24:53.529859] [INFO ] [sig       ] [1731/3585] Forecasting IRWD...
[2025-12-16T20:24:53.529889] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-16T20:24:53.529918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-16T20:24:53.543368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-16T20:24:53.543701] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-16T20:24:53.544437] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-16T20:24:53.544487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:53.544517] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:53.544547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:53.544625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:53.600393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:53.601028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:53.601103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:53.601135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:53.722923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:53.723070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:53.723110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:53.723138] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:53.726444] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: UP (p=90.29%)
[2025-12-16T20:24:53.726725] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-16T20:24:53.726845] [INFO ] [sig       ] IRWD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:53.863441] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IRWD.txt
[2025-12-16T20:24:53.863586] [INFO ] [sig       ] [1731/3585] Completed IRWD in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-16T20:24:53.863627] [INFO ] [sig       ] [1732/3585] Forecasting ISD...
[2025-12-16T20:24:53.863657] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-16T20:24:53.863688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-16T20:24:53.875993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-16T20:24:53.876329] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-16T20:24:53.877142] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-16T20:24:53.877193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:53.877226] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:53.877253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:53.877310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:53.935891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:53.936553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:53.936653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:53.936688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:54.056352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:54.056515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:54.056601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:54.056634] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:54.059967] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: UP (p=87.18%)
[2025-12-16T20:24:54.060226] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-16T20:24:54.060360] [INFO ] [sig       ] ISD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:54.201993] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ISD.txt
[2025-12-16T20:24:54.202120] [INFO ] [sig       ] [1732/3585] Completed ISD in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-16T20:24:54.202159] [INFO ] [sig       ] [1733/3585] Forecasting ISRG...
[2025-12-16T20:24:54.202189] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-16T20:24:54.202221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-16T20:24:54.213139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-16T20:24:54.213436] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-16T20:24:54.214209] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-16T20:24:54.214260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:54.214292] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:54.214320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:54.214382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:54.272010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:54.272625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:54.272703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:54.272734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:54.391807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:54.391952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:54.391990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:54.392050] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:54.395612] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: UP (p=71.08%)
[2025-12-16T20:24:54.395878] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-16T20:24:54.395998] [INFO ] [sig       ] ISRG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:54.539743] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ISRG.txt
[2025-12-16T20:24:54.539877] [INFO ] [sig       ] [1733/3585] Completed ISRG in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-16T20:24:54.539917] [INFO ] [sig       ] [1734/3585] Forecasting ISSC...
[2025-12-16T20:24:54.539955] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-16T20:24:54.539995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-16T20:24:54.551380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-16T20:24:54.551690] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-16T20:24:54.552482] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-16T20:24:54.552541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:54.552599] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:54.552631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:54.552688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:54.611298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:54.612143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:54.612244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:54.612278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:54.736489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:54.736659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:54.736701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:54.736730] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:54.740253] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=0.74%)
[2025-12-16T20:24:54.740538] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-16T20:24:54.740685] [INFO ] [sig       ] ISSC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:54.891890] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ISSC.txt
[2025-12-16T20:24:54.892031] [INFO ] [sig       ] [1734/3585] Completed ISSC in 0.4s | 2.94 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-16T20:24:54.892071] [INFO ] [sig       ] [1735/3585] Forecasting ISTB...
[2025-12-16T20:24:54.892100] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-16T20:24:54.892131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-16T20:24:54.903206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-12-16T20:24:54.903529] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-16T20:24:54.904291] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-16T20:24:54.904343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:54.904378] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:54.904405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:54.904461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:54.960391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:54.961177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:54.961256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:54.961289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:55.080564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:55.080737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:55.080778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:55.080808] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:55.084354] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: UP (p=74.13%)
[2025-12-16T20:24:55.084658] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-16T20:24:55.084790] [INFO ] [sig       ] ISTB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:55.224162] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ISTB.txt
[2025-12-16T20:24:55.224313] [INFO ] [sig       ] [1735/3585] Completed ISTB in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-16T20:24:55.224352] [INFO ] [sig       ] [1736/3585] Forecasting ITIC...
[2025-12-16T20:24:55.224385] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-16T20:24:55.224417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-16T20:24:55.236891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-16T20:24:55.237262] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-16T20:24:55.238014] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-16T20:24:55.238066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:55.238109] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:55.238136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:55.238192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:55.295188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:55.296022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:55.296109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:55.296141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:55.400652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:55.400813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:55.400856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:55.400885] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:55.404299] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: DOWN (p=41.66%)
[2025-12-16T20:24:55.404567] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-16T20:24:55.404713] [INFO ] [sig       ] ITIC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:55.545212] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ITIC.txt
[2025-12-16T20:24:55.545360] [INFO ] [sig       ] [1736/3585] Completed ITIC in 0.3s | 2.94 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-16T20:24:55.545406] [INFO ] [sig       ] [1737/3585] Forecasting ITRI...
[2025-12-16T20:24:55.545443] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-16T20:24:55.545478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-16T20:24:55.556965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-16T20:24:55.557271] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-16T20:24:55.558053] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-16T20:24:55.558106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:55.558139] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:55.558166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:55.558223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:55.616549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:55.617459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:55.617557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:55.617610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:55.738804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:55.738955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:55.738998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:55.739028] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:55.742588] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: UP (p=57.33%)
[2025-12-16T20:24:55.742867] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-16T20:24:55.742994] [INFO ] [sig       ] ITRI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:55.881925] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ITRI.txt
[2025-12-16T20:24:55.882057] [INFO ] [sig       ] [1737/3585] Completed ITRI in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-16T20:24:55.882095] [INFO ] [sig       ] [1738/3585] Forecasting ITRN...
[2025-12-16T20:24:55.882125] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-16T20:24:55.882156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-16T20:24:55.893462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-16T20:24:55.893840] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-16T20:24:55.894625] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-16T20:24:55.894678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:55.894709] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:55.894736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:55.894794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:55.951500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:55.952242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:55.952323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:55.952356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:56.071103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:56.071251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:56.071290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:56.071319] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:56.074641] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=42.89%)
[2025-12-16T20:24:56.074907] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-16T20:24:56.075024] [INFO ] [sig       ] ITRN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:56.214340] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ITRN.txt
[2025-12-16T20:24:56.214474] [INFO ] [sig       ] [1738/3585] Completed ITRN in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-16T20:24:56.214512] [INFO ] [sig       ] [1739/3585] Forecasting ITUB...
[2025-12-16T20:24:56.214541] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-16T20:24:56.214587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-16T20:24:56.225765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-16T20:24:56.226071] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-16T20:24:56.226836] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-16T20:24:56.226886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:56.226918] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:56.226944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:56.227000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:56.283902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:56.284754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:56.284837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:56.284870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:56.408175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:56.408322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:56.408361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:56.408390] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:56.411809] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=22.33%)
[2025-12-16T20:24:56.412078] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-16T20:24:56.412200] [INFO ] [sig       ] ITUB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:56.551952] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ITUB.txt
[2025-12-16T20:24:56.552095] [INFO ] [sig       ] [1739/3585] Completed ITUB in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-16T20:24:56.552135] [INFO ] [sig       ] [1740/3585] Forecasting IUS...
[2025-12-16T20:24:56.552173] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-16T20:24:56.552205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-16T20:24:56.563908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-16T20:24:56.564246] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-16T20:24:56.565049] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-16T20:24:56.565102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:56.565134] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:56.565162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:56.565219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:56.622909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:56.623669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:56.623777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:56.623811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:56.757752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:56.757901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:56.757941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:56.757984] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:56.761560] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: UP (p=51.49%)
[2025-12-16T20:24:56.761889] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-16T20:24:56.762046] [INFO ] [sig       ] IUS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:56.903144] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IUS.txt
[2025-12-16T20:24:56.903283] [INFO ] [sig       ] [1740/3585] Completed IUS in 0.4s | 2.94 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-16T20:24:56.903323] [INFO ] [sig       ] [1741/3585] Forecasting IUSB...
[2025-12-16T20:24:56.903354] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-16T20:24:56.903386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-16T20:24:56.914983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-16T20:24:56.915309] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-16T20:24:56.916127] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-16T20:24:56.916181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:56.916213] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:56.916241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:56.916300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:56.973820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:56.974682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:56.974766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:56.974799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:57.095975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:57.096124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:57.096164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:57.096193] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:57.099834] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: DOWN (p=40.69%)
[2025-12-16T20:24:57.100111] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-16T20:24:57.100240] [INFO ] [sig       ] IUSB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:57.238596] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IUSB.txt
[2025-12-16T20:24:57.238735] [INFO ] [sig       ] [1741/3585] Completed IUSB in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-16T20:24:57.238773] [INFO ] [sig       ] [1742/3585] Forecasting IUSG...
[2025-12-16T20:24:57.238802] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-16T20:24:57.238832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-16T20:24:57.250382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-16T20:24:57.250735] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-16T20:24:57.251529] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-16T20:24:57.251608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:57.251646] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:57.251674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:57.251731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:57.308241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:57.309069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:57.309182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:57.309218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:57.433586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:57.433736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:57.433777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:57.433807] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:57.437253] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=96.70%)
[2025-12-16T20:24:57.437561] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-16T20:24:57.437705] [INFO ] [sig       ] IUSG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:57.578540] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IUSG.txt
[2025-12-16T20:24:57.578690] [INFO ] [sig       ] [1742/3585] Completed IUSG in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-16T20:24:57.578729] [INFO ] [sig       ] [1743/3585] Forecasting IVAL...
[2025-12-16T20:24:57.578759] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-16T20:24:57.578788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-16T20:24:57.590049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-16T20:24:57.590385] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-16T20:24:57.591197] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-16T20:24:57.591250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:57.591284] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:57.591311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:57.591368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:57.649446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:57.650257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:57.650341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:57.650374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:57.763106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:57.763249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:57.763287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:57.763331] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:57.766645] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=36.51%)
[2025-12-16T20:24:57.766911] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-16T20:24:57.767030] [INFO ] [sig       ] IVAL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:57.909992] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IVAL.txt
[2025-12-16T20:24:57.910207] [INFO ] [sig       ] [1743/3585] Completed IVAL in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-16T20:24:57.910267] [INFO ] [sig       ] [1744/3585] Forecasting IVZ...
[2025-12-16T20:24:57.910310] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-16T20:24:57.910352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-16T20:24:57.921692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-16T20:24:57.921982] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-16T20:24:57.922781] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-16T20:24:57.922834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:57.922868] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:57.922896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:57.922955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:57.978628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:57.979431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:57.979510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:57.979542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:58.098199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:58.098350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:58.098388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:58.098416] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:58.101734] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=5.42%)
[2025-12-16T20:24:58.102001] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-16T20:24:58.102119] [INFO ] [sig       ] IVZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:58.240700] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IVZ.txt
[2025-12-16T20:24:58.240831] [INFO ] [sig       ] [1744/3585] Completed IVZ in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-16T20:24:58.240869] [INFO ] [sig       ] [1745/3585] Forecasting IX...
[2025-12-16T20:24:58.240898] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-16T20:24:58.240929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-16T20:24:58.251507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-16T20:24:58.251820] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-16T20:24:58.252554] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-16T20:24:58.252622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:58.252654] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:58.252681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:58.252736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:58.308115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:58.308743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:58.308819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:58.308862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:58.427910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:58.428061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:58.428099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:58.428127] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:58.431493] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-12-16T20:24:58.431808] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-16T20:24:58.431932] [INFO ] [sig       ] IX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:58.571192] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/IX.txt
[2025-12-16T20:24:58.571333] [INFO ] [sig       ] [1745/3585] Completed IX in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-16T20:24:58.571374] [INFO ] [sig       ] [1746/3585] Forecasting IXUS...
[2025-12-16T20:24:58.571404] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-16T20:24:58.571442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-16T20:24:58.582908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-16T20:24:58.583240] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-16T20:24:58.584102] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-16T20:24:58.584157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:58.584191] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:58.584218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:58.584275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:58.643751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:58.644609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:58.644695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:58.644728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:58.770180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:58.770327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:58.770365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:58.770393] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:58.773734] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: UP (p=89.68%)
[2025-12-16T20:24:58.774002] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-16T20:24:58.774121] [INFO ] [sig       ] IXUS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:58.911222] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IXUS.txt
[2025-12-16T20:24:58.911358] [INFO ] [sig       ] [1746/3585] Completed IXUS in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-16T20:24:58.911397] [INFO ] [sig       ] [1747/3585] Forecasting IZEA...
[2025-12-16T20:24:58.911427] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-16T20:24:58.911457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-16T20:24:58.922741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-16T20:24:58.923106] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-16T20:24:58.923916] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-16T20:24:58.923969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:58.924029] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:58.924060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:58.924147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:58.982136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:58.982986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:58.983068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:58.983102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:59.098728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:59.098882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:59.098920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:59.098948] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:59.102565] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: UP (p=75.64%)
[2025-12-16T20:24:59.102925] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-16T20:24:59.103067] [INFO ] [sig       ] IZEA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:59.243559] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/IZEA.txt
[2025-12-16T20:24:59.243734] [INFO ] [sig       ] [1747/3585] Completed IZEA in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-16T20:24:59.243772] [INFO ] [sig       ] [1748/3585] Forecasting J...
[2025-12-16T20:24:59.243802] [INFO ] [sig       ] Generating forecast for: J
[2025-12-16T20:24:59.243833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-16T20:24:59.255135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-16T20:24:59.255499] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-16T20:24:59.256308] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-16T20:24:59.256360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:59.256391] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:59.256416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:59.256476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:59.314314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:59.315162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:59.315242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:59.315275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:59.434328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:59.434478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:59.434518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:59.434546] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:59.437950] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=85.06%)
[2025-12-16T20:24:59.438229] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-16T20:24:59.438354] [INFO ] [sig       ] J: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:24:59.575727] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/J.txt
[2025-12-16T20:24:59.575866] [INFO ] [sig       ] [1748/3585] Completed J in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-16T20:24:59.575905] [INFO ] [sig       ] [1749/3585] Forecasting JACK...
[2025-12-16T20:24:59.575935] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-16T20:24:59.575965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-16T20:24:59.588465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-16T20:24:59.588799] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-16T20:24:59.589647] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-16T20:24:59.589730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:59.589766] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:59.589792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:59.589848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:59.647712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:59.648517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:59.648619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:59.648655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:24:59.769492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:24:59.769660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:24:59.769700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:24:59.769729] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:24:59.773301] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: DOWN (p=29.98%)
[2025-12-16T20:24:59.773643] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-16T20:24:59.773778] [INFO ] [sig       ] JACK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:24:59.918690] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JACK.txt
[2025-12-16T20:24:59.918857] [INFO ] [sig       ] [1749/3585] Completed JACK in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-16T20:24:59.918900] [INFO ] [sig       ] [1750/3585] Forecasting JAGX...
[2025-12-16T20:24:59.918930] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-16T20:24:59.918962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-16T20:24:59.930184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-16T20:24:59.930485] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-16T20:24:59.931289] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-16T20:24:59.931340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:24:59.931374] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:24:59.931400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:24:59.931456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:24:59.991448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:24:59.992240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:24:59.992323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:24:59.992356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:00.110786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:00.110935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:00.110979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:00.111021] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:00.114909] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: DOWN (p=17.67%)
[2025-12-16T20:25:00.115187] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-16T20:25:00.115313] [INFO ] [sig       ] JAGX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:00.255676] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JAGX.txt
[2025-12-16T20:25:00.255815] [INFO ] [sig       ] [1750/3585] Completed JAGX in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-16T20:25:00.255855] [INFO ] [sig       ] [1751/3585] Forecasting JAKK...
[2025-12-16T20:25:00.255884] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-16T20:25:00.255914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-16T20:25:00.267144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-16T20:25:00.267484] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-16T20:25:00.268298] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-16T20:25:00.268351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:00.268383] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:00.268411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:00.268476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:00.328722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:00.329532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:00.329646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:00.329681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:00.454442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:00.454554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:00.454621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:00.454654] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:00.458100] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: UP (p=69.01%)
[2025-12-16T20:25:00.458387] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-16T20:25:00.458518] [INFO ] [sig       ] JAKK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:00.599727] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JAKK.txt
[2025-12-16T20:25:00.599880] [INFO ] [sig       ] [1751/3585] Completed JAKK in 0.3s | 2.94 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-16T20:25:00.599919] [INFO ] [sig       ] [1752/3585] Forecasting JAMF...
[2025-12-16T20:25:00.599948] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-16T20:25:00.599978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-16T20:25:00.614283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-16T20:25:00.614697] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-16T20:25:00.615457] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-16T20:25:00.615508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:00.615540] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:00.615566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:00.615643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:00.686090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:00.686895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:00.686987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:00.687044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:00.809103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:00.809245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:00.809285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:00.809314] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:00.812747] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: DOWN (p=10.25%)
[2025-12-16T20:25:00.813033] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-16T20:25:00.813163] [INFO ] [sig       ] JAMF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:00.956185] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JAMF.txt
[2025-12-16T20:25:00.956338] [INFO ] [sig       ] [1752/3585] Completed JAMF in 0.4s | 2.94 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-16T20:25:00.956378] [INFO ] [sig       ] [1753/3585] Forecasting JANX...
[2025-12-16T20:25:00.956409] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-16T20:25:00.956439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-16T20:25:00.967630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-16T20:25:00.967947] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-16T20:25:00.968756] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-16T20:25:00.968809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:00.968842] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:00.968870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:00.968927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:01.026462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:01.027288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:01.027373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:01.027408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:01.146946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:01.147070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:01.147107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:01.147136] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:01.150448] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: DOWN (p=8.54%)
[2025-12-16T20:25:01.150735] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-16T20:25:01.150855] [INFO ] [sig       ] JANX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:01.326209] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JANX.txt
[2025-12-16T20:25:01.326417] [INFO ] [sig       ] [1753/3585] Completed JANX in 0.4s | 2.94 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-16T20:25:01.326475] [INFO ] [sig       ] [1754/3585] Forecasting JAZZ...
[2025-12-16T20:25:01.326519] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-16T20:25:01.326560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-16T20:25:01.343164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-16T20:25:01.343628] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-16T20:25:01.344975] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-16T20:25:01.345053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:01.345095] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:01.345132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:01.345213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:01.417495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:01.418350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:01.418431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:01.418464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:01.539341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:01.539499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:01.539538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:01.539591] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:01.543017] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: DOWN (p=41.61%)
[2025-12-16T20:25:01.543325] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-16T20:25:01.543460] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:01.683298] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JAZZ.txt
[2025-12-16T20:25:01.719293] [INFO ] [sig       ] [1754/3585] Completed JAZZ in 0.4s | 2.94 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-16T20:25:01.719468] [INFO ] [sig       ] [1755/3585] Forecasting JBGS...
[2025-12-16T20:25:01.719526] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-16T20:25:01.719613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-16T20:25:01.733124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-16T20:25:01.733531] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-16T20:25:01.734395] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-16T20:25:01.734452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:01.734485] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:01.734512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:01.734568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:01.794110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:01.795281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:01.795402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:01.795437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:01.924590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:01.924754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:01.924797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:01.924826] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:01.928646] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=13.01%)
[2025-12-16T20:25:01.929056] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-16T20:25:01.929228] [INFO ] [sig       ] JBGS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:02.076075] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JBGS.txt
[2025-12-16T20:25:02.076230] [INFO ] [sig       ] [1755/3585] Completed JBGS in 0.4s | 2.94 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-16T20:25:02.076270] [INFO ] [sig       ] [1756/3585] Forecasting JBI...
[2025-12-16T20:25:02.076300] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-16T20:25:02.076331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-16T20:25:02.087992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-16T20:25:02.088388] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-16T20:25:02.089247] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-16T20:25:02.089301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:02.089333] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:02.089360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:02.089415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:02.146782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:02.147664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:02.147751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:02.147784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:02.269997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:02.270202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:02.270269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:02.270320] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:02.275673] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=21.24%)
[2025-12-16T20:25:02.276195] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-16T20:25:02.276401] [INFO ] [sig       ] JBI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:02.423624] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JBI.txt
[2025-12-16T20:25:02.423779] [INFO ] [sig       ] [1756/3585] Completed JBI in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-16T20:25:02.423819] [INFO ] [sig       ] [1757/3585] Forecasting JBL...
[2025-12-16T20:25:02.423849] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-16T20:25:02.423879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-16T20:25:02.436032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-16T20:25:02.436439] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-16T20:25:02.437256] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-16T20:25:02.437309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:02.437341] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:02.437369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:02.437425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:02.493248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:02.494126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:02.494256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:02.494290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:02.613352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:02.613503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:02.613543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:02.613589] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:02.616864] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: UP (p=55.87%)
[2025-12-16T20:25:02.617127] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-16T20:25:02.617245] [INFO ] [sig       ] JBL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:02.753913] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JBL.txt
[2025-12-16T20:25:02.754051] [INFO ] [sig       ] [1757/3585] Completed JBL in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-16T20:25:02.754090] [INFO ] [sig       ] [1758/3585] Forecasting JBND...
[2025-12-16T20:25:02.754119] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-16T20:25:02.754149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-16T20:25:02.765674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-16T20:25:02.766056] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-16T20:25:02.766920] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-16T20:25:02.766974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:02.767008] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:02.767035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:02.767092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:02.828755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:02.829714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:02.829798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:02.829832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:02.956474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:02.956644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:02.956697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:02.956728] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:02.960264] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: UP (p=66.62%)
[2025-12-16T20:25:02.960568] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-16T20:25:02.960728] [INFO ] [sig       ] JBND: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:03.108537] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JBND.txt
[2025-12-16T20:25:03.108722] [INFO ] [sig       ] [1758/3585] Completed JBND in 0.4s | 2.94 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-16T20:25:03.108765] [INFO ] [sig       ] [1759/3585] Forecasting JBSS...
[2025-12-16T20:25:03.108795] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-16T20:25:03.108826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-16T20:25:03.120452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-16T20:25:03.120802] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-16T20:25:03.121649] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-16T20:25:03.121701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:03.121733] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:03.121759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:03.121815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:03.180956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:03.181862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:03.181950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:03.181990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:03.307112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:03.307262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:03.307302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:03.307330] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:03.310938] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=98.44%)
[2025-12-16T20:25:03.311221] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-16T20:25:03.311347] [INFO ] [sig       ] JBSS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:03.453743] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JBSS.txt
[2025-12-16T20:25:03.453901] [INFO ] [sig       ] [1759/3585] Completed JBSS in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-16T20:25:03.453940] [INFO ] [sig       ] [1760/3585] Forecasting JCE...
[2025-12-16T20:25:03.453971] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-16T20:25:03.454000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-16T20:25:03.465917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-16T20:25:03.466296] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-16T20:25:03.467106] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-16T20:25:03.467170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:03.467203] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:03.467229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:03.467283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:03.524493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:03.525372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:03.525459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:03.525493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:03.644509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:03.644678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:03.644722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:03.644752] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:03.648110] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: UP (p=51.31%)
[2025-12-16T20:25:03.648380] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-16T20:25:03.648501] [INFO ] [sig       ] JCE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:03.789635] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JCE.txt
[2025-12-16T20:25:03.789836] [INFO ] [sig       ] [1760/3585] Completed JCE in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-16T20:25:03.790066] [INFO ] [sig       ] [1761/3585] Forecasting JCI...
[2025-12-16T20:25:03.790096] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-16T20:25:03.790126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-16T20:25:03.802233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-16T20:25:03.802654] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-16T20:25:03.803661] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-16T20:25:03.803719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:03.803950] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:03.803978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:03.804036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:03.861253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:03.862169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:03.862258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:03.862291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:03.984055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:03.984209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:03.984249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:03.984278] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:03.987629] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2025-12-16T20:25:03.987912] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-16T20:25:03.988036] [INFO ] [sig       ] JCI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:04.125895] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JCI.txt
[2025-12-16T20:25:04.126041] [INFO ] [sig       ] [1761/3585] Completed JCI in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-16T20:25:04.126080] [INFO ] [sig       ] [1762/3585] Forecasting JD...
[2025-12-16T20:25:04.126109] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-16T20:25:04.126141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-16T20:25:04.137534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-16T20:25:04.137843] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-16T20:25:04.138631] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-16T20:25:04.138696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:04.138737] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:04.138767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:04.138825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:04.196037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:04.196704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:04.196787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:04.196821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:04.323529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:04.323702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:04.323740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:04.323769] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:04.327033] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-12-16T20:25:04.327293] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-16T20:25:04.327413] [INFO ] [sig       ] JD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:04.464913] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JD.txt
[2025-12-16T20:25:04.465048] [INFO ] [sig       ] [1762/3585] Completed JD in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-16T20:25:04.465087] [INFO ] [sig       ] [1763/3585] Forecasting JDZG...
[2025-12-16T20:25:04.465118] [INFO ] [sig       ] Generating forecast for: JDZG
[2025-12-16T20:25:04.465149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'.
[2025-12-16T20:25:04.476147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JDZG'.
[2025-12-16T20:25:04.476456] [INFO ] [FORECASTER] Starting predict_future for JDZG
[2025-12-16T20:25:04.477217] [DEBUG] [LOCAL     ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt
[2025-12-16T20:25:04.477266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:04.477298] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:04.477323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:04.477378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:04.533430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:04.534058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:04.534136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:04.534167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:04.656519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:04.656688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:04.656728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:04.656757] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:04.660101] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-12-16T20:25:04.660379] [INFO ] [FORECASTER] Completed predict_future for JDZG
[2025-12-16T20:25:04.660501] [INFO ] [sig       ] JDZG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:04.797424] [INFO ] [LOCAL     ] Saved forecast: JDZG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JDZG.txt
[2025-12-16T20:25:04.797558] [INFO ] [sig       ] [1763/3585] Completed JDZG in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-16T20:25:04.797634] [INFO ] [sig       ] [1764/3585] Forecasting JEF...
[2025-12-16T20:25:04.797672] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-16T20:25:04.797709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-16T20:25:04.808687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-16T20:25:04.808964] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-16T20:25:04.809827] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-16T20:25:04.809878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:04.809934] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:04.809962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:04.810017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:04.867600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:04.868447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:04.868535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:04.868589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:04.991356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:04.991505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:04.991552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:04.991608] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:04.994964] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: UP (p=81.42%)
[2025-12-16T20:25:04.995240] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-16T20:25:04.995365] [INFO ] [sig       ] JEF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:05.132281] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JEF.txt
[2025-12-16T20:25:05.132413] [INFO ] [sig       ] [1764/3585] Completed JEF in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-16T20:25:05.132452] [INFO ] [sig       ] [1765/3585] Forecasting JELD...
[2025-12-16T20:25:05.132482] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-16T20:25:05.132511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-16T20:25:05.143197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-16T20:25:05.143459] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-16T20:25:05.144220] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-16T20:25:05.144271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:05.144302] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:05.144328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:05.144383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:05.201712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:05.202512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:05.202611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:05.202648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:05.322908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:05.323046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:05.323085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:05.323113] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:05.326417] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: UP (p=84.59%)
[2025-12-16T20:25:05.326708] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-16T20:25:05.326847] [INFO ] [sig       ] JELD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:05.463035] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JELD.txt
[2025-12-16T20:25:05.463175] [INFO ] [sig       ] [1765/3585] Completed JELD in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-16T20:25:05.463214] [INFO ] [sig       ] [1766/3585] Forecasting JEPQ...
[2025-12-16T20:25:05.463243] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-16T20:25:05.463272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-16T20:25:05.474085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-16T20:25:05.474387] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-16T20:25:05.475142] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-16T20:25:05.475193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:05.475224] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:05.475250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:05.475305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:05.531385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:05.532203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:05.532284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:05.532315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:05.657117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:05.657267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:05.657308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:05.657336] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:05.660732] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=55.28%)
[2025-12-16T20:25:05.661009] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-16T20:25:05.661127] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:05.797445] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JEPQ.txt
[2025-12-16T20:25:05.797596] [INFO ] [sig       ] [1766/3585] Completed JEPQ in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-16T20:25:05.797645] [INFO ] [sig       ] [1767/3585] Forecasting JFIN...
[2025-12-16T20:25:05.797681] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-16T20:25:05.797719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-16T20:25:05.808437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-16T20:25:05.808743] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-16T20:25:05.809661] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-16T20:25:05.809724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:05.809761] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:05.809791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:05.809845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:05.865304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:05.865953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:05.866031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:05.866063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:05.985783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:05.985931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:05.985985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:05.986044] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:05.989362] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: UP (p=97.29%)
[2025-12-16T20:25:05.989650] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-16T20:25:05.989776] [INFO ] [sig       ] JFIN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:06.128180] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JFIN.txt
[2025-12-16T20:25:06.128375] [INFO ] [sig       ] [1767/3585] Completed JFIN in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-16T20:25:06.128438] [INFO ] [sig       ] [1768/3585] Forecasting JGLO...
[2025-12-16T20:25:06.128485] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-16T20:25:06.128531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-16T20:25:06.140419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-16T20:25:06.140839] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-16T20:25:06.141662] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-16T20:25:06.141716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:06.141748] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:06.141775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:06.141833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:06.200121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:06.201005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:06.201092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:06.201126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:06.323079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:06.323239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:06.323279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:06.323308] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:06.327013] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: UP (p=56.30%)
[2025-12-16T20:25:06.327380] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-16T20:25:06.327524] [INFO ] [sig       ] JGLO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:06.473763] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JGLO.txt
[2025-12-16T20:25:06.473908] [INFO ] [sig       ] [1768/3585] Completed JGLO in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-16T20:25:06.473951] [INFO ] [sig       ] [1769/3585] Forecasting JHG...
[2025-12-16T20:25:06.473983] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-16T20:25:06.474014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-16T20:25:06.486668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-16T20:25:06.487017] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-16T20:25:06.487906] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-16T20:25:06.487961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:06.487993] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:06.488020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:06.488079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:06.547000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:06.547832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:06.547958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:06.547995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:06.672126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:06.672292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:06.672337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:06.672368] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:06.676072] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=24.94%)
[2025-12-16T20:25:06.676354] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-16T20:25:06.676483] [INFO ] [sig       ] JHG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:06.820755] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JHG.txt
[2025-12-16T20:25:06.820927] [INFO ] [sig       ] [1769/3585] Completed JHG in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-16T20:25:06.820979] [INFO ] [sig       ] [1770/3585] Forecasting JHI...
[2025-12-16T20:25:06.821017] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-16T20:25:06.821049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-16T20:25:06.833533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-16T20:25:06.833959] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-16T20:25:06.834822] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-16T20:25:06.834888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:06.834937] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:06.834980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:06.835048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:06.892507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:06.893393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:06.893478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:06.893511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:07.003085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:07.003239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:07.003279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:07.003307] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:07.006942] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: DOWN (p=46.00%)
[2025-12-16T20:25:07.007253] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-16T20:25:07.007401] [INFO ] [sig       ] JHI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:07.145226] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JHI.txt
[2025-12-16T20:25:07.145354] [INFO ] [sig       ] [1770/3585] Completed JHI in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-16T20:25:07.145392] [INFO ] [sig       ] [1771/3585] Forecasting JHX...
[2025-12-16T20:25:07.145421] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-16T20:25:07.145450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-16T20:25:07.156936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-16T20:25:07.157277] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-16T20:25:07.158059] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-16T20:25:07.158111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:07.158157] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:07.158186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:07.158243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:07.216645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:07.217660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:07.217748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:07.217782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:07.341831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:07.341984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:07.342025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:07.342054] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:07.345559] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=31.72%)
[2025-12-16T20:25:07.345858] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-16T20:25:07.345986] [INFO ] [sig       ] JHX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:07.490138] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JHX.txt
[2025-12-16T20:25:07.490282] [INFO ] [sig       ] [1771/3585] Completed JHX in 0.3s | 2.94 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-16T20:25:07.490323] [INFO ] [sig       ] [1772/3585] Forecasting JILL...
[2025-12-16T20:25:07.490354] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-16T20:25:07.490386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-16T20:25:07.502406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-16T20:25:07.502726] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-16T20:25:07.503502] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-16T20:25:07.503556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:07.503607] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:07.503638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:07.503709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:07.563910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:07.564714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:07.564814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:07.564860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:07.687990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:07.688141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:07.688182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:07.688210] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:07.691704] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=50.85%)
[2025-12-16T20:25:07.691993] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-16T20:25:07.692119] [INFO ] [sig       ] JILL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:07.836799] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JILL.txt
[2025-12-16T20:25:07.836939] [INFO ] [sig       ] [1772/3585] Completed JILL in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-16T20:25:07.836977] [INFO ] [sig       ] [1773/3585] Forecasting JIVE...
[2025-12-16T20:25:07.837006] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-16T20:25:07.837037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-16T20:25:07.848665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-16T20:25:07.849039] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-16T20:25:07.850121] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-16T20:25:07.850174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:07.850206] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:07.850234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:07.850292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:07.907880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:07.908960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:07.909050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:07.909085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:08.022071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:08.022242] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:25:08.022297] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:08.022336] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:08.026226] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-12-16T20:25:08.026632] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-16T20:25:08.026824] [INFO ] [sig       ] JIVE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:08.170272] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JIVE.txt
[2025-12-16T20:25:08.170430] [INFO ] [sig       ] [1773/3585] Completed JIVE in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-16T20:25:08.170470] [INFO ] [sig       ] [1774/3585] Forecasting JJSF...
[2025-12-16T20:25:08.170501] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-16T20:25:08.170530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-16T20:25:08.182101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-16T20:25:08.182413] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-16T20:25:08.183181] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-16T20:25:08.183233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:08.183264] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:08.183291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:08.183346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:08.240185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:08.241080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:08.241200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:08.241234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:08.362242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:08.362397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:08.362439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:08.362468] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:08.365961] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: DOWN (p=29.69%)
[2025-12-16T20:25:08.366235] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-16T20:25:08.366354] [INFO ] [sig       ] JJSF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:08.507147] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JJSF.txt
[2025-12-16T20:25:08.507305] [INFO ] [sig       ] [1774/3585] Completed JJSF in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-16T20:25:08.507346] [INFO ] [sig       ] [1775/3585] Forecasting JKHY...
[2025-12-16T20:25:08.507391] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-16T20:25:08.507435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-16T20:25:08.519201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-16T20:25:08.519596] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-16T20:25:08.520383] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-16T20:25:08.520435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:08.520469] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:08.520496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:08.520552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:08.578620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:08.579496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:08.579604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:08.579643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:08.700781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:08.700943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:08.700984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:08.701015] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:08.704456] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2025-12-16T20:25:08.704806] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-16T20:25:08.704948] [INFO ] [sig       ] JKHY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:08.848197] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JKHY.txt
[2025-12-16T20:25:08.848342] [INFO ] [sig       ] [1775/3585] Completed JKHY in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-16T20:25:08.848383] [INFO ] [sig       ] [1776/3585] Forecasting JKS...
[2025-12-16T20:25:08.848414] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-16T20:25:08.848444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-16T20:25:08.862746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-16T20:25:08.863214] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-16T20:25:08.863992] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-16T20:25:08.864044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:08.864076] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:08.864103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:08.864159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:08.920296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:08.921046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:08.921135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:08.921168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:09.042205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:09.042357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:09.042398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:09.042428] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:09.045888] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=21.53%)
[2025-12-16T20:25:09.046162] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-16T20:25:09.046287] [INFO ] [sig       ] JKS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:09.192300] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JKS.txt
[2025-12-16T20:25:09.192446] [INFO ] [sig       ] [1776/3585] Completed JKS in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-16T20:25:09.192492] [INFO ] [sig       ] [1777/3585] Forecasting JLL...
[2025-12-16T20:25:09.192524] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-16T20:25:09.192553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-16T20:25:09.204309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-16T20:25:09.204619] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-16T20:25:09.205374] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-16T20:25:09.205424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:09.205456] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:09.205481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:09.205536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:09.261184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:09.261806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:09.261888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:09.261920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:09.382953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:09.383064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:09.383100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:09.383128] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:09.386254] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=91.97%)
[2025-12-16T20:25:09.386513] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-16T20:25:09.386648] [INFO ] [sig       ] JLL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:09.521182] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JLL.txt
[2025-12-16T20:25:09.521314] [INFO ] [sig       ] [1777/3585] Completed JLL in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-16T20:25:09.521352] [INFO ] [sig       ] [1778/3585] Forecasting JLS...
[2025-12-16T20:25:09.521381] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-16T20:25:09.521411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-16T20:25:09.534916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-16T20:25:09.535261] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-16T20:25:09.536065] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-16T20:25:09.536116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:09.536149] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:09.536175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:09.536231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:09.592635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:09.593276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:09.593360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:09.593393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:09.707925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:09.708078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:09.708117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:09.708161] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:09.711649] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=95.64%)
[2025-12-16T20:25:09.711933] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-16T20:25:09.712056] [INFO ] [sig       ] JLS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:09.851392] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JLS.txt
[2025-12-16T20:25:09.851519] [INFO ] [sig       ] [1778/3585] Completed JLS in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-16T20:25:09.851559] [INFO ] [sig       ] [1779/3585] Forecasting JMIA...
[2025-12-16T20:25:09.851607] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-16T20:25:09.851638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-16T20:25:09.863377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-16T20:25:09.863695] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-16T20:25:09.864439] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-16T20:25:09.864490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:09.864521] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:09.864547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:09.864627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:09.922555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:09.923467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:09.923553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:09.923606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:10.047121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:10.047278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:10.047317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:10.047345] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:10.050750] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=65.25%)
[2025-12-16T20:25:10.051050] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-16T20:25:10.051179] [INFO ] [sig       ] JMIA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:10.205750] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JMIA.txt
[2025-12-16T20:25:10.205917] [INFO ] [sig       ] [1779/3585] Completed JMIA in 0.4s | 2.94 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-16T20:25:10.205957] [INFO ] [sig       ] [1780/3585] Forecasting JMSB...
[2025-12-16T20:25:10.205988] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-16T20:25:10.206019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-16T20:25:10.218135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-16T20:25:10.218504] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-16T20:25:10.219295] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-16T20:25:10.219348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:10.219380] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:10.219407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:10.219463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:10.274607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:10.275321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:10.275402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:10.275436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:10.379124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:10.379305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:10.379344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:10.379372] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:10.382751] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=48.43%)
[2025-12-16T20:25:10.383017] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-16T20:25:10.383139] [INFO ] [sig       ] JMSB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:10.518959] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JMSB.txt
[2025-12-16T20:25:10.519098] [INFO ] [sig       ] [1780/3585] Completed JMSB in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-16T20:25:10.519136] [INFO ] [sig       ] [1781/3585] Forecasting JNJ...
[2025-12-16T20:25:10.519186] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-16T20:25:10.519219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-16T20:25:10.530486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-16T20:25:10.530826] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-16T20:25:10.531566] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-16T20:25:10.531653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:10.531711] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:10.531739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:10.531793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:10.587616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:10.588214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:10.588290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:10.588323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:10.713691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:10.713846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:10.713885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:10.713912] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:10.717564] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: UP (p=65.14%)
[2025-12-16T20:25:10.717847] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-16T20:25:10.717966] [INFO ] [sig       ] JNJ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:10.854597] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JNJ.txt
[2025-12-16T20:25:10.854726] [INFO ] [sig       ] [1781/3585] Completed JNJ in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-16T20:25:10.854767] [INFO ] [sig       ] [1782/3585] Forecasting JOBY...
[2025-12-16T20:25:10.854798] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-16T20:25:10.854827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-16T20:25:10.866381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-16T20:25:10.866680] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-16T20:25:10.867415] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-16T20:25:10.867465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:10.867496] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:10.867523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:10.867608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:10.923444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:10.924078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:10.924155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:10.924187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:11.042482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:11.042635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:11.042674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:11.042702] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:11.045918] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2025-12-16T20:25:11.046180] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-16T20:25:11.046300] [INFO ] [sig       ] JOBY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:11.181462] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JOBY.txt
[2025-12-16T20:25:11.181598] [INFO ] [sig       ] [1782/3585] Completed JOBY in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-16T20:25:11.181638] [INFO ] [sig       ] [1783/3585] Forecasting JOE...
[2025-12-16T20:25:11.181667] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-16T20:25:11.181697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-16T20:25:11.193685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-16T20:25:11.194082] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-16T20:25:11.194884] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-16T20:25:11.194936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:11.194969] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:11.194996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:11.195052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:11.251211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:11.252077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:11.252161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:11.252193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:11.370436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:11.370561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:11.370615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:11.370644] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:11.373824] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: UP (p=94.58%)
[2025-12-16T20:25:11.374084] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-16T20:25:11.374203] [INFO ] [sig       ] JOE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:11.508979] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JOE.txt
[2025-12-16T20:25:11.509084] [INFO ] [sig       ] [1783/3585] Completed JOE in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-16T20:25:11.509121] [INFO ] [sig       ] [1784/3585] Forecasting JOF...
[2025-12-16T20:25:11.509164] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-16T20:25:11.509195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-16T20:25:11.520538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-16T20:25:11.520876] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-16T20:25:11.521723] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-16T20:25:11.521785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:11.521819] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:11.521846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:11.521903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:11.578225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:11.578830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:11.578907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:11.578938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:11.691472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:11.691600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:11.691638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:11.691693] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:11.694868] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-12-16T20:25:11.695134] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-16T20:25:11.695252] [INFO ] [sig       ] JOF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:11.830558] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JOF.txt
[2025-12-16T20:25:11.830688] [INFO ] [sig       ] [1784/3585] Completed JOF in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-16T20:25:11.830725] [INFO ] [sig       ] [1785/3585] Forecasting JPC...
[2025-12-16T20:25:11.830755] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-16T20:25:11.830784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-16T20:25:11.842874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-16T20:25:11.843226] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-16T20:25:11.844011] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-16T20:25:11.844062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:11.844092] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:11.844118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:11.844173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:11.900850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:11.901729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:11.901813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:11.901844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:12.020270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:12.020430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:12.020471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:12.020501] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:12.023905] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=99.27%)
[2025-12-16T20:25:12.024169] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-16T20:25:12.024289] [INFO ] [sig       ] JPC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:12.167167] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JPC.txt
[2025-12-16T20:25:12.167327] [INFO ] [sig       ] [1785/3585] Completed JPC in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-16T20:25:12.167368] [INFO ] [sig       ] [1786/3585] Forecasting JPEF...
[2025-12-16T20:25:12.167399] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-16T20:25:12.167430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-16T20:25:12.180041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-16T20:25:12.180369] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-16T20:25:12.181173] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-16T20:25:12.181224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:12.181256] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:12.181282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:12.181337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:12.237031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:12.237951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:12.238037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:12.238069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:12.354029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:12.354178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:12.354218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:12.354247] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:12.357611] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=23.28%)
[2025-12-16T20:25:12.357900] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-16T20:25:12.358027] [INFO ] [sig       ] JPEF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:12.492182] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JPEF.txt
[2025-12-16T20:25:12.492310] [INFO ] [sig       ] [1786/3585] Completed JPEF in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-16T20:25:12.492350] [INFO ] [sig       ] [1787/3585] Forecasting JPM...
[2025-12-16T20:25:12.492379] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-16T20:25:12.492408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-16T20:25:12.504537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-16T20:25:12.504958] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-16T20:25:12.505756] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-16T20:25:12.505807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:12.505839] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:12.505866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:12.505923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:12.562859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:12.563753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:12.563856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:12.563895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:12.689766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:12.689941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:12.689980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:12.690009] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:12.693449] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=61.91%)
[2025-12-16T20:25:12.693766] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-16T20:25:12.693901] [INFO ] [sig       ] JPM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:12.832716] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JPM.txt
[2025-12-16T20:25:12.832846] [INFO ] [sig       ] [1787/3585] Completed JPM in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-16T20:25:12.832884] [INFO ] [sig       ] [1788/3585] Forecasting JQC...
[2025-12-16T20:25:12.832913] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-16T20:25:12.832942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-16T20:25:12.844837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-16T20:25:12.845161] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-16T20:25:12.845946] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-16T20:25:12.845996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:12.846027] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:12.846053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:12.846108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:12.901837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:12.902433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:12.902512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:12.902544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:13.024561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:13.024681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:13.024716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:13.024743] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:13.027785] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=65.51%)
[2025-12-16T20:25:13.028047] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-16T20:25:13.028167] [INFO ] [sig       ] JQC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:13.165980] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JQC.txt
[2025-12-16T20:25:13.166095] [INFO ] [sig       ] [1788/3585] Completed JQC in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-16T20:25:13.166133] [INFO ] [sig       ] [1789/3585] Forecasting JRI...
[2025-12-16T20:25:13.166162] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-16T20:25:13.166190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-16T20:25:13.177340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-16T20:25:13.177624] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-16T20:25:13.178367] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-16T20:25:13.178418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:13.178449] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:13.178475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:13.178530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:13.234097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:13.234701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:13.234778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:13.234810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:13.349058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:13.349227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:13.349267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:13.349294] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:13.352558] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=75.89%)
[2025-12-16T20:25:13.352860] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-16T20:25:13.352978] [INFO ] [sig       ] JRI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:13.497122] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JRI.txt
[2025-12-16T20:25:13.497278] [INFO ] [sig       ] [1789/3585] Completed JRI in 0.3s | 2.94 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-16T20:25:13.497318] [INFO ] [sig       ] [1790/3585] Forecasting JRS...
[2025-12-16T20:25:13.497349] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-16T20:25:13.497378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-16T20:25:13.508982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-16T20:25:13.509409] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-16T20:25:13.510233] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-16T20:25:13.510284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:13.510315] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:13.510340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:13.510395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:13.568246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:13.569325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:13.569437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:13.569476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:13.723737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:13.723923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:13.723994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:13.724043] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:13.729442] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-12-16T20:25:13.729964] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-16T20:25:13.730169] [INFO ] [sig       ] JRS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:13.954831] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JRS.txt
[2025-12-16T20:25:13.955043] [INFO ] [sig       ] [1790/3585] Completed JRS in 0.5s | 2.94 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-16T20:25:13.955102] [INFO ] [sig       ] [1791/3585] Forecasting JSM...
[2025-12-16T20:25:13.955143] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-16T20:25:13.955180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-16T20:25:13.984006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-16T20:25:13.984518] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-16T20:25:13.985709] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-16T20:25:13.985781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:13.985830] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:13.985876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:13.985966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:14.069989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:14.071107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:14.071219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:14.071299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:14.248782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:14.248984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:14.249071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:14.249121] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:14.254903] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-12-16T20:25:14.255457] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-16T20:25:14.255704] [INFO ] [sig       ] JSM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:14.455303] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JSM.txt
[2025-12-16T20:25:14.455465] [INFO ] [sig       ] [1791/3585] Completed JSM in 0.5s | 2.94 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-16T20:25:14.455506] [INFO ] [sig       ] [1792/3585] Forecasting JSMD...
[2025-12-16T20:25:14.455549] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-16T20:25:14.455627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-16T20:25:14.472001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-16T20:25:14.472432] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-16T20:25:14.473380] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-16T20:25:14.473435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:14.473468] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:14.473494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:14.473560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:14.529471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:14.530382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:14.530474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:14.530507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:14.678375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:14.678531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:14.678591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:14.678624] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:14.682114] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=48.51%)
[2025-12-16T20:25:14.682395] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-16T20:25:14.682526] [INFO ] [sig       ] JSMD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:14.823473] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JSMD.txt
[2025-12-16T20:25:14.823639] [INFO ] [sig       ] [1792/3585] Completed JSMD in 0.4s | 2.94 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-16T20:25:14.823683] [INFO ] [sig       ] [1793/3585] Forecasting JSML...
[2025-12-16T20:25:14.823713] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-16T20:25:14.823743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-16T20:25:14.835076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-16T20:25:14.835442] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-16T20:25:14.836379] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-16T20:25:14.836433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:14.836466] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:14.836492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:14.836546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:14.892783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:14.893467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:14.893549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:14.893600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:15.007250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:15.007394] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:25:15.007432] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:15.007460] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:15.010954] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: UP (p=56.07%)
[2025-12-16T20:25:15.011399] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-16T20:25:15.011522] [INFO ] [sig       ] JSML: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:15.147115] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JSML.txt
[2025-12-16T20:25:15.147242] [INFO ] [sig       ] [1793/3585] Completed JSML in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-16T20:25:15.147280] [INFO ] [sig       ] [1794/3585] Forecasting JTAI...
[2025-12-16T20:25:15.147310] [INFO ] [sig       ] Generating forecast for: JTAI
[2025-12-16T20:25:15.147339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'.
[2025-12-16T20:25:15.158543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTAI'.
[2025-12-16T20:25:15.158843] [INFO ] [FORECASTER] Starting predict_future for JTAI
[2025-12-16T20:25:15.159643] [DEBUG] [LOCAL     ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt
[2025-12-16T20:25:15.159694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:15.159726] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:15.159754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:15.159807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:15.215951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:15.216526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:15.216618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:15.216652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:15.333003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:15.333146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:15.333184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:15.333212] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:15.336479] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: DOWN (p=45.50%)
[2025-12-16T20:25:15.336763] [INFO ] [FORECASTER] Completed predict_future for JTAI
[2025-12-16T20:25:15.336904] [INFO ] [sig       ] JTAI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:15.475706] [INFO ] [LOCAL     ] Saved forecast: JTAI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JTAI.txt
[2025-12-16T20:25:15.475857] [INFO ] [sig       ] [1794/3585] Completed JTAI in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-16T20:25:15.475896] [INFO ] [sig       ] [1795/3585] Forecasting JTEK...
[2025-12-16T20:25:15.475927] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-16T20:25:15.475956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-16T20:25:15.486471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-16T20:25:15.486750] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-16T20:25:15.487479] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-16T20:25:15.487529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:15.487586] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:15.487617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:15.487673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:15.543770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:15.544372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:15.544448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:15.544480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:15.660881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:15.661025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:15.661063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:15.661091] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:15.664352] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: DOWN (p=11.44%)
[2025-12-16T20:25:15.664633] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-16T20:25:15.664752] [INFO ] [sig       ] JTEK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:15.802391] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JTEK.txt
[2025-12-16T20:25:15.802512] [INFO ] [sig       ] [1795/3585] Completed JTEK in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-16T20:25:15.802549] [INFO ] [sig       ] [1796/3585] Forecasting JVA...
[2025-12-16T20:25:15.802594] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-16T20:25:15.802634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-16T20:25:15.813710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-16T20:25:15.814004] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-16T20:25:15.814795] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-16T20:25:15.814847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:15.814880] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:15.814912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:15.814968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:15.871752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:15.872391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:15.872469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:15.872502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:15.990403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:15.990546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:15.990602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:15.990633] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:15.993911] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: DOWN (p=37.69%)
[2025-12-16T20:25:15.994181] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-16T20:25:15.994300] [INFO ] [sig       ] JVA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:16.131114] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/JVA.txt
[2025-12-16T20:25:16.131239] [INFO ] [sig       ] [1796/3585] Completed JVA in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-16T20:25:16.131276] [INFO ] [sig       ] [1797/3585] Forecasting JXN...
[2025-12-16T20:25:16.131305] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-16T20:25:16.131334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-16T20:25:16.142360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-16T20:25:16.142660] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-16T20:25:16.143397] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-16T20:25:16.143447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:16.143479] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:16.143505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:16.143561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:16.200146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:16.200821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:16.200899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:16.200931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:16.322894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:16.323038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:16.323076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:16.323104] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:16.326418] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=55.98%)
[2025-12-16T20:25:16.326702] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-16T20:25:16.326822] [INFO ] [sig       ] JXN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:16.464350] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/JXN.txt
[2025-12-16T20:25:16.464510] [INFO ] [sig       ] [1797/3585] Completed JXN in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-16T20:25:16.464551] [INFO ] [sig       ] [1798/3585] Forecasting KAI...
[2025-12-16T20:25:16.464601] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-16T20:25:16.464633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-16T20:25:16.475851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-16T20:25:16.476165] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-16T20:25:16.476984] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-16T20:25:16.477037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:16.477094] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:16.477128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:16.477205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:16.536431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:16.537195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:16.537275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:16.537307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:16.655795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:16.655948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:16.655987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:16.656015] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:16.659332] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: DOWN (p=17.58%)
[2025-12-16T20:25:16.659625] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-16T20:25:16.659749] [INFO ] [sig       ] KAI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:16.795675] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KAI.txt
[2025-12-16T20:25:16.795809] [INFO ] [sig       ] [1798/3585] Completed KAI in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-16T20:25:16.795847] [INFO ] [sig       ] [1799/3585] Forecasting KARO...
[2025-12-16T20:25:16.795882] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-16T20:25:16.795912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-16T20:25:16.806848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-16T20:25:16.807186] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-16T20:25:16.807963] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-16T20:25:16.808013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:16.808044] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:16.808070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:16.808125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:16.864070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:16.864881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:16.864964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:16.864997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:16.982956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:16.983102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:16.983140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:16.983167] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:16.986492] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: DOWN (p=18.17%)
[2025-12-16T20:25:16.986770] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-16T20:25:16.986891] [INFO ] [sig       ] KARO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:17.128798] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KARO.txt
[2025-12-16T20:25:17.128944] [INFO ] [sig       ] [1799/3585] Completed KARO in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-16T20:25:17.128983] [INFO ] [sig       ] [1800/3585] Forecasting KB...
[2025-12-16T20:25:17.129013] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-16T20:25:17.129042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-16T20:25:17.139890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-16T20:25:17.140189] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-16T20:25:17.140969] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-16T20:25:17.141019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:17.141050] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:17.141076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:17.141131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:17.196868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:17.197552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:17.197671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:17.197705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:17.319965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:17.320104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:17.320147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:17.320176] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:17.323437] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=38.26%)
[2025-12-16T20:25:17.323715] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-16T20:25:17.323835] [INFO ] [sig       ] KB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:17.461502] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KB.txt
[2025-12-16T20:25:17.461684] [INFO ] [sig       ] [1800/3585] Completed KB in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-16T20:25:17.461725] [INFO ] [sig       ] [1801/3585] Forecasting KBH...
[2025-12-16T20:25:17.461756] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-16T20:25:17.461785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-16T20:25:17.473761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-16T20:25:17.474150] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-16T20:25:17.474928] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-16T20:25:17.474979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:17.475010] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:17.475037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:17.475092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:17.531742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:17.532554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:17.532655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:17.532688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:17.652841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:17.652998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:17.653036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:17.653097] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:17.656462] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=17.15%)
[2025-12-16T20:25:17.656747] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-16T20:25:17.656869] [INFO ] [sig       ] KBH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:17.795507] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KBH.txt
[2025-12-16T20:25:17.795676] [INFO ] [sig       ] [1801/3585] Completed KBH in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-16T20:25:17.795716] [INFO ] [sig       ] [1802/3585] Forecasting KBWB...
[2025-12-16T20:25:17.795746] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-16T20:25:17.795775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-16T20:25:17.807132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-16T20:25:17.807428] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-16T20:25:17.808212] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-16T20:25:17.808263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:17.808293] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:17.808319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:17.808373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:17.869197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:17.869906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:17.870015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:17.870056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:17.995289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:17.995444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:17.995484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:17.995528] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:17.998928] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: UP (p=79.08%)
[2025-12-16T20:25:17.999225] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-16T20:25:17.999352] [INFO ] [sig       ] KBWB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:18.144069] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KBWB.txt
[2025-12-16T20:25:18.144210] [INFO ] [sig       ] [1802/3585] Completed KBWB in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-16T20:25:18.144250] [INFO ] [sig       ] [1803/3585] Forecasting KBWD...
[2025-12-16T20:25:18.144279] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-16T20:25:18.144307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-16T20:25:18.156106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-16T20:25:18.156417] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-16T20:25:18.157245] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-16T20:25:18.157297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:18.157328] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:18.157353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:18.157409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:18.215107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:18.215941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:18.216025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:18.216058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:18.339466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:18.339641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:18.339682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:18.339714] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:18.343227] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: UP (p=70.16%)
[2025-12-16T20:25:18.343501] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-16T20:25:18.343648] [INFO ] [sig       ] KBWD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:18.481900] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KBWD.txt
[2025-12-16T20:25:18.482039] [INFO ] [sig       ] [1803/3585] Completed KBWD in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-16T20:25:18.482079] [INFO ] [sig       ] [1804/3585] Forecasting KBWP...
[2025-12-16T20:25:18.482109] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-16T20:25:18.482140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-16T20:25:18.494525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-16T20:25:18.494911] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-16T20:25:18.495832] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-16T20:25:18.495886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:18.495916] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:18.495942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:18.495997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:18.553002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:18.553888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:18.553975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:18.554025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:18.667502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:18.667681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:18.667722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:18.667750] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:18.671290] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: DOWN (p=40.38%)
[2025-12-16T20:25:18.671604] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-16T20:25:18.671736] [INFO ] [sig       ] KBWP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:18.810706] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KBWP.txt
[2025-12-16T20:25:18.810856] [INFO ] [sig       ] [1804/3585] Completed KBWP in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-16T20:25:18.810905] [INFO ] [sig       ] [1805/3585] Forecasting KBWY...
[2025-12-16T20:25:18.810945] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-16T20:25:18.810982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-16T20:25:18.822837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-16T20:25:18.823177] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-16T20:25:18.823975] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-16T20:25:18.824028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:18.824062] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:18.824090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:18.824147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:18.881071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:18.881827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:18.881910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:18.881944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:18.997848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:18.998002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:18.998044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:18.998075] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:19.001510] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=6.08%)
[2025-12-16T20:25:19.001818] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-16T20:25:19.001948] [INFO ] [sig       ] KBWY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:19.139510] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KBWY.txt
[2025-12-16T20:25:19.139658] [INFO ] [sig       ] [1805/3585] Completed KBWY in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-16T20:25:19.139699] [INFO ] [sig       ] [1806/3585] Forecasting KC...
[2025-12-16T20:25:19.139730] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-16T20:25:19.139761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-16T20:25:19.151742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-16T20:25:19.152089] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-16T20:25:19.152878] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-16T20:25:19.152930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:19.152964] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:19.153005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:19.153063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:19.211521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:19.212371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:19.212456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:19.212490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:19.336565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:19.336722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:19.336762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:19.336792] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:19.340153] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: UP (p=77.42%)
[2025-12-16T20:25:19.340419] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-16T20:25:19.340541] [INFO ] [sig       ] KC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:19.477985] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KC.txt
[2025-12-16T20:25:19.478114] [INFO ] [sig       ] [1806/3585] Completed KC in 0.3s | 2.94 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-16T20:25:19.478151] [INFO ] [sig       ] [1807/3585] Forecasting KD...
[2025-12-16T20:25:19.478179] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-16T20:25:19.478209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-16T20:25:19.490047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-16T20:25:19.490351] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-16T20:25:19.491139] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-16T20:25:19.491189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:19.491219] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:19.491246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:19.491302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:19.548188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:19.548916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:19.548997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:19.549031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:19.670381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:19.670538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:19.670609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:19.670641] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:19.674029] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=85.29%)
[2025-12-16T20:25:19.674297] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-16T20:25:19.674421] [INFO ] [sig       ] KD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:19.811799] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KD.txt
[2025-12-16T20:25:19.811938] [INFO ] [sig       ] [1807/3585] Completed KD in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-16T20:25:19.811979] [INFO ] [sig       ] [1808/3585] Forecasting KDP...
[2025-12-16T20:25:19.812008] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-16T20:25:19.812038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-16T20:25:19.823507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-16T20:25:19.823846] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-16T20:25:19.824645] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-16T20:25:19.824697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:19.824729] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:19.824756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:19.824813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:19.884430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:19.885268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:19.885357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:19.885420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:20.004005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:20.004141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:20.004179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:20.004208] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:20.007833] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: UP (p=95.07%)
[2025-12-16T20:25:20.008103] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-16T20:25:20.008225] [INFO ] [sig       ] KDP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:20.144552] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KDP.txt
[2025-12-16T20:25:20.144694] [INFO ] [sig       ] [1808/3585] Completed KDP in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-16T20:25:20.144733] [INFO ] [sig       ] [1809/3585] Forecasting KE...
[2025-12-16T20:25:20.144762] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-16T20:25:20.144792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-16T20:25:20.155869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-16T20:25:20.156191] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-16T20:25:20.156959] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-16T20:25:20.157009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:20.157041] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:20.157067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:20.157123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:20.214485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:20.215364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:20.215446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:20.215480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:20.333779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:20.333930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:20.333971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:20.334000] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:20.337358] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=41.21%)
[2025-12-16T20:25:20.337700] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-16T20:25:20.337828] [INFO ] [sig       ] KE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:20.477704] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KE.txt
[2025-12-16T20:25:20.477853] [INFO ] [sig       ] [1809/3585] Completed KE in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-16T20:25:20.477892] [INFO ] [sig       ] [1810/3585] Forecasting KELYA...
[2025-12-16T20:25:20.477921] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-16T20:25:20.477951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-16T20:25:20.490275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-16T20:25:20.490625] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-16T20:25:20.491373] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-16T20:25:20.491424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:20.491456] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:20.491482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:20.491537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:20.547664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:20.548477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:20.548562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:20.548614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:20.674082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:20.674244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:20.674288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:20.674317] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:20.677804] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: DOWN (p=41.57%)
[2025-12-16T20:25:20.678073] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-16T20:25:20.678193] [INFO ] [sig       ] KELYA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:20.821054] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KELYA.txt
[2025-12-16T20:25:20.821189] [INFO ] [sig       ] [1810/3585] Completed KELYA in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-16T20:25:20.821228] [INFO ] [sig       ] [1811/3585] Forecasting KEN...
[2025-12-16T20:25:20.821258] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-16T20:25:20.821287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-16T20:25:20.832236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-16T20:25:20.832531] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-16T20:25:20.833279] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-16T20:25:20.833329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:20.833360] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:20.833387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:20.833442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:20.889678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:20.890290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:20.890367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:20.890399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:21.004434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:21.004560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:21.004613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:21.004642] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:21.008038] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2025-12-16T20:25:21.008298] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-16T20:25:21.008416] [INFO ] [sig       ] KEN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:21.143533] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KEN.txt
[2025-12-16T20:25:21.143687] [INFO ] [sig       ] [1811/3585] Completed KEN in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-16T20:25:21.143728] [INFO ] [sig       ] [1812/3585] Forecasting KEP...
[2025-12-16T20:25:21.143757] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-16T20:25:21.143787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-16T20:25:21.155144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-16T20:25:21.155420] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-16T20:25:21.156184] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-16T20:25:21.156234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:21.156266] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:21.156292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:21.156353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:21.214760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:21.215666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:21.215753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:21.215786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:21.334905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:21.335050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:21.335089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:21.335117] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:21.338354] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2025-12-16T20:25:21.338632] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-16T20:25:21.338750] [INFO ] [sig       ] KEP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:21.480814] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KEP.txt
[2025-12-16T20:25:21.480944] [INFO ] [sig       ] [1812/3585] Completed KEP in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-16T20:25:21.480992] [INFO ] [sig       ] [1813/3585] Forecasting KEX...
[2025-12-16T20:25:21.481027] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-16T20:25:21.481063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-16T20:25:21.493662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-16T20:25:21.493947] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-16T20:25:21.494711] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-16T20:25:21.494761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:21.494791] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:21.494818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:21.494872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:21.553013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:21.553620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:21.553704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:21.553736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:21.676283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:21.676418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:21.676456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:21.676484] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:21.679957] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=17.74%)
[2025-12-16T20:25:21.680315] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-16T20:25:21.680456] [INFO ] [sig       ] KEX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:21.834618] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KEX.txt
[2025-12-16T20:25:21.834783] [INFO ] [sig       ] [1813/3585] Completed KEX in 0.4s | 2.94 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-16T20:25:21.834825] [INFO ] [sig       ] [1814/3585] Forecasting KEYS...
[2025-12-16T20:25:21.834855] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-16T20:25:21.834884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-16T20:25:21.847086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-16T20:25:21.847355] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-16T20:25:21.848131] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-16T20:25:21.848182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:21.848215] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:21.848242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:21.848298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:21.906604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:21.907453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:21.907537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:21.907569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:22.034680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:22.034825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:22.034863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:22.034892] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:22.038176] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2025-12-16T20:25:22.038442] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-16T20:25:22.038563] [INFO ] [sig       ] KEYS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:22.175022] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KEYS.txt
[2025-12-16T20:25:22.175139] [INFO ] [sig       ] [1814/3585] Completed KEYS in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-16T20:25:22.175177] [INFO ] [sig       ] [1815/3585] Forecasting KFS...
[2025-12-16T20:25:22.175206] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-16T20:25:22.175236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-16T20:25:22.188144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-16T20:25:22.188592] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-16T20:25:22.189488] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-16T20:25:22.189564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:22.189664] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:22.189694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:22.189753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:22.247228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:22.248121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:22.248214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:22.248246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:22.366265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:22.366432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:22.366472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:22.366500] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:22.369838] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: UP (p=68.41%)
[2025-12-16T20:25:22.370108] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-16T20:25:22.370225] [INFO ] [sig       ] KFS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:22.506796] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KFS.txt
[2025-12-16T20:25:22.506981] [INFO ] [sig       ] [1815/3585] Completed KFS in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-16T20:25:22.507026] [INFO ] [sig       ] [1816/3585] Forecasting KFY...
[2025-12-16T20:25:22.507058] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-16T20:25:22.507088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-16T20:25:22.518528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-16T20:25:22.518909] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-16T20:25:22.519752] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-16T20:25:22.519803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:22.519834] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:22.519860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:22.519915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:22.577798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:22.578469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:22.578550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:22.578599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:22.697539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:22.697698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:22.697744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:22.697773] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:22.701339] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-12-16T20:25:22.701630] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-16T20:25:22.701755] [INFO ] [sig       ] KFY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:22.837548] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KFY.txt
[2025-12-16T20:25:22.837674] [INFO ] [sig       ] [1816/3585] Completed KFY in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-16T20:25:22.837712] [INFO ] [sig       ] [1817/3585] Forecasting KGS...
[2025-12-16T20:25:22.837741] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-16T20:25:22.837770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-16T20:25:22.854479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-16T20:25:22.854789] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-16T20:25:22.855566] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-16T20:25:22.855633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:22.855664] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:22.855690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:22.855745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:22.913862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:22.914708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:22.914786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:22.914819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:23.038589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:23.038729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:23.038766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:23.038794] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:23.042082] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=69.63%)
[2025-12-16T20:25:23.042539] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-16T20:25:23.042675] [INFO ] [sig       ] KGS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:23.179719] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KGS.txt
[2025-12-16T20:25:23.179836] [INFO ] [sig       ] [1817/3585] Completed KGS in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-16T20:25:23.179875] [INFO ] [sig       ] [1818/3585] Forecasting KHC...
[2025-12-16T20:25:23.179904] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-16T20:25:23.179935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-16T20:25:23.191136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-16T20:25:23.191492] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-16T20:25:23.192282] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-16T20:25:23.192333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:23.192366] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:23.192392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:23.192449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:23.250116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:23.250731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:23.250809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:23.250841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:23.372772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:23.372894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:23.372931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:23.372959] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:23.376402] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-12-16T20:25:23.376690] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-16T20:25:23.376812] [INFO ] [sig       ] KHC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:23.516145] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KHC.txt
[2025-12-16T20:25:23.516270] [INFO ] [sig       ] [1818/3585] Completed KHC in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-16T20:25:23.516309] [INFO ] [sig       ] [1819/3585] Forecasting KIDS...
[2025-12-16T20:25:23.516338] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-16T20:25:23.516368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-16T20:25:23.527303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-16T20:25:23.527613] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-16T20:25:23.528351] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-16T20:25:23.528401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:23.528441] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:23.528469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:23.528524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:23.584283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:23.584872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:23.584950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:23.584982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:23.702292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:23.702426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:23.702463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:23.702490] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:23.705704] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=5.38%)
[2025-12-16T20:25:23.705962] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-16T20:25:23.706082] [INFO ] [sig       ] KIDS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:23.842452] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KIDS.txt
[2025-12-16T20:25:23.842586] [INFO ] [sig       ] [1819/3585] Completed KIDS in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-16T20:25:23.842625] [INFO ] [sig       ] [1820/3585] Forecasting KIM...
[2025-12-16T20:25:23.842654] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-16T20:25:23.842683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-16T20:25:23.853673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-16T20:25:23.853937] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-16T20:25:23.854684] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-16T20:25:23.854741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:23.854772] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:23.854798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:23.854853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:23.912022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:23.912808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:23.912898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:23.912933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:24.036032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:24.036170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:24.036386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:24.036414] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:24.040045] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: UP (p=75.44%)
[2025-12-16T20:25:24.040453] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-16T20:25:24.040570] [INFO ] [sig       ] KIM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:24.180784] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KIM.txt
[2025-12-16T20:25:24.180913] [INFO ] [sig       ] [1820/3585] Completed KIM in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-16T20:25:24.180951] [INFO ] [sig       ] [1821/3585] Forecasting KINS...
[2025-12-16T20:25:24.180981] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-16T20:25:24.181010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-16T20:25:24.193852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-16T20:25:24.194242] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-16T20:25:24.195036] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-16T20:25:24.195100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:24.195139] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:24.195172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:24.195229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:24.250722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:24.251367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:24.251443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:24.251476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:24.371424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:24.371562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:24.371618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:24.371647] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:24.374866] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: UP (p=80.71%)
[2025-12-16T20:25:24.375146] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-16T20:25:24.375273] [INFO ] [sig       ] KINS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:24.512919] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KINS.txt
[2025-12-16T20:25:24.513037] [INFO ] [sig       ] [1821/3585] Completed KINS in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-16T20:25:24.513076] [INFO ] [sig       ] [1822/3585] Forecasting KIO...
[2025-12-16T20:25:24.513104] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-16T20:25:24.513133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-16T20:25:24.524207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-16T20:25:24.524500] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-16T20:25:24.525278] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-16T20:25:24.525329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:24.525360] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:24.525387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:24.525443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:24.581822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:24.582454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:24.582529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:24.582560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:24.699584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:24.699725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:24.699763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:24.699791] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:24.703082] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-16T20:25:24.703358] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-16T20:25:24.703482] [INFO ] [sig       ] KIO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:24.845612] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KIO.txt
[2025-12-16T20:25:24.845773] [INFO ] [sig       ] [1822/3585] Completed KIO in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-16T20:25:24.845822] [INFO ] [sig       ] [1823/3585] Forecasting KKRS...
[2025-12-16T20:25:24.845852] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-16T20:25:24.845881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-16T20:25:24.857473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-16T20:25:24.857871] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-16T20:25:24.858668] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-16T20:25:24.858719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:24.858750] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:24.858776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:24.858832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:24.918765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:24.919883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:24.920002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:24.920067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:25.042489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:25.042656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:25.042697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:25.042726] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:25.046111] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-16T20:25:25.046385] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-16T20:25:25.046509] [INFO ] [sig       ] KKRS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:25.187335] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KKRS.txt
[2025-12-16T20:25:25.187500] [INFO ] [sig       ] [1823/3585] Completed KKRS in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-16T20:25:25.187541] [INFO ] [sig       ] [1824/3585] Forecasting KLAC...
[2025-12-16T20:25:25.187586] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-16T20:25:25.187619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-16T20:25:25.199181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-16T20:25:25.199435] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-16T20:25:25.200208] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-16T20:25:25.200258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:25.200290] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:25.200315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:25.200370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:25.259176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:25.259908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:25.259991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:25.260026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:25.387507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:25.387668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:25.387707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:25.387735] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:25.391168] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: DOWN (p=34.56%)
[2025-12-16T20:25:25.391446] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-16T20:25:25.391601] [INFO ] [sig       ] KLAC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:25.531237] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KLAC.txt
[2025-12-16T20:25:25.531358] [INFO ] [sig       ] [1824/3585] Completed KLAC in 0.3s | 2.94 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-16T20:25:25.531398] [INFO ] [sig       ] [1825/3585] Forecasting KLIC...
[2025-12-16T20:25:25.531428] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-16T20:25:25.531458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-16T20:25:25.542923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-16T20:25:25.543199] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-16T20:25:25.543995] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-16T20:25:25.544046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:25.544080] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:25.544113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:25.544170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:25.602027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:25.602635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:25.602735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:25.602768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:25.725598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:25.725738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:25.725776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:25.725806] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:25.729121] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2025-12-16T20:25:25.729437] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-16T20:25:25.729563] [INFO ] [sig       ] KLIC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:25.871184] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KLIC.txt
[2025-12-16T20:25:25.871319] [INFO ] [sig       ] [1825/3585] Completed KLIC in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-16T20:25:25.871358] [INFO ] [sig       ] [1826/3585] Forecasting KLXE...
[2025-12-16T20:25:25.871388] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-16T20:25:25.871418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-16T20:25:25.883261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-16T20:25:25.883532] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-16T20:25:25.884329] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-16T20:25:25.884381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:25.884414] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:25.884442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:25.884499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:25.942097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:25.942714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:25.942790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:25.942822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:26.065043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:26.065215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:26.065256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:26.065308] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:26.068908] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: UP (p=91.38%)
[2025-12-16T20:25:26.069187] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-16T20:25:26.069312] [INFO ] [sig       ] KLXE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:26.205755] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KLXE.txt
[2025-12-16T20:25:26.205896] [INFO ] [sig       ] [1826/3585] Completed KLXE in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-16T20:25:26.205946] [INFO ] [sig       ] [1827/3585] Forecasting KMB...
[2025-12-16T20:25:26.205978] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-16T20:25:26.206019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-16T20:25:26.217908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-16T20:25:26.218212] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-16T20:25:26.218989] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-16T20:25:26.219041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:26.219074] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:26.219101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:26.219189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:26.276190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:26.276841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:26.276934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:26.276970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:26.394824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:26.394972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:26.395010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:26.395038] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:26.398309] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: UP (p=79.31%)
[2025-12-16T20:25:26.398589] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-16T20:25:26.398713] [INFO ] [sig       ] KMB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:26.537209] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KMB.txt
[2025-12-16T20:25:26.537336] [INFO ] [sig       ] [1827/3585] Completed KMB in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-16T20:25:26.537375] [INFO ] [sig       ] [1828/3585] Forecasting KMDA...
[2025-12-16T20:25:26.537404] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-16T20:25:26.537433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-16T20:25:26.549608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-16T20:25:26.549941] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-16T20:25:26.550784] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-16T20:25:26.550841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:26.550882] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:26.550911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:26.550977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:26.609094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:26.609966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:26.610071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:26.610119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:26.747720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:26.747874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:26.747914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:26.747945] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:26.751403] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=10.53%)
[2025-12-16T20:25:26.751732] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-16T20:25:26.751867] [INFO ] [sig       ] KMDA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:26.903191] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KMDA.txt
[2025-12-16T20:25:26.903381] [INFO ] [sig       ] [1828/3585] Completed KMDA in 0.4s | 2.94 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-16T20:25:26.903423] [INFO ] [sig       ] [1829/3585] Forecasting KMI...
[2025-12-16T20:25:26.903452] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-16T20:25:26.903483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-16T20:25:26.915167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-16T20:25:26.915463] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-16T20:25:26.916222] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-16T20:25:26.916273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:26.916305] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:26.916331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:26.916387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:26.974601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:26.975323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:26.975403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:26.975436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:27.094736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:27.094897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:27.094941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:27.094971] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:27.098347] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=27.36%)
[2025-12-16T20:25:27.098685] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-16T20:25:27.098851] [INFO ] [sig       ] KMI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:27.240842] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KMI.txt
[2025-12-16T20:25:27.240988] [INFO ] [sig       ] [1829/3585] Completed KMI in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-16T20:25:27.241041] [INFO ] [sig       ] [1830/3585] Forecasting KMPB...
[2025-12-16T20:25:27.241076] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-16T20:25:27.241109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-16T20:25:27.252701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-16T20:25:27.253001] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-16T20:25:27.253907] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-16T20:25:27.253957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:27.253999] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:27.254028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:27.254083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:27.313148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:27.314079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:27.314165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:27.314200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:27.419321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:27.419474] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:25:27.419513] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:27.419542] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:27.422906] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-12-16T20:25:27.423190] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-16T20:25:27.423313] [INFO ] [sig       ] KMPB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:27.565313] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KMPB.txt
[2025-12-16T20:25:27.565480] [INFO ] [sig       ] [1830/3585] Completed KMPB in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-16T20:25:27.565525] [INFO ] [sig       ] [1831/3585] Forecasting KMX...
[2025-12-16T20:25:27.565556] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-16T20:25:27.565607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-16T20:25:27.577792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-16T20:25:27.578158] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-16T20:25:27.578954] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-16T20:25:27.579006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:27.579039] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:27.579065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:27.579131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:27.638112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:27.638970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:27.639053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:27.639088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:27.756461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:27.756626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:27.756668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:27.756699] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:27.760144] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-12-16T20:25:27.760426] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-16T20:25:27.760550] [INFO ] [sig       ] KMX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:27.908266] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KMX.txt
[2025-12-16T20:25:27.908428] [INFO ] [sig       ] [1831/3585] Completed KMX in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-16T20:25:27.908469] [INFO ] [sig       ] [1832/3585] Forecasting KN...
[2025-12-16T20:25:27.908498] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-16T20:25:27.908528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-16T20:25:27.920851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-16T20:25:27.921173] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-16T20:25:27.921949] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-16T20:25:27.921999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:27.922057] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:27.922084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:27.922140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:27.978286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:27.979221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:27.979325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:27.979359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:28.098896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:28.099048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:28.099086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:28.099114] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:28.102431] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=58.66%)
[2025-12-16T20:25:28.102718] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-16T20:25:28.102839] [INFO ] [sig       ] KN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:28.237525] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KN.txt
[2025-12-16T20:25:28.237688] [INFO ] [sig       ] [1832/3585] Completed KN in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-16T20:25:28.237729] [INFO ] [sig       ] [1833/3585] Forecasting KNF...
[2025-12-16T20:25:28.237760] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-16T20:25:28.237790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-16T20:25:28.249841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-16T20:25:28.250128] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-16T20:25:28.250885] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-16T20:25:28.250936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:28.250967] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:28.250993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:28.251048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:28.305881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:28.306515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:28.306619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:28.306654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:28.420566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:28.420726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:28.420765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:28.420794] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:28.424063] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=18.16%)
[2025-12-16T20:25:28.424328] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-16T20:25:28.424447] [INFO ] [sig       ] KNF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:28.610677] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KNF.txt
[2025-12-16T20:25:28.610815] [INFO ] [sig       ] [1833/3585] Completed KNF in 0.4s | 2.94 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-16T20:25:28.610853] [INFO ] [sig       ] [1834/3585] Forecasting KNOP...
[2025-12-16T20:25:28.610882] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-16T20:25:28.610918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-16T20:25:28.626203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-16T20:25:28.626536] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-16T20:25:28.627333] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-16T20:25:28.627384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:28.627415] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:28.627442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:28.627505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:28.683095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:28.683757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:28.683841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:28.683874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:28.801649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:28.801797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:28.801835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:28.801863] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:28.805166] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: UP (p=82.52%)
[2025-12-16T20:25:28.805454] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-16T20:25:28.805598] [INFO ] [sig       ] KNOP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:28.945192] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KNOP.txt
[2025-12-16T20:25:28.945352] [INFO ] [sig       ] [1834/3585] Completed KNOP in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-16T20:25:28.945392] [INFO ] [sig       ] [1835/3585] Forecasting KNSA...
[2025-12-16T20:25:28.945421] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-16T20:25:28.945452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-16T20:25:28.957139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-16T20:25:28.957443] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-16T20:25:28.958229] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-16T20:25:28.958291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:28.958323] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:28.958349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:28.958404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:29.014900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:29.015746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:29.015831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:29.015863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:29.137346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:29.137499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:29.137539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:29.137614] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:29.141179] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-12-16T20:25:29.141466] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-16T20:25:29.141609] [INFO ] [sig       ] KNSA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:29.277368] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KNSA.txt
[2025-12-16T20:25:29.277524] [INFO ] [sig       ] [1835/3585] Completed KNSA in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-16T20:25:29.277565] [INFO ] [sig       ] [1836/3585] Forecasting KNSL...
[2025-12-16T20:25:29.277616] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-16T20:25:29.277646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-16T20:25:29.289291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-16T20:25:29.289671] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-16T20:25:29.290417] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-16T20:25:29.290468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:29.290499] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:29.290524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:29.290603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:29.346380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:29.347222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:29.347304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:29.347336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:29.469204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:29.469368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:29.469408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:29.469435] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:29.472781] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=51.45%)
[2025-12-16T20:25:29.473053] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-16T20:25:29.473175] [INFO ] [sig       ] KNSL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:29.611847] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KNSL.txt
[2025-12-16T20:25:29.611997] [INFO ] [sig       ] [1836/3585] Completed KNSL in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-16T20:25:29.612035] [INFO ] [sig       ] [1837/3585] Forecasting KNTK...
[2025-12-16T20:25:29.612065] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-16T20:25:29.612094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-16T20:25:29.624089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-16T20:25:29.624450] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-16T20:25:29.625208] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-16T20:25:29.625258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:29.625290] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:29.625316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:29.625373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:29.682025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:29.682944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:29.683031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:29.683064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:29.807597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:29.807742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:29.807781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:29.807810] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:29.811234] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=91.51%)
[2025-12-16T20:25:29.811517] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-16T20:25:29.811663] [INFO ] [sig       ] KNTK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:29.953797] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KNTK.txt
[2025-12-16T20:25:29.953923] [INFO ] [sig       ] [1837/3585] Completed KNTK in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-16T20:25:29.953963] [INFO ] [sig       ] [1838/3585] Forecasting KNX...
[2025-12-16T20:25:29.953992] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-16T20:25:29.954021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-16T20:25:29.965237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-16T20:25:29.965515] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-16T20:25:29.966264] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-16T20:25:29.966315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:29.966347] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:29.966374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:29.966429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:30.023326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:30.024195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:30.024279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:30.024314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:30.156683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:30.156827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:30.156867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:30.156895] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:30.160257] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: UP (p=87.53%)
[2025-12-16T20:25:30.160525] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-16T20:25:30.160662] [INFO ] [sig       ] KNX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:30.306249] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KNX.txt
[2025-12-16T20:25:30.306381] [INFO ] [sig       ] [1838/3585] Completed KNX in 0.4s | 2.94 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-16T20:25:30.306419] [INFO ] [sig       ] [1839/3585] Forecasting KOD...
[2025-12-16T20:25:30.306450] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-16T20:25:30.306479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-16T20:25:30.317619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-16T20:25:30.317916] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-16T20:25:30.318709] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-16T20:25:30.318759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:30.318792] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:30.318818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:30.318873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:30.376143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:30.376903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:30.376984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:30.377019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:30.498629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:30.498773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:30.498811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:30.498839] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:30.502185] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: UP (p=85.55%)
[2025-12-16T20:25:30.502446] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-16T20:25:30.502566] [INFO ] [sig       ] KOD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:30.643185] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KOD.txt
[2025-12-16T20:25:30.643318] [INFO ] [sig       ] [1839/3585] Completed KOD in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-16T20:25:30.643359] [INFO ] [sig       ] [1840/3585] Forecasting KODK...
[2025-12-16T20:25:30.643389] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-16T20:25:30.643418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-16T20:25:30.654981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-16T20:25:30.655292] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-16T20:25:30.656108] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-16T20:25:30.656160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:30.656191] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:30.656217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:30.656272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:30.713966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:30.714888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:30.714969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:30.715002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:30.843820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:30.843967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:30.844006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:30.844034] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:30.847901] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: UP (p=90.06%)
[2025-12-16T20:25:30.848163] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-16T20:25:30.848281] [INFO ] [sig       ] KODK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:30.986737] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KODK.txt
[2025-12-16T20:25:30.986882] [INFO ] [sig       ] [1840/3585] Completed KODK in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-16T20:25:30.986922] [INFO ] [sig       ] [1841/3585] Forecasting KOF...
[2025-12-16T20:25:30.986952] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-16T20:25:30.986981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-16T20:25:30.998197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-16T20:25:30.998512] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-16T20:25:30.999300] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-16T20:25:30.999351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:30.999382] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:30.999408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:30.999462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:31.056412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:31.057224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:31.057311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:31.057345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:31.181713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:31.181893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:31.181939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:31.181968] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:31.185646] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=8.48%)
[2025-12-16T20:25:31.185930] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-16T20:25:31.186054] [INFO ] [sig       ] KOF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:31.323398] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KOF.txt
[2025-12-16T20:25:31.323528] [INFO ] [sig       ] [1841/3585] Completed KOF in 0.3s | 2.94 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-16T20:25:31.323567] [INFO ] [sig       ] [1842/3585] Forecasting KOP...
[2025-12-16T20:25:31.323614] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-16T20:25:31.323643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-16T20:25:31.334827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-16T20:25:31.335154] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-16T20:25:31.335961] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-16T20:25:31.336012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:31.336044] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:31.336072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:31.336129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:31.393622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:31.394413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:31.394527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:31.394561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:31.513945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:31.514087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:31.514126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:31.514155] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:31.517596] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=31.04%)
[2025-12-16T20:25:31.517883] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-16T20:25:31.518006] [INFO ] [sig       ] KOP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:31.655065] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KOP.txt
[2025-12-16T20:25:31.655196] [INFO ] [sig       ] [1842/3585] Completed KOP in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-16T20:25:31.655235] [INFO ] [sig       ] [1843/3585] Forecasting KOPN...
[2025-12-16T20:25:31.655265] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-16T20:25:31.655296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-16T20:25:31.666473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-16T20:25:31.666783] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-16T20:25:31.667513] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-16T20:25:31.667591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:31.667626] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:31.667653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:31.667708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:31.725033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:31.725854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:31.725935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:31.725968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:31.844460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:31.844618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:31.844658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:31.844686] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:31.847960] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2025-12-16T20:25:31.848218] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-16T20:25:31.848337] [INFO ] [sig       ] KOPN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:31.988850] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KOPN.txt
[2025-12-16T20:25:31.989044] [INFO ] [sig       ] [1843/3585] Completed KOPN in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-16T20:25:31.989086] [INFO ] [sig       ] [1844/3585] Forecasting KOS...
[2025-12-16T20:25:31.989116] [INFO ] [sig       ] Generating forecast for: KOS
[2025-12-16T20:25:31.989169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'.
[2025-12-16T20:25:32.001361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOS'.
[2025-12-16T20:25:32.001692] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-12-16T20:25:32.002484] [DEBUG] [LOCAL     ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt
[2025-12-16T20:25:32.002538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:32.002594] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:32.002630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:32.002688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:32.060809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:32.061547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:32.061646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:32.061681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:32.180222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:32.180369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:32.180409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:32.180439] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:32.183832] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: DOWN (p=45.93%)
[2025-12-16T20:25:32.184102] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-12-16T20:25:32.184225] [INFO ] [sig       ] KOS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:32.320346] [INFO ] [LOCAL     ] Saved forecast: KOS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KOS.txt
[2025-12-16T20:25:32.320474] [INFO ] [sig       ] [1844/3585] Completed KOS in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-16T20:25:32.320513] [INFO ] [sig       ] [1845/3585] Forecasting KOSS...
[2025-12-16T20:25:32.320542] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-16T20:25:32.320586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-16T20:25:32.333798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-16T20:25:32.334136] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-16T20:25:32.334956] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-16T20:25:32.335008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:32.335041] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:32.335068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:32.335123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:32.392648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:32.393391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:32.393472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:32.393504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:32.509982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:32.510122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:32.510160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:32.510191] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:32.513502] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: DOWN (p=47.77%)
[2025-12-16T20:25:32.513778] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-16T20:25:32.513897] [INFO ] [sig       ] KOSS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:32.656847] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KOSS.txt
[2025-12-16T20:25:32.657062] [INFO ] [sig       ] [1845/3585] Completed KOSS in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-16T20:25:32.657127] [INFO ] [sig       ] [1846/3585] Forecasting KPRX...
[2025-12-16T20:25:32.657171] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-16T20:25:32.657219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-16T20:25:32.669236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-16T20:25:32.669606] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-16T20:25:32.670414] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-16T20:25:32.670468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:32.670501] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:32.670527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:32.670612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:32.731003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:32.731830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:32.731909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:32.731942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:32.848666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:32.848813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:32.848853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:32.848882] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:32.852323] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-12-16T20:25:32.852610] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-16T20:25:32.852734] [INFO ] [sig       ] KPRX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:32.990480] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KPRX.txt
[2025-12-16T20:25:32.990630] [INFO ] [sig       ] [1846/3585] Completed KPRX in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-16T20:25:32.990679] [INFO ] [sig       ] [1847/3585] Forecasting KPTI...
[2025-12-16T20:25:32.990709] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-16T20:25:32.990740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-16T20:25:33.001970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-16T20:25:33.002255] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-16T20:25:33.003110] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-16T20:25:33.003168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:33.003209] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:33.003238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:33.003294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:33.061285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:33.061983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:33.062062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:33.062095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:33.181254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:33.181397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:33.181436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:33.181464] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:33.184728] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: DOWN (p=39.14%)
[2025-12-16T20:25:33.185000] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-16T20:25:33.185120] [INFO ] [sig       ] KPTI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:33.322877] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KPTI.txt
[2025-12-16T20:25:33.323031] [INFO ] [sig       ] [1847/3585] Completed KPTI in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-16T20:25:33.323072] [INFO ] [sig       ] [1848/3585] Forecasting KRC...
[2025-12-16T20:25:33.323101] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-16T20:25:33.323130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-16T20:25:33.335160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-16T20:25:33.335503] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-16T20:25:33.336262] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-16T20:25:33.336314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:33.336347] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:33.336374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:33.336428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:33.392390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:33.393061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:33.393140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:33.393172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:33.517316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:33.517509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:33.517549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:33.517594] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:33.521117] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: UP (p=97.50%)
[2025-12-16T20:25:33.521450] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-16T20:25:33.521594] [INFO ] [sig       ] KRC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:33.658266] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KRC.txt
[2025-12-16T20:25:33.658397] [INFO ] [sig       ] [1848/3585] Completed KRC in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-16T20:25:33.658437] [INFO ] [sig       ] [1849/3585] Forecasting KREF...
[2025-12-16T20:25:33.658466] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-16T20:25:33.658495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-16T20:25:33.669967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-16T20:25:33.670242] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-16T20:25:33.671037] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-16T20:25:33.671087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:33.671144] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:33.671170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:33.671225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:33.727524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:33.728353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:33.728436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:33.728468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:33.842599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:33.842751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:33.842789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:33.842817] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:33.846174] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=92.24%)
[2025-12-16T20:25:33.846463] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-16T20:25:33.846606] [INFO ] [sig       ] KREF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:33.985043] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KREF.txt
[2025-12-16T20:25:33.985179] [INFO ] [sig       ] [1849/3585] Completed KREF in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-16T20:25:33.985219] [INFO ] [sig       ] [1850/3585] Forecasting KRG...
[2025-12-16T20:25:33.985250] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-16T20:25:33.985286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-16T20:25:33.996982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-16T20:25:33.997314] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-16T20:25:33.998167] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-16T20:25:33.998221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:33.998255] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:33.998283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:33.998344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:34.058887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:34.059709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:34.059790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:34.059823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:34.187739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:34.187933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:34.188009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:34.188042] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:34.191788] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=19.96%)
[2025-12-16T20:25:34.192080] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-16T20:25:34.192213] [INFO ] [sig       ] KRG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:34.332927] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KRG.txt
[2025-12-16T20:25:34.333053] [INFO ] [sig       ] [1850/3585] Completed KRG in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-16T20:25:34.333091] [INFO ] [sig       ] [1851/3585] Forecasting KRMD...
[2025-12-16T20:25:34.333121] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-16T20:25:34.333151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-16T20:25:34.344419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-16T20:25:34.344711] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-16T20:25:34.345521] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-16T20:25:34.345593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:34.345630] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:34.345658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:34.345714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:34.404212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:34.404887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:34.404964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:34.404997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:34.531445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:34.531612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:34.531653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:34.531682] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:34.535068] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: UP (p=82.96%)
[2025-12-16T20:25:34.535372] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-16T20:25:34.535509] [INFO ] [sig       ] KRMD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:34.673948] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KRMD.txt
[2025-12-16T20:25:34.674075] [INFO ] [sig       ] [1851/3585] Completed KRMD in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-16T20:25:34.674114] [INFO ] [sig       ] [1852/3585] Forecasting KRNY...
[2025-12-16T20:25:34.674143] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-16T20:25:34.674174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-16T20:25:34.684957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-16T20:25:34.685319] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-16T20:25:34.686138] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-16T20:25:34.686191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:34.686224] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:34.686251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:34.686308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:34.743533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:34.744403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:34.744486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:34.744520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:34.865464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:34.865632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:34.865674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:34.865737] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:34.869240] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=93.90%)
[2025-12-16T20:25:34.869522] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-16T20:25:34.869669] [INFO ] [sig       ] KRNY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:35.012988] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KRNY.txt
[2025-12-16T20:25:35.013146] [INFO ] [sig       ] [1852/3585] Completed KRNY in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-16T20:25:35.013187] [INFO ] [sig       ] [1853/3585] Forecasting KRO...
[2025-12-16T20:25:35.013216] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-16T20:25:35.013246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-16T20:25:35.024112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-16T20:25:35.024406] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-16T20:25:35.025188] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-16T20:25:35.025240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:35.025272] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:35.025298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:35.025354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:35.081635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:35.082364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:35.082457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:35.082492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:35.196809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:35.196954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:35.196991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:35.197019] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:35.200345] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=81.23%)
[2025-12-16T20:25:35.200650] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-16T20:25:35.200770] [INFO ] [sig       ] KRO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:35.339122] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KRO.txt
[2025-12-16T20:25:35.339277] [INFO ] [sig       ] [1853/3585] Completed KRO in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-16T20:25:35.339317] [INFO ] [sig       ] [1854/3585] Forecasting KROS...
[2025-12-16T20:25:35.339346] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-16T20:25:35.339375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-16T20:25:35.350387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-16T20:25:35.350716] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-16T20:25:35.351496] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-16T20:25:35.351547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:35.351615] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:35.351645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:35.351702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:35.407774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:35.408532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:35.408633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:35.408668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:35.529991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:35.530140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:35.530180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:35.530209] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:35.533538] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=29.31%)
[2025-12-16T20:25:35.533820] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-16T20:25:35.533942] [INFO ] [sig       ] KROS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:35.674198] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KROS.txt
[2025-12-16T20:25:35.674359] [INFO ] [sig       ] [1854/3585] Completed KROS in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-16T20:25:35.674401] [INFO ] [sig       ] [1855/3585] Forecasting KRP...
[2025-12-16T20:25:35.674430] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-16T20:25:35.674461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-16T20:25:35.686058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-16T20:25:35.686371] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-16T20:25:35.687153] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-16T20:25:35.687204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:35.687235] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:35.687262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:35.687325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:35.742971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:35.743722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:35.743803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:35.743835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:35.861469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:35.861634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:35.861674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:35.861702] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:35.865037] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=75.22%)
[2025-12-16T20:25:35.865310] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-16T20:25:35.865435] [INFO ] [sig       ] KRP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:36.001008] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KRP.txt
[2025-12-16T20:25:36.001159] [INFO ] [sig       ] [1855/3585] Completed KRP in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-16T20:25:36.001198] [INFO ] [sig       ] [1856/3585] Forecasting KRRO...
[2025-12-16T20:25:36.001228] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-16T20:25:36.001257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-16T20:25:36.011830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-16T20:25:36.012139] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-16T20:25:36.012901] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-16T20:25:36.012952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:36.012984] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:36.013010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:36.013066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:36.068211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:36.068978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:36.069056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:36.069088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:36.193661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:36.193808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:36.193847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:36.193875] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:36.197174] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: UP (p=56.62%)
[2025-12-16T20:25:36.197480] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-16T20:25:36.197630] [INFO ] [sig       ] KRRO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:36.346805] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KRRO.txt
[2025-12-16T20:25:36.346961] [INFO ] [sig       ] [1856/3585] Completed KRRO in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-16T20:25:36.347003] [INFO ] [sig       ] [1857/3585] Forecasting KRUS...
[2025-12-16T20:25:36.347031] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-16T20:25:36.347061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-16T20:25:36.358716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-16T20:25:36.359101] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-16T20:25:36.359944] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-16T20:25:36.359997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:36.360030] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:36.360057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:36.360113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:36.420615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:36.421616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:36.421702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:36.421736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:36.538020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:36.538159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:36.538197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:36.538225] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:36.541615] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: DOWN (p=24.26%)
[2025-12-16T20:25:36.541878] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-16T20:25:36.541997] [INFO ] [sig       ] KRUS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:36.680853] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KRUS.txt
[2025-12-16T20:25:36.680985] [INFO ] [sig       ] [1857/3585] Completed KRUS in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-16T20:25:36.681024] [INFO ] [sig       ] [1858/3585] Forecasting KRYS...
[2025-12-16T20:25:36.681062] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-16T20:25:36.681094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-16T20:25:36.692820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-16T20:25:36.693104] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-16T20:25:36.693879] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-16T20:25:36.693930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:36.693962] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:36.693988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:36.694044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:36.754950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:36.755801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:36.755884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:36.755917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:36.875115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:36.875264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:36.875304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:36.875335] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:36.878747] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: UP (p=74.74%)
[2025-12-16T20:25:36.879019] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-16T20:25:36.879158] [INFO ] [sig       ] KRYS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:37.021652] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KRYS.txt
[2025-12-16T20:25:37.021790] [INFO ] [sig       ] [1858/3585] Completed KRYS in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-16T20:25:37.021832] [INFO ] [sig       ] [1859/3585] Forecasting KSCP...
[2025-12-16T20:25:37.021863] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-16T20:25:37.021895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-16T20:25:37.033107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-16T20:25:37.033394] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-16T20:25:37.034173] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-16T20:25:37.034226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:37.034259] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:37.034288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:37.034348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:37.092529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:37.093326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:37.093440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:37.093475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:37.219652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:37.219864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:37.219916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:37.219950] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:37.223628] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-16T20:25:37.223946] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-16T20:25:37.224092] [INFO ] [sig       ] KSCP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:37.369469] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KSCP.txt
[2025-12-16T20:25:37.369642] [INFO ] [sig       ] [1859/3585] Completed KSCP in 0.3s | 2.94 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-16T20:25:37.369689] [INFO ] [sig       ] [1860/3585] Forecasting KSPI...
[2025-12-16T20:25:37.369720] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-16T20:25:37.369752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-16T20:25:37.381293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-16T20:25:37.381691] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-16T20:25:37.382513] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-16T20:25:37.382565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:37.382620] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:37.382649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:37.382706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:37.439755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:37.440472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:37.440554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:37.440612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:37.559894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:37.560044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:37.560085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:37.560114] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:37.563595] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2025-12-16T20:25:37.563875] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-16T20:25:37.564000] [INFO ] [sig       ] KSPI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:37.707057] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KSPI.txt
[2025-12-16T20:25:37.707184] [INFO ] [sig       ] [1860/3585] Completed KSPI in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-16T20:25:37.707222] [INFO ] [sig       ] [1861/3585] Forecasting KSS...
[2025-12-16T20:25:37.707252] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-16T20:25:37.707281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-16T20:25:37.718553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-16T20:25:37.718864] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-16T20:25:37.719654] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-16T20:25:37.719705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:37.719735] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:37.719761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:37.719816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:37.778452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:37.779256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:37.779339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:37.779374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:37.906126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:37.906296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:37.906342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:37.906403] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:37.910052] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=19.65%)
[2025-12-16T20:25:37.910354] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-16T20:25:37.910486] [INFO ] [sig       ] KSS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:38.053388] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KSS.txt
[2025-12-16T20:25:38.053551] [INFO ] [sig       ] [1861/3585] Completed KSS in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-16T20:25:38.053611] [INFO ] [sig       ] [1862/3585] Forecasting KTB...
[2025-12-16T20:25:38.053641] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-16T20:25:38.053670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-16T20:25:38.065395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-16T20:25:38.065724] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-16T20:25:38.066537] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-16T20:25:38.066609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:38.066644] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:38.066672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:38.066729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:38.125192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:38.125972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:38.126054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:38.126087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:38.249752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:38.249907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:38.249945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:38.249976] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:38.253468] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-12-16T20:25:38.253765] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-16T20:25:38.253893] [INFO ] [sig       ] KTB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:38.398326] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KTB.txt
[2025-12-16T20:25:38.398501] [INFO ] [sig       ] [1862/3585] Completed KTB in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-16T20:25:38.398545] [INFO ] [sig       ] [1863/3585] Forecasting KTCC...
[2025-12-16T20:25:38.398592] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-16T20:25:38.398625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-16T20:25:38.409789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-16T20:25:38.410107] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-16T20:25:38.410921] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-16T20:25:38.410974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:38.411007] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:38.411034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:38.411090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:38.469472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:38.470181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:38.470262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:38.470310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:38.578360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:38.578509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:38.578546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:38.578591] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:38.582046] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=28.68%)
[2025-12-16T20:25:38.582326] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-16T20:25:38.582457] [INFO ] [sig       ] KTCC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:38.731889] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KTCC.txt
[2025-12-16T20:25:38.732049] [INFO ] [sig       ] [1863/3585] Completed KTCC in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-16T20:25:38.732099] [INFO ] [sig       ] [1864/3585] Forecasting KTF...
[2025-12-16T20:25:38.732132] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-16T20:25:38.732163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-16T20:25:38.744434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-16T20:25:38.744881] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-16T20:25:38.745911] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-16T20:25:38.745972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:38.746005] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:38.746033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:38.746091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:38.805071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:38.805949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:38.806033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:38.806067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:38.930344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:38.930505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:38.930551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:38.930599] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:38.934066] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=98.41%)
[2025-12-16T20:25:38.934352] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-16T20:25:38.934488] [INFO ] [sig       ] KTF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:39.079166] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KTF.txt
[2025-12-16T20:25:39.079340] [INFO ] [sig       ] [1864/3585] Completed KTF in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-16T20:25:39.079398] [INFO ] [sig       ] [1865/3585] Forecasting KTOS...
[2025-12-16T20:25:39.079433] [INFO ] [sig       ] Generating forecast for: KTOS
[2025-12-16T20:25:39.079465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTOS' from 'https://tdm.silogroup.org/data/derivative_storage/KTOS.csv'.
[2025-12-16T20:25:39.091174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTOS'.
[2025-12-16T20:25:39.091473] [INFO ] [FORECASTER] Starting predict_future for KTOS
[2025-12-16T20:25:39.092227] [DEBUG] [LOCAL     ] No optimal features file found for KTOS: ./output/feature-sets/KTOS.txt
[2025-12-16T20:25:39.092278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:39.092309] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:39.092345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:39.092402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:39.150339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:39.151005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:39.151084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:39.151117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:39.270351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:39.270495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:39.270532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:39.270562] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:39.273850] [DEBUG] [FORECASTER] KTOS: Forecast T+1@11:T+2@11: DOWN (p=48.69%)
[2025-12-16T20:25:39.274110] [INFO ] [FORECASTER] Completed predict_future for KTOS
[2025-12-16T20:25:39.274228] [INFO ] [sig       ] KTOS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:39.416758] [INFO ] [LOCAL     ] Saved forecast: KTOS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KTOS.txt
[2025-12-16T20:25:39.416893] [INFO ] [sig       ] [1865/3585] Completed KTOS in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-16T20:25:39.416933] [INFO ] [sig       ] [1866/3585] Forecasting KURA...
[2025-12-16T20:25:39.416962] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-16T20:25:39.416991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-16T20:25:39.429314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-16T20:25:39.429694] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-16T20:25:39.430492] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-16T20:25:39.430555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:39.430641] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:39.430671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:39.430726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:39.486436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:39.487179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:39.487265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:39.487298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:39.609938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:39.610089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:39.610128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:39.610157] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:39.613604] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: DOWN (p=39.21%)
[2025-12-16T20:25:39.613881] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-16T20:25:39.614005] [INFO ] [sig       ] KURA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:39.755485] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KURA.txt
[2025-12-16T20:25:39.755649] [INFO ] [sig       ] [1866/3585] Completed KURA in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-16T20:25:39.755689] [INFO ] [sig       ] [1867/3585] Forecasting KVHI...
[2025-12-16T20:25:39.755720] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-16T20:25:39.755749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-16T20:25:39.767283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-16T20:25:39.767664] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-16T20:25:39.768407] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-16T20:25:39.768457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:39.768488] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:39.768514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:39.768592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:39.824699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:39.825489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:39.825589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:39.825625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:39.941689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:39.941838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:39.941877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:39.941907] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:39.945300] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: UP (p=60.59%)
[2025-12-16T20:25:39.945598] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-16T20:25:39.945727] [INFO ] [sig       ] KVHI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:40.090075] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KVHI.txt
[2025-12-16T20:25:40.090230] [INFO ] [sig       ] [1867/3585] Completed KVHI in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-16T20:25:40.090274] [INFO ] [sig       ] [1868/3585] Forecasting KVUE...
[2025-12-16T20:25:40.090316] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-16T20:25:40.090349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-16T20:25:40.102166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-12-16T20:25:40.102509] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-16T20:25:40.103313] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-16T20:25:40.103375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:40.103411] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:40.103438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:40.103495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:40.164265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:40.165168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:40.165252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:40.165287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:40.284216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:40.284370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:40.284409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:40.284437] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:40.288006] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-12-16T20:25:40.288287] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-16T20:25:40.288418] [INFO ] [sig       ] KVUE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:40.434314] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KVUE.txt
[2025-12-16T20:25:40.434474] [INFO ] [sig       ] [1868/3585] Completed KVUE in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-16T20:25:40.434523] [INFO ] [sig       ] [1869/3585] Forecasting KVYO...
[2025-12-16T20:25:40.434558] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-16T20:25:40.434617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-16T20:25:40.446178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-16T20:25:40.446543] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-16T20:25:40.447395] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-16T20:25:40.447448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:40.447481] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:40.447508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:40.447564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:40.509961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:40.510871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:40.510959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:40.510992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:40.633306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:40.633459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:40.633497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:40.633561] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:40.636887] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=94.30%)
[2025-12-16T20:25:40.637156] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-16T20:25:40.637276] [INFO ] [sig       ] KVYO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:40.774101] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KVYO.txt
[2025-12-16T20:25:40.774255] [INFO ] [sig       ] [1869/3585] Completed KVYO in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-16T20:25:40.774295] [INFO ] [sig       ] [1870/3585] Forecasting KYN...
[2025-12-16T20:25:40.774325] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-16T20:25:40.774355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-16T20:25:40.785588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-16T20:25:40.785913] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-16T20:25:40.786673] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-16T20:25:40.786724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:40.786756] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:40.786782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:40.786838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:40.842319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:40.843089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:40.843169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:40.843201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:40.957911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:40.958066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:40.958104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:40.958133] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:40.961523] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=65.76%)
[2025-12-16T20:25:40.961812] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-16T20:25:40.961933] [INFO ] [sig       ] KYN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:41.102855] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KYN.txt
[2025-12-16T20:25:41.103008] [INFO ] [sig       ] [1870/3585] Completed KYN in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-16T20:25:41.103050] [INFO ] [sig       ] [1871/3585] Forecasting KYTX...
[2025-12-16T20:25:41.103080] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-16T20:25:41.103111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-16T20:25:41.114967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-16T20:25:41.115293] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-16T20:25:41.116090] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-16T20:25:41.116142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:41.116174] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:41.116200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:41.116257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:41.174792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:41.175607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:41.175695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:41.175743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:41.295420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:41.295559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:41.295627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:41.295657] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:41.298915] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-16T20:25:41.299196] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-16T20:25:41.299318] [INFO ] [sig       ] KYTX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:41.434680] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/KYTX.txt
[2025-12-16T20:25:41.434826] [INFO ] [sig       ] [1871/3585] Completed KYTX in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-16T20:25:41.434868] [INFO ] [sig       ] [1872/3585] Forecasting KZIA...
[2025-12-16T20:25:41.434896] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-16T20:25:41.434926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-16T20:25:41.446066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-16T20:25:41.446408] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-16T20:25:41.447172] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-16T20:25:41.447223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:41.447254] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:41.447280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:41.447335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:41.503022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:41.503862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:41.503955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:41.503989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:41.620206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:41.620358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:41.620396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:41.620427] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:41.623841] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: UP (p=84.93%)
[2025-12-16T20:25:41.624110] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-16T20:25:41.624230] [INFO ] [sig       ] KZIA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:41.762815] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/KZIA.txt
[2025-12-16T20:25:41.762948] [INFO ] [sig       ] [1872/3585] Completed KZIA in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-16T20:25:41.762988] [INFO ] [sig       ] [1873/3585] Forecasting L...
[2025-12-16T20:25:41.763016] [INFO ] [sig       ] Generating forecast for: L
[2025-12-16T20:25:41.763045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-16T20:25:41.774318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-16T20:25:41.774660] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-16T20:25:41.775401] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-16T20:25:41.775452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:41.775483] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:41.775510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:41.775566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:41.836343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:41.837170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:41.837252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:41.837286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:41.959041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:41.959207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:41.959249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:41.959279] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:41.962861] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: UP (p=56.24%)
[2025-12-16T20:25:41.963152] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-16T20:25:41.963310] [INFO ] [sig       ] L: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:42.113431] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/L.txt
[2025-12-16T20:25:42.113606] [INFO ] [sig       ] [1873/3585] Completed L in 0.4s | 2.94 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-16T20:25:42.113650] [INFO ] [sig       ] [1874/3585] Forecasting LAB...
[2025-12-16T20:25:42.113680] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-16T20:25:42.113712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-16T20:25:42.125175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-16T20:25:42.125487] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-16T20:25:42.126368] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-16T20:25:42.126420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:42.126452] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:42.126478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:42.126536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:42.186530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:42.187270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:42.187352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:42.187385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:42.305292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:42.305454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:42.305498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:42.305526] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:42.308851] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: UP (p=51.24%)
[2025-12-16T20:25:42.309129] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-16T20:25:42.309266] [INFO ] [sig       ] LAB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:42.444056] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LAB.txt
[2025-12-16T20:25:42.444203] [INFO ] [sig       ] [1874/3585] Completed LAB in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-16T20:25:42.444242] [INFO ] [sig       ] [1875/3585] Forecasting LAC...
[2025-12-16T20:25:42.444271] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-16T20:25:42.444301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-16T20:25:42.456091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-16T20:25:42.456427] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-16T20:25:42.457187] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-16T20:25:42.457238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:42.457269] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:42.457295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:42.457349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:42.513404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:42.514225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:42.514305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:42.514337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:42.634895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:42.635048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:42.635085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:42.635113] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:42.638397] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-12-16T20:25:42.638713] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-16T20:25:42.638833] [INFO ] [sig       ] LAC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:42.775932] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LAC.txt
[2025-12-16T20:25:42.776066] [INFO ] [sig       ] [1875/3585] Completed LAC in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-16T20:25:42.776105] [INFO ] [sig       ] [1876/3585] Forecasting LAD...
[2025-12-16T20:25:42.776134] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-16T20:25:42.776164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-16T20:25:42.791485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-16T20:25:42.792027] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-16T20:25:42.793118] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-16T20:25:42.793186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:42.793228] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:42.793265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:42.793346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:42.854942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:42.855831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:42.855913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:42.855977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:42.970369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:42.970519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:42.970557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:42.970605] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:42.973963] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=13.47%)
[2025-12-16T20:25:42.974231] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-16T20:25:42.974350] [INFO ] [sig       ] LAD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:43.110532] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LAD.txt
[2025-12-16T20:25:43.110679] [INFO ] [sig       ] [1876/3585] Completed LAD in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-16T20:25:43.110718] [INFO ] [sig       ] [1877/3585] Forecasting LAES...
[2025-12-16T20:25:43.110748] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-16T20:25:43.110779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-16T20:25:43.122014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-16T20:25:43.122300] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-16T20:25:43.123063] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-16T20:25:43.123114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:43.123146] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:43.123173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:43.123229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:43.178862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:43.179611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:43.179690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:43.179722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:43.293885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:43.294030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:43.294068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:43.294097] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:43.297362] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: DOWN (p=0.87%)
[2025-12-16T20:25:43.297649] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-16T20:25:43.297773] [INFO ] [sig       ] LAES: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:43.435479] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LAES.txt
[2025-12-16T20:25:43.435676] [INFO ] [sig       ] [1877/3585] Completed LAES in 0.3s | 2.94 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-16T20:25:43.435721] [INFO ] [sig       ] [1878/3585] Forecasting LAKE...
[2025-12-16T20:25:43.435752] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-16T20:25:43.435783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-16T20:25:43.447655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-16T20:25:43.447935] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-16T20:25:43.448709] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-16T20:25:43.448771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:43.448805] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:43.448833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:43.448890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:43.506517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:43.507340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:43.507419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:43.507452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:43.625154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:43.625314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:43.625355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:43.625386] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:43.628782] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=56.93%)
[2025-12-16T20:25:43.629059] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-16T20:25:43.629200] [INFO ] [sig       ] LAKE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:43.785196] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LAKE.txt
[2025-12-16T20:25:43.785324] [INFO ] [sig       ] [1878/3585] Completed LAKE in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-16T20:25:43.785363] [INFO ] [sig       ] [1879/3585] Forecasting LAND...
[2025-12-16T20:25:43.785393] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-16T20:25:43.785421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-16T20:25:43.798252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-16T20:25:43.798608] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-16T20:25:43.799408] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-16T20:25:43.799459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:43.799491] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:43.799523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:43.799597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:43.857193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:43.858025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:43.858104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:43.858136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:43.978584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:43.978728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:43.978767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:43.978795] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:43.982148] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: DOWN (p=7.21%)
[2025-12-16T20:25:43.982419] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-16T20:25:43.982541] [INFO ] [sig       ] LAND: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:44.124125] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LAND.txt
[2025-12-16T20:25:44.124279] [INFO ] [sig       ] [1879/3585] Completed LAND in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-16T20:25:44.124319] [INFO ] [sig       ] [1880/3585] Forecasting LANDO...
[2025-12-16T20:25:44.124350] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-16T20:25:44.124380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-16T20:25:44.135753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-16T20:25:44.136059] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-16T20:25:44.136812] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-16T20:25:44.136863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:44.136895] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:44.136921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:44.136976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:44.194333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:44.194993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:44.195071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:44.195103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:44.304145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:44.304289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:44.304327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:44.304356] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:44.308061] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2025-12-16T20:25:44.308319] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-16T20:25:44.308438] [INFO ] [sig       ] LANDO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:44.446535] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LANDO.txt
[2025-12-16T20:25:44.446670] [INFO ] [sig       ] [1880/3585] Completed LANDO in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-16T20:25:44.446711] [INFO ] [sig       ] [1881/3585] Forecasting LANDP...
[2025-12-16T20:25:44.446739] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-16T20:25:44.446768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-16T20:25:44.458722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-16T20:25:44.459017] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-16T20:25:44.459837] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-16T20:25:44.459888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:44.459918] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:44.459944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:44.459998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:44.516336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:44.517128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:44.517209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:44.517241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:44.626249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:44.626376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:44.626412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:44.626440] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:44.629736] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2025-12-16T20:25:44.630009] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-16T20:25:44.630129] [INFO ] [sig       ] LANDP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:44.769185] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LANDP.txt
[2025-12-16T20:25:44.769348] [INFO ] [sig       ] [1881/3585] Completed LANDP in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-16T20:25:44.769395] [INFO ] [sig       ] [1882/3585] Forecasting LASE...
[2025-12-16T20:25:44.769426] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-16T20:25:44.769457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-16T20:25:44.781437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-16T20:25:44.781784] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-16T20:25:44.782560] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-16T20:25:44.782644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:44.782683] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:44.782711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:44.782768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:44.842288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:44.843171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:44.843252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:44.843287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:44.962634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:44.962785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:44.962825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:44.962856] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:44.966235] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-16T20:25:44.966504] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-16T20:25:44.966647] [INFO ] [sig       ] LASE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:45.111077] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LASE.txt
[2025-12-16T20:25:45.111230] [INFO ] [sig       ] [1882/3585] Completed LASE in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-16T20:25:45.111270] [INFO ] [sig       ] [1883/3585] Forecasting LAZ...
[2025-12-16T20:25:45.111299] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-16T20:25:45.111329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-16T20:25:45.122750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-16T20:25:45.123065] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-16T20:25:45.123907] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-16T20:25:45.123959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:45.124015] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:45.124044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:45.124100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:45.181809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:45.182398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:45.182478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:45.182510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:45.301803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:45.301938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:45.301978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:45.302007] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:45.305355] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2025-12-16T20:25:45.305674] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-16T20:25:45.305796] [INFO ] [sig       ] LAZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:45.445919] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LAZ.txt
[2025-12-16T20:25:45.446038] [INFO ] [sig       ] [1883/3585] Completed LAZ in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-16T20:25:45.446077] [INFO ] [sig       ] [1884/3585] Forecasting LBRDA...
[2025-12-16T20:25:45.446108] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-16T20:25:45.446139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-16T20:25:45.457690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-16T20:25:45.457994] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-16T20:25:45.458783] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-16T20:25:45.458836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:45.458869] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:45.458896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:45.458953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:45.516508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:45.517153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:45.517232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:45.517265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:45.637012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:45.637134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:45.637172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:45.637201] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:45.640623] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=10.68%)
[2025-12-16T20:25:45.640908] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-16T20:25:45.641050] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:45.786012] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LBRDA.txt
[2025-12-16T20:25:45.786130] [INFO ] [sig       ] [1884/3585] Completed LBRDA in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-16T20:25:45.786167] [INFO ] [sig       ] [1885/3585] Forecasting LBRDK...
[2025-12-16T20:25:45.786195] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-16T20:25:45.786224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-16T20:25:45.797754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-16T20:25:45.798016] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-16T20:25:45.798788] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-16T20:25:45.798840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:45.798874] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:45.798901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:45.798958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:45.856351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:45.856985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:45.857063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:45.857096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:45.979214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:45.979356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:45.979410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:45.979441] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:45.982996] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: DOWN (p=32.05%)
[2025-12-16T20:25:45.983265] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-16T20:25:45.983388] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:46.124020] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LBRDK.txt
[2025-12-16T20:25:46.124172] [INFO ] [sig       ] [1885/3585] Completed LBRDK in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-16T20:25:46.124211] [INFO ] [sig       ] [1886/3585] Forecasting LBTYA...
[2025-12-16T20:25:46.124239] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-16T20:25:46.124272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-16T20:25:46.136200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-16T20:25:46.136610] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-16T20:25:46.137366] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-16T20:25:46.137418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:46.137449] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:46.137475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:46.137531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:46.194106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:46.194921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:46.195005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:46.195038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:46.313523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:46.313672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:46.313712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:46.313772] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:46.317173] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: UP (p=66.17%)
[2025-12-16T20:25:46.323668] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-16T20:25:46.323797] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:46.465909] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LBTYA.txt
[2025-12-16T20:25:46.466021] [INFO ] [sig       ] [1886/3585] Completed LBTYA in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-16T20:25:46.466059] [INFO ] [sig       ] [1887/3585] Forecasting LBTYK...
[2025-12-16T20:25:46.466089] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-16T20:25:46.466119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-16T20:25:46.478489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-16T20:25:46.478830] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-16T20:25:46.479721] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-16T20:25:46.479775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:46.479807] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:46.479833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:46.479890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:46.537869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:46.538710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:46.538797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:46.538830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:46.657135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:46.657297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:46.657337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:46.657365] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:46.660764] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-12-16T20:25:46.661037] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-16T20:25:46.661158] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:46.796665] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LBTYK.txt
[2025-12-16T20:25:46.796803] [INFO ] [sig       ] [1887/3585] Completed LBTYK in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-16T20:25:46.796843] [INFO ] [sig       ] [1888/3585] Forecasting LC...
[2025-12-16T20:25:46.796872] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-16T20:25:46.796902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-16T20:25:46.808937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-16T20:25:46.809256] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-16T20:25:46.810024] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-16T20:25:46.810074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:46.810105] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:46.810130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:46.810185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:46.865396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:46.866020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:46.866096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:46.866128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:46.986217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:46.986367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:46.986405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:46.986434] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:46.989792] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: UP (p=56.60%)
[2025-12-16T20:25:46.990065] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-16T20:25:46.990190] [INFO ] [sig       ] LC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:47.127726] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LC.txt
[2025-12-16T20:25:47.127867] [INFO ] [sig       ] [1888/3585] Completed LC in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-16T20:25:47.127907] [INFO ] [sig       ] [1889/3585] Forecasting LCFY...
[2025-12-16T20:25:47.127938] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-16T20:25:47.127969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-16T20:25:47.139460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-16T20:25:47.139817] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-16T20:25:47.140600] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-16T20:25:47.140663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:47.140717] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:47.140747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:47.140803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:47.198438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:47.199163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:47.199246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:47.199280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:47.306734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:47.306888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:47.306927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:47.306956] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:47.310276] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: UP (p=93.77%)
[2025-12-16T20:25:47.310544] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-16T20:25:47.310688] [INFO ] [sig       ] LCFY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:47.448041] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LCFY.txt
[2025-12-16T20:25:47.448174] [INFO ] [sig       ] [1889/3585] Completed LCFY in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-16T20:25:47.448212] [INFO ] [sig       ] [1890/3585] Forecasting LCID...
[2025-12-16T20:25:47.448241] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-16T20:25:47.448271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-16T20:25:47.460213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-16T20:25:47.460493] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-16T20:25:47.461276] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-16T20:25:47.461327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:47.461358] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:47.461385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:47.461441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:47.518610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:47.519283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:47.519364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:47.519399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:47.641693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:47.641845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:47.641884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:47.641911] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:47.645332] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=82.40%)
[2025-12-16T20:25:47.645625] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-16T20:25:47.645750] [INFO ] [sig       ] LCID: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:47.784808] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LCID.txt
[2025-12-16T20:25:47.784942] [INFO ] [sig       ] [1890/3585] Completed LCID in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-16T20:25:47.784981] [INFO ] [sig       ] [1891/3585] Forecasting LCII...
[2025-12-16T20:25:47.785018] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-16T20:25:47.785054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-16T20:25:47.796406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-16T20:25:47.796714] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-16T20:25:47.797483] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-16T20:25:47.797538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:47.797570] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:47.797621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:47.797677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:47.855994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:47.856680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:47.856762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:47.856795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:47.974885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:47.975035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:47.975077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:47.975107] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:47.978478] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: UP (p=53.64%)
[2025-12-16T20:25:47.978780] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-16T20:25:47.978919] [INFO ] [sig       ] LCII: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:48.118408] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LCII.txt
[2025-12-16T20:25:48.118561] [INFO ] [sig       ] [1891/3585] Completed LCII in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-16T20:25:48.118624] [INFO ] [sig       ] [1892/3585] Forecasting LCNB...
[2025-12-16T20:25:48.118654] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-16T20:25:48.118684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-16T20:25:48.130779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-16T20:25:48.131144] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-16T20:25:48.132034] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-16T20:25:48.132085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:48.132117] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:48.132142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:48.132198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:48.189888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:48.190750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:48.190838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:48.190871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:48.300076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:48.300225] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:25:48.300262] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:48.300290] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:48.303556] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: DOWN (p=44.84%)
[2025-12-16T20:25:48.303843] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-16T20:25:48.303959] [INFO ] [sig       ] LCNB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:48.450123] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LCNB.txt
[2025-12-16T20:25:48.450254] [INFO ] [sig       ] [1892/3585] Completed LCNB in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-16T20:25:48.450301] [INFO ] [sig       ] [1893/3585] Forecasting LDI...
[2025-12-16T20:25:48.450332] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-16T20:25:48.450364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-16T20:25:48.462253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-16T20:25:48.462522] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-16T20:25:48.463262] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-16T20:25:48.463312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:48.463343] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:48.463371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:48.463426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:48.521057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:48.521731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:48.521839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:48.521873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:48.641651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:48.641803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:48.641846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:48.641876] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:48.645375] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=40.47%)
[2025-12-16T20:25:48.645683] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-16T20:25:48.645813] [INFO ] [sig       ] LDI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:48.786347] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LDI.txt
[2025-12-16T20:25:48.786466] [INFO ] [sig       ] [1893/3585] Completed LDI in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-16T20:25:48.786504] [INFO ] [sig       ] [1894/3585] Forecasting LDOS...
[2025-12-16T20:25:48.786535] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-16T20:25:48.786564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-16T20:25:48.797985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-16T20:25:48.798272] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-16T20:25:48.799029] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-16T20:25:48.799079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:48.799111] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:48.799138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:48.799223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:48.855120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:48.855779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:48.855856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:48.855888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:48.972983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:48.973132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:48.973172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:48.973201] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:48.976642] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=93.41%)
[2025-12-16T20:25:48.976909] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-16T20:25:48.977052] [INFO ] [sig       ] LDOS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:49.115239] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LDOS.txt
[2025-12-16T20:25:49.115387] [INFO ] [sig       ] [1894/3585] Completed LDOS in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-16T20:25:49.115426] [INFO ] [sig       ] [1895/3585] Forecasting LDP...
[2025-12-16T20:25:49.115456] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-16T20:25:49.115486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-16T20:25:49.129048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-16T20:25:49.129488] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-16T20:25:49.130322] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-16T20:25:49.130375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:49.130408] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:49.130435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:49.130491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:49.187893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:49.188767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:49.188850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:49.188883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:49.308908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:49.309060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:49.309100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:49.309130] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:49.312656] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=82.28%)
[2025-12-16T20:25:49.312941] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-16T20:25:49.313075] [INFO ] [sig       ] LDP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:49.450694] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LDP.txt
[2025-12-16T20:25:49.450828] [INFO ] [sig       ] [1895/3585] Completed LDP in 0.3s | 2.94 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-16T20:25:49.450867] [INFO ] [sig       ] [1896/3585] Forecasting LDSF...
[2025-12-16T20:25:49.450896] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-16T20:25:49.450925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-16T20:25:49.462894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-16T20:25:49.463192] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-16T20:25:49.463954] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-16T20:25:49.464004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:49.464036] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:49.464063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:49.464118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:49.521208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:49.521919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:49.521998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:49.522031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:49.630235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:49.630388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:49.630446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:49.630476] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:49.633858] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: UP (p=87.79%)
[2025-12-16T20:25:49.634119] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-16T20:25:49.634236] [INFO ] [sig       ] LDSF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:49.774408] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LDSF.txt
[2025-12-16T20:25:49.774566] [INFO ] [sig       ] [1896/3585] Completed LDSF in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-16T20:25:49.774633] [INFO ] [sig       ] [1897/3585] Forecasting LE...
[2025-12-16T20:25:49.774665] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-16T20:25:49.774698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-16T20:25:49.786129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-16T20:25:49.786402] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-16T20:25:49.787191] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-16T20:25:49.787245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:49.787278] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:49.787306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:49.787363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:49.844511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:49.845149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:49.845226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:49.845262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:49.969876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:49.970025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:49.970066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:49.970097] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:49.973456] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: UP (p=90.35%)
[2025-12-16T20:25:49.973746] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-16T20:25:49.973871] [INFO ] [sig       ] LE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:50.110142] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LE.txt
[2025-12-16T20:25:50.110270] [INFO ] [sig       ] [1897/3585] Completed LE in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-16T20:25:50.110309] [INFO ] [sig       ] [1898/3585] Forecasting LEA...
[2025-12-16T20:25:50.110338] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-16T20:25:50.110369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-16T20:25:50.121723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-16T20:25:50.121996] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-16T20:25:50.122780] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-16T20:25:50.122834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:50.122866] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:50.122894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:50.122951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:50.179955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:50.180830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:50.180933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:50.180967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:50.298344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:50.298490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:50.298530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:50.298559] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:50.301836] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: UP (p=57.26%)
[2025-12-16T20:25:50.302097] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-16T20:25:50.302212] [INFO ] [sig       ] LEA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:50.438848] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LEA.txt
[2025-12-16T20:25:50.438980] [INFO ] [sig       ] [1898/3585] Completed LEA in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-16T20:25:50.439019] [INFO ] [sig       ] [1899/3585] Forecasting LECO...
[2025-12-16T20:25:50.439048] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-16T20:25:50.439078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-16T20:25:50.450442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-16T20:25:50.450741] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-16T20:25:50.451502] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-16T20:25:50.451554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:50.451611] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:50.451641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:50.451700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:50.507335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:50.508056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:50.508133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:50.508165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:50.626099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:50.626250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:50.626289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:50.626317] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:50.629639] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2025-12-16T20:25:50.629902] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-16T20:25:50.630019] [INFO ] [sig       ] LECO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:50.768163] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LECO.txt
[2025-12-16T20:25:50.768303] [INFO ] [sig       ] [1899/3585] Completed LECO in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-16T20:25:50.768340] [INFO ] [sig       ] [1900/3585] Forecasting LEG...
[2025-12-16T20:25:50.768370] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-16T20:25:50.768401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-16T20:25:50.780639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-16T20:25:50.780925] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-16T20:25:50.781685] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-16T20:25:50.781739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:50.781796] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:50.781836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:50.781893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:50.839728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:50.840365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:50.840441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:50.840473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:50.960982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:50.961130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:50.961170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:50.961200] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:50.964522] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=24.25%)
[2025-12-16T20:25:50.964806] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-16T20:25:50.964955] [INFO ] [sig       ] LEG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:51.101670] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LEG.txt
[2025-12-16T20:25:51.101796] [INFO ] [sig       ] [1900/3585] Completed LEG in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-16T20:25:51.101835] [INFO ] [sig       ] [1901/3585] Forecasting LEGH...
[2025-12-16T20:25:51.101865] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-16T20:25:51.101895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-16T20:25:51.112848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-16T20:25:51.113136] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-16T20:25:51.113920] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-16T20:25:51.113973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:51.114005] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:51.114034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:51.114091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:51.171124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:51.171882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:51.171964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:51.171997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:51.287213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:51.287363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:51.287402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:51.287430] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:51.290833] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: DOWN (p=4.96%)
[2025-12-16T20:25:51.291104] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-16T20:25:51.291228] [INFO ] [sig       ] LEGH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:51.431170] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LEGH.txt
[2025-12-16T20:25:51.431295] [INFO ] [sig       ] [1901/3585] Completed LEGH in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-16T20:25:51.431334] [INFO ] [sig       ] [1902/3585] Forecasting LEGN...
[2025-12-16T20:25:51.431363] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-16T20:25:51.431392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-16T20:25:51.442754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-12-16T20:25:51.443044] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-16T20:25:51.443811] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-16T20:25:51.443862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:51.443894] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:51.443935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:51.444022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:51.500206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:51.500869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:51.500946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:51.500977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:51.618946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:51.619094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:51.619135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:51.619184] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:51.622638] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: UP (p=53.12%)
[2025-12-16T20:25:51.622933] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-16T20:25:51.623073] [INFO ] [sig       ] LEGN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:51.762055] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LEGN.txt
[2025-12-16T20:25:51.762221] [INFO ] [sig       ] [1902/3585] Completed LEGN in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-16T20:25:51.762281] [INFO ] [sig       ] [1903/3585] Forecasting LEN...
[2025-12-16T20:25:51.762321] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-16T20:25:51.762362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-16T20:25:51.774446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-16T20:25:51.774744] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-16T20:25:51.775491] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-16T20:25:51.775541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:51.775592] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:51.775638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:51.775693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:51.833268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:51.833906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:51.833985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:51.834019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:51.955793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:51.955945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:51.956008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:51.956081] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:51.959447] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=86.55%)
[2025-12-16T20:25:51.959740] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-16T20:25:51.959864] [INFO ] [sig       ] LEN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:52.098099] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LEN.txt
[2025-12-16T20:25:52.098232] [INFO ] [sig       ] [1903/3585] Completed LEN in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-16T20:25:52.098270] [INFO ] [sig       ] [1904/3585] Forecasting LENZ...
[2025-12-16T20:25:52.098300] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-16T20:25:52.098337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-16T20:25:52.109910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-16T20:25:52.110182] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-16T20:25:52.110974] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-16T20:25:52.111026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:52.111059] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:52.111086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:52.111144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:52.167693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:52.168357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:52.168438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:52.168471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:52.286406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:52.286560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:52.286616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:52.286645] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:52.290012] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: DOWN (p=36.23%)
[2025-12-16T20:25:52.290296] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-16T20:25:52.290427] [INFO ] [sig       ] LENZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:52.427999] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LENZ.txt
[2025-12-16T20:25:52.428134] [INFO ] [sig       ] [1904/3585] Completed LENZ in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-16T20:25:52.428173] [INFO ] [sig       ] [1905/3585] Forecasting LEO...
[2025-12-16T20:25:52.428202] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-16T20:25:52.428231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-16T20:25:52.439903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-16T20:25:52.440188] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-16T20:25:52.440946] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-16T20:25:52.440998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:52.441029] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:52.441055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:52.441111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:52.498120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:52.498964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:52.499045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:52.499077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:52.621381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:52.621530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:52.621591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:52.621625] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:52.625106] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=9.41%)
[2025-12-16T20:25:52.625376] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-16T20:25:52.625498] [INFO ] [sig       ] LEO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:52.764369] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LEO.txt
[2025-12-16T20:25:52.764501] [INFO ] [sig       ] [1905/3585] Completed LEO in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-16T20:25:52.764540] [INFO ] [sig       ] [1906/3585] Forecasting LESL...
[2025-12-16T20:25:52.764586] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-16T20:25:52.764619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-16T20:25:52.776186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-16T20:25:52.776473] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-16T20:25:52.777241] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-16T20:25:52.777292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:52.777323] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:52.777349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:52.777404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:52.837879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:52.838541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:52.838634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:52.838668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:52.962197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:52.962342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:52.962384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:52.962413] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:52.965809] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-12-16T20:25:52.966092] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-16T20:25:52.966215] [INFO ] [sig       ] LESL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:53.103921] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LESL.txt
[2025-12-16T20:25:53.104066] [INFO ] [sig       ] [1906/3585] Completed LESL in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-16T20:25:53.104111] [INFO ] [sig       ] [1907/3585] Forecasting LEVI...
[2025-12-16T20:25:53.104144] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-16T20:25:53.104175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-16T20:25:53.116256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-16T20:25:53.116649] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-16T20:25:53.117462] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-16T20:25:53.117515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:53.117547] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:53.117598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:53.117659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:53.176323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:53.177198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:53.177284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:53.177317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:53.303307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:53.303456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:53.303497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:53.303543] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:53.306990] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=86.60%)
[2025-12-16T20:25:53.307338] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-16T20:25:53.307488] [INFO ] [sig       ] LEVI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:53.447923] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LEVI.txt
[2025-12-16T20:25:53.448075] [INFO ] [sig       ] [1907/3585] Completed LEVI in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-16T20:25:53.448116] [INFO ] [sig       ] [1908/3585] Forecasting LFMD...
[2025-12-16T20:25:53.448148] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-16T20:25:53.448178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-16T20:25:53.460060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-16T20:25:53.460436] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-16T20:25:53.461251] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-16T20:25:53.461304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:53.461335] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:53.461362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:53.461418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:53.519354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:53.520246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:53.520336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:53.520371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:53.645216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:53.645373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:53.645413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:53.645443] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:53.649104] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: DOWN (p=41.12%)
[2025-12-16T20:25:53.649437] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-16T20:25:53.649588] [INFO ] [sig       ] LFMD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:53.791714] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LFMD.txt
[2025-12-16T20:25:53.791866] [INFO ] [sig       ] [1908/3585] Completed LFMD in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-16T20:25:53.791906] [INFO ] [sig       ] [1909/3585] Forecasting LFUS...
[2025-12-16T20:25:53.791941] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-16T20:25:53.791983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-16T20:25:53.803564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-16T20:25:53.803958] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-16T20:25:53.804781] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-16T20:25:53.804843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:53.804895] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:53.804934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:53.804992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:53.863124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:53.864019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:53.864106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:53.864140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:53.990092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:53.990250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:53.990291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:53.990320] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:53.993730] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=41.12%)
[2025-12-16T20:25:53.994002] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-16T20:25:53.994126] [INFO ] [sig       ] LFUS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:54.132147] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LFUS.txt
[2025-12-16T20:25:54.132296] [INFO ] [sig       ] [1909/3585] Completed LFUS in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-16T20:25:54.132334] [INFO ] [sig       ] [1910/3585] Forecasting LFVN...
[2025-12-16T20:25:54.132363] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-16T20:25:54.132395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-16T20:25:54.146133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-16T20:25:54.146506] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-16T20:25:54.147306] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-16T20:25:54.147358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:54.147389] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:54.147417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:54.147472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:54.204250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:54.205142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:54.205263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:54.205298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:54.327594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:54.327751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:54.327800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:54.327835] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:54.331248] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: UP (p=71.45%)
[2025-12-16T20:25:54.331541] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-16T20:25:54.331690] [INFO ] [sig       ] LFVN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:54.474198] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LFVN.txt
[2025-12-16T20:25:54.474350] [INFO ] [sig       ] [1910/3585] Completed LFVN in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-16T20:25:54.474393] [INFO ] [sig       ] [1911/3585] Forecasting LGCL...
[2025-12-16T20:25:54.474423] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-16T20:25:54.474452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-16T20:25:54.494596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-16T20:25:54.495031] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-16T20:25:54.495831] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-16T20:25:54.495882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:54.495914] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:54.496132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:54.496200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:54.562919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:54.564020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:54.564110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:54.564144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:54.676459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:54.676621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:54.676662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:54.676692] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:54.680171] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: UP (p=85.13%)
[2025-12-16T20:25:54.680444] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-16T20:25:54.680568] [INFO ] [sig       ] LGCL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:54.819685] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LGCL.txt
[2025-12-16T20:25:54.819817] [INFO ] [sig       ] [1911/3585] Completed LGCL in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-16T20:25:54.819856] [INFO ] [sig       ] [1912/3585] Forecasting LGI...
[2025-12-16T20:25:54.819884] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-16T20:25:54.819913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-16T20:25:54.831072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-16T20:25:54.831357] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-16T20:25:54.832128] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-16T20:25:54.832179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:54.832211] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:54.832238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:54.832293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:54.889203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:54.889852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:54.889942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:54.889975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:55.013026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:55.013185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:55.013226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:55.013256] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:55.016880] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: DOWN (p=31.99%)
[2025-12-16T20:25:55.017362] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-16T20:25:55.017495] [INFO ] [sig       ] LGI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:55.157827] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LGI.txt
[2025-12-16T20:25:55.157992] [INFO ] [sig       ] [1912/3585] Completed LGI in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-16T20:25:55.158035] [INFO ] [sig       ] [1913/3585] Forecasting LGIH...
[2025-12-16T20:25:55.158065] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-16T20:25:55.158095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-16T20:25:55.169440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-16T20:25:55.169774] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-16T20:25:55.170613] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-16T20:25:55.170678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:55.170713] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:55.170741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:55.170799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:55.227985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:55.228759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:55.228837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:55.228870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:55.348734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:55.348882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:55.348923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:55.348954] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:55.352455] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-12-16T20:25:55.352743] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-16T20:25:55.352867] [INFO ] [sig       ] LGIH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:55.493142] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LGIH.txt
[2025-12-16T20:25:55.493321] [INFO ] [sig       ] [1913/3585] Completed LGIH in 0.3s | 2.94 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-16T20:25:55.493365] [INFO ] [sig       ] [1914/3585] Forecasting LGND...
[2025-12-16T20:25:55.493398] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-16T20:25:55.493430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-16T20:25:55.504933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-16T20:25:55.505235] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-16T20:25:55.506030] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-16T20:25:55.506081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:55.506113] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:55.506140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:55.506195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:55.565855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:55.566605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:55.566689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:55.566724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:55.688440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:55.688616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:55.688657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:55.688685] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:55.692168] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: DOWN (p=34.38%)
[2025-12-16T20:25:55.692457] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-16T20:25:55.692602] [INFO ] [sig       ] LGND: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:55.830210] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LGND.txt
[2025-12-16T20:25:55.830361] [INFO ] [sig       ] [1914/3585] Completed LGND in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-16T20:25:55.830400] [INFO ] [sig       ] [1915/3585] Forecasting LH...
[2025-12-16T20:25:55.830430] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-16T20:25:55.830461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-16T20:25:55.844417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-16T20:25:55.844871] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-16T20:25:55.845890] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-16T20:25:55.845951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:55.846000] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:55.846044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:55.846124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:55.917320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:55.918076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:55.918158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:55.918198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:56.048279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:56.048463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:56.048505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:56.048534] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:56.052509] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=73.23%)
[2025-12-16T20:25:56.053028] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-16T20:25:56.053230] [INFO ] [sig       ] LH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:56.198014] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LH.txt
[2025-12-16T20:25:56.198146] [INFO ] [sig       ] [1915/3585] Completed LH in 0.4s | 2.94 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-16T20:25:56.198185] [INFO ] [sig       ] [1916/3585] Forecasting LHX...
[2025-12-16T20:25:56.198215] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-16T20:25:56.198245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-16T20:25:56.210307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-16T20:25:56.210716] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-16T20:25:56.211512] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-16T20:25:56.211564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:56.211617] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:56.211645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:56.211701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:56.269278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:56.270197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:56.270285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:56.270318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:56.393927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:56.394079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:56.394117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:56.394146] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:56.397460] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: DOWN (p=32.35%)
[2025-12-16T20:25:56.397741] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-16T20:25:56.397863] [INFO ] [sig       ] LHX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:56.533515] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LHX.txt
[2025-12-16T20:25:56.533670] [INFO ] [sig       ] [1916/3585] Completed LHX in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-16T20:25:56.533710] [INFO ] [sig       ] [1917/3585] Forecasting LI...
[2025-12-16T20:25:56.533740] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-16T20:25:56.533770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-16T20:25:56.544780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-16T20:25:56.545088] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-16T20:25:56.545851] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-16T20:25:56.545906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:56.545963] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:56.545990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:56.546045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:56.603189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:56.603903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:56.603982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:56.604014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:56.729292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:56.729468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:56.729510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:56.729539] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:56.733023] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-16T20:25:56.733311] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-16T20:25:56.733454] [INFO ] [sig       ] LI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:56.871906] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LI.txt
[2025-12-16T20:25:56.872051] [INFO ] [sig       ] [1917/3585] Completed LI in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-16T20:25:56.872092] [INFO ] [sig       ] [1918/3585] Forecasting LICN...
[2025-12-16T20:25:56.872123] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-16T20:25:56.872153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-16T20:25:56.883609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-16T20:25:56.883989] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-16T20:25:56.884806] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-16T20:25:56.884857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:56.884891] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:56.884923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:56.884992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:56.943417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:56.944257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:56.944356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:56.944391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:57.062534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:57.062698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:57.062744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:57.062772] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:57.066230] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: UP (p=81.36%)
[2025-12-16T20:25:57.066517] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-16T20:25:57.066662] [INFO ] [sig       ] LICN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:57.207065] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LICN.txt
[2025-12-16T20:25:57.207194] [INFO ] [sig       ] [1918/3585] Completed LICN in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-16T20:25:57.207232] [INFO ] [sig       ] [1919/3585] Forecasting LIF...
[2025-12-16T20:25:57.207262] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-16T20:25:57.207291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-16T20:25:57.218371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-16T20:25:57.218717] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-16T20:25:57.219642] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-16T20:25:57.219706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:57.219749] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:57.219785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:57.219865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:57.278713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:57.279568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:57.279669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:57.279701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:57.405962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:57.406114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:57.406152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:57.406179] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:57.409605] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: UP (p=78.85%)
[2025-12-16T20:25:57.409911] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-16T20:25:57.410047] [INFO ] [sig       ] LIF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:57.550267] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LIF.txt
[2025-12-16T20:25:57.550418] [INFO ] [sig       ] [1919/3585] Completed LIF in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-16T20:25:57.550457] [INFO ] [sig       ] [1920/3585] Forecasting LII...
[2025-12-16T20:25:57.550487] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-16T20:25:57.550518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-16T20:25:57.561268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-16T20:25:57.561618] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-16T20:25:57.562398] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-16T20:25:57.562449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:57.562481] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:57.562507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:57.562562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:57.619731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:57.620622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:57.620704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:57.620737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:57.738399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:57.738553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:57.738629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:57.738690] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:57.742252] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=88.12%)
[2025-12-16T20:25:57.742570] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-16T20:25:57.742722] [INFO ] [sig       ] LII: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:57.883208] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LII.txt
[2025-12-16T20:25:57.883359] [INFO ] [sig       ] [1920/3585] Completed LII in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-16T20:25:57.883399] [INFO ] [sig       ] [1921/3585] Forecasting LILA...
[2025-12-16T20:25:57.883429] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-16T20:25:57.883459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-16T20:25:57.894858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-16T20:25:57.895186] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-16T20:25:57.895966] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-16T20:25:57.896019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:57.896051] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:57.896078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:57.896133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:57.954375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:57.955248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:57.955332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:57.955365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:58.073651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:58.073808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:58.073845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:58.073873] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:58.077140] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=2.72%)
[2025-12-16T20:25:58.077415] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-16T20:25:58.077535] [INFO ] [sig       ] LILA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:58.220227] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LILA.txt
[2025-12-16T20:25:58.220377] [INFO ] [sig       ] [1921/3585] Completed LILA in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-16T20:25:58.220416] [INFO ] [sig       ] [1922/3585] Forecasting LILAK...
[2025-12-16T20:25:58.220446] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-16T20:25:58.220476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-16T20:25:58.231943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-16T20:25:58.232320] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-16T20:25:58.233131] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-16T20:25:58.233183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:58.233218] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:58.233256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:58.233323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:58.292352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:58.293231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:58.293347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:58.293382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:58.420165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:58.420316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:58.420355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:58.420385] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:58.423847] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: DOWN (p=27.78%)
[2025-12-16T20:25:58.424163] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-16T20:25:58.424290] [INFO ] [sig       ] LILAK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:58.565368] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LILAK.txt
[2025-12-16T20:25:58.565516] [INFO ] [sig       ] [1922/3585] Completed LILAK in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-16T20:25:58.565555] [INFO ] [sig       ] [1923/3585] Forecasting LIN...
[2025-12-16T20:25:58.565606] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-16T20:25:58.565639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-16T20:25:58.576803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-16T20:25:58.577141] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-16T20:25:58.577937] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-16T20:25:58.578000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:58.578031] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:58.578057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:58.578112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:58.636558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:58.637415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:58.637496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:58.637529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:58.753808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:58.753977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:58.754021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:58.754050] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:58.757435] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: DOWN (p=5.85%)
[2025-12-16T20:25:58.757729] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-16T20:25:58.757876] [INFO ] [sig       ] LIN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:58.897097] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LIN.txt
[2025-12-16T20:25:58.897244] [INFO ] [sig       ] [1923/3585] Completed LIN in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-16T20:25:58.897282] [INFO ] [sig       ] [1924/3585] Forecasting LINC...
[2025-12-16T20:25:58.897311] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-16T20:25:58.897341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-16T20:25:58.908314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-16T20:25:58.908673] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-16T20:25:58.909483] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-16T20:25:58.909535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:58.909601] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:58.909636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:58.909691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:58.967371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:58.968261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:58.968345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:58.968378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:59.083966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:59.084116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:59.084154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:59.084183] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:59.087458] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: UP (p=59.28%)
[2025-12-16T20:25:59.087759] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-16T20:25:59.087901] [INFO ] [sig       ] LINC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:59.226706] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LINC.txt
[2025-12-16T20:25:59.226845] [INFO ] [sig       ] [1924/3585] Completed LINC in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-16T20:25:59.226882] [INFO ] [sig       ] [1925/3585] Forecasting LIND...
[2025-12-16T20:25:59.226911] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-16T20:25:59.226941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-16T20:25:59.237716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-16T20:25:59.237997] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-16T20:25:59.238752] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-16T20:25:59.238802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:59.238833] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:59.238860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:59.238915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:59.295390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:59.296058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:59.296138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:59.296171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:59.415476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:59.415642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:59.415683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:59.415713] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:59.419124] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: DOWN (p=12.25%)
[2025-12-16T20:25:59.419424] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-16T20:25:59.419549] [INFO ] [sig       ] LIND: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:25:59.558102] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LIND.txt
[2025-12-16T20:25:59.558234] [INFO ] [sig       ] [1925/3585] Completed LIND in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-16T20:25:59.558272] [INFO ] [sig       ] [1926/3585] Forecasting LINE...
[2025-12-16T20:25:59.558301] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-16T20:25:59.558331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-16T20:25:59.569107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-16T20:25:59.569446] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-16T20:25:59.570206] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-16T20:25:59.570257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:59.570288] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:59.570314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:59.570369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:59.628232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:59.628943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:59.629025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:59.629058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:25:59.755809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:25:59.755970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:25:59.756008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:25:59.756036] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:25:59.759469] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: UP (p=98.94%)
[2025-12-16T20:25:59.759755] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-16T20:25:59.759896] [INFO ] [sig       ] LINE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:25:59.898604] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LINE.txt
[2025-12-16T20:25:59.898748] [INFO ] [sig       ] [1926/3585] Completed LINE in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-16T20:25:59.898788] [INFO ] [sig       ] [1927/3585] Forecasting LINK...
[2025-12-16T20:25:59.898818] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-16T20:25:59.898847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-16T20:25:59.910066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-16T20:25:59.910447] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-16T20:25:59.911292] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-16T20:25:59.911347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:25:59.911380] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:25:59.911410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:25:59.911466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:25:59.969319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:25:59.970154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:25:59.970290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:25:59.970337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:00.103551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:00.103774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:00.103825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:00.103865] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:00.107367] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-12-16T20:26:00.107706] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-16T20:26:00.107846] [INFO ] [sig       ] LINK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:00.250410] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LINK.txt
[2025-12-16T20:26:00.250560] [INFO ] [sig       ] [1927/3585] Completed LINK in 0.4s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-16T20:26:00.250636] [INFO ] [sig       ] [1928/3585] Forecasting LITE...
[2025-12-16T20:26:00.250669] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-16T20:26:00.250699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-16T20:26:00.262202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-16T20:26:00.262594] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-16T20:26:00.263387] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-16T20:26:00.263441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:00.263474] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:00.263500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:00.263556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:00.321407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:00.322245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:00.322330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:00.322363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:00.445829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:00.445983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:00.446023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:00.446052] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:00.450142] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: UP (p=95.89%)
[2025-12-16T20:26:00.450424] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-16T20:26:00.450554] [INFO ] [sig       ] LITE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:00.588898] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LITE.txt
[2025-12-16T20:26:00.589038] [INFO ] [sig       ] [1928/3585] Completed LITE in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-16T20:26:00.589079] [INFO ] [sig       ] [1929/3585] Forecasting LITM...
[2025-12-16T20:26:00.589111] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-16T20:26:00.589142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-16T20:26:00.600675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-16T20:26:00.600985] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-16T20:26:00.601776] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-16T20:26:00.601828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:00.601860] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:00.601886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:00.601943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:00.659454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:00.660179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:00.660257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:00.660291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:00.778615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:00.778763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:00.778801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:00.778830] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:00.782132] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: DOWN (p=8.59%)
[2025-12-16T20:26:00.782398] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-16T20:26:00.782535] [INFO ] [sig       ] LITM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:00.919591] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LITM.txt
[2025-12-16T20:26:00.919723] [INFO ] [sig       ] [1929/3585] Completed LITM in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-16T20:26:00.919762] [INFO ] [sig       ] [1930/3585] Forecasting LIVN...
[2025-12-16T20:26:00.919792] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-16T20:26:00.919821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-16T20:26:00.930926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-12-16T20:26:00.931204] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-16T20:26:00.931960] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-16T20:26:00.932011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:00.932043] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:00.932069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:00.932124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:00.988047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:00.988758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:00.988835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:00.988868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:01.107018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:01.107167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:01.107205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:01.107238] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:01.110559] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: UP (p=81.37%)
[2025-12-16T20:26:01.110838] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-16T20:26:01.110963] [INFO ] [sig       ] LIVN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:01.251550] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LIVN.txt
[2025-12-16T20:26:01.251768] [INFO ] [sig       ] [1930/3585] Completed LIVN in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-16T20:26:01.251810] [INFO ] [sig       ] [1931/3585] Forecasting LKFN...
[2025-12-16T20:26:01.251842] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-16T20:26:01.251873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-16T20:26:01.263364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-16T20:26:01.263827] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-16T20:26:01.264651] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-16T20:26:01.264703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:01.264735] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:01.264761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:01.264817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:01.322046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:01.322970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:01.323054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:01.323087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:01.444171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:01.444334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:01.444373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:01.444419] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:01.447915] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: UP (p=78.44%)
[2025-12-16T20:26:01.448234] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-16T20:26:01.448370] [INFO ] [sig       ] LKFN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:01.592605] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LKFN.txt
[2025-12-16T20:26:01.592759] [INFO ] [sig       ] [1931/3585] Completed LKFN in 0.3s | 2.94 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-16T20:26:01.592800] [INFO ] [sig       ] [1932/3585] Forecasting LKQ...
[2025-12-16T20:26:01.592831] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-16T20:26:01.592861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-16T20:26:01.604611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-16T20:26:01.605025] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-16T20:26:01.606018] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-16T20:26:01.606070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:01.606103] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:01.606131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:01.606187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:01.662218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:01.663098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:01.663185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:01.663218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:01.779019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:01.779206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:01.779246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:01.779273] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:01.782771] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: UP (p=98.76%)
[2025-12-16T20:26:01.783104] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-16T20:26:01.783238] [INFO ] [sig       ] LKQ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:01.925789] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LKQ.txt
[2025-12-16T20:26:01.925959] [INFO ] [sig       ] [1932/3585] Completed LKQ in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-16T20:26:01.926007] [INFO ] [sig       ] [1933/3585] Forecasting LLY...
[2025-12-16T20:26:01.926043] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-16T20:26:01.926077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-16T20:26:01.938152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-16T20:26:01.938502] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-16T20:26:01.939325] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-16T20:26:01.939377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:01.939408] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:01.939434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:01.939489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:01.996758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:01.997599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:01.997702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:01.997735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:02.121066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:02.121226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:02.121268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:02.121299] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:02.124834] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=82.84%)
[2025-12-16T20:26:02.125119] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-16T20:26:02.125250] [INFO ] [sig       ] LLY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:02.261896] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LLY.txt
[2025-12-16T20:26:02.262045] [INFO ] [sig       ] [1933/3585] Completed LLY in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-16T20:26:02.262084] [INFO ] [sig       ] [1934/3585] Forecasting LLYVA...
[2025-12-16T20:26:02.262114] [INFO ] [sig       ] Generating forecast for: LLYVA
[2025-12-16T20:26:02.262144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVA' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVA.csv'.
[2025-12-16T20:26:02.273157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVA'.
[2025-12-16T20:26:02.273454] [INFO ] [FORECASTER] Starting predict_future for LLYVA
[2025-12-16T20:26:02.274243] [DEBUG] [LOCAL     ] No optimal features file found for LLYVA: ./output/feature-sets/LLYVA.txt
[2025-12-16T20:26:02.274295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:02.274355] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:02.274384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:02.274442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:02.333241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:02.334044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:02.334125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:02.334159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:02.455132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:02.455276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:02.455315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:02.455344] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:02.458783] [DEBUG] [FORECASTER] LLYVA: Forecast T+1@11:T+2@11: UP (p=85.14%)
[2025-12-16T20:26:02.459054] [INFO ] [FORECASTER] Completed predict_future for LLYVA
[2025-12-16T20:26:02.459231] [INFO ] [sig       ] LLYVA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:02.601826] [INFO ] [LOCAL     ] Saved forecast: LLYVA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LLYVA.txt
[2025-12-16T20:26:02.601955] [INFO ] [sig       ] [1934/3585] Completed LLYVA in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-16T20:26:02.601996] [INFO ] [sig       ] [1935/3585] Forecasting LLYVK...
[2025-12-16T20:26:02.602027] [INFO ] [sig       ] Generating forecast for: LLYVK
[2025-12-16T20:26:02.602058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVK' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVK.csv'.
[2025-12-16T20:26:02.614831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVK'.
[2025-12-16T20:26:02.615166] [INFO ] [FORECASTER] Starting predict_future for LLYVK
[2025-12-16T20:26:02.616343] [DEBUG] [LOCAL     ] No optimal features file found for LLYVK: ./output/feature-sets/LLYVK.txt
[2025-12-16T20:26:02.616395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:02.616436] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:02.616464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:02.616519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:02.672128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:02.672721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:02.672799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:02.672831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:02.790720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:02.790858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:02.790896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:02.790923] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:02.794382] [DEBUG] [FORECASTER] LLYVK: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-16T20:26:02.794662] [INFO ] [FORECASTER] Completed predict_future for LLYVK
[2025-12-16T20:26:02.794781] [INFO ] [sig       ] LLYVK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:02.931044] [INFO ] [LOCAL     ] Saved forecast: LLYVK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LLYVK.txt
[2025-12-16T20:26:02.931159] [INFO ] [sig       ] [1935/3585] Completed LLYVK in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-16T20:26:02.931196] [INFO ] [sig       ] [1936/3585] Forecasting LMB...
[2025-12-16T20:26:02.931225] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-16T20:26:02.931255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-16T20:26:02.942605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-16T20:26:02.942861] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-16T20:26:02.943626] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-16T20:26:02.943676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:02.943708] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:02.943734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:02.943790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:02.999044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:02.999706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:02.999788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:02.999821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:03.116063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:03.116211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:03.116248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:03.116276] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:03.119641] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=26.24%)
[2025-12-16T20:26:03.119925] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-16T20:26:03.120054] [INFO ] [sig       ] LMB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:03.257363] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LMB.txt
[2025-12-16T20:26:03.257493] [INFO ] [sig       ] [1936/3585] Completed LMB in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-16T20:26:03.257533] [INFO ] [sig       ] [1937/3585] Forecasting LMBS...
[2025-12-16T20:26:03.257562] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-16T20:26:03.257612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-16T20:26:03.268838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-16T20:26:03.269118] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-16T20:26:03.269909] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-16T20:26:03.269960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:03.269994] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:03.270022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:03.270077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:03.329292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:03.330029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:03.330117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:03.330150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:03.452344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:03.452493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:03.452531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:03.452609] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:03.455988] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=60.46%)
[2025-12-16T20:26:03.456254] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-16T20:26:03.456375] [INFO ] [sig       ] LMBS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:03.598101] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LMBS.txt
[2025-12-16T20:26:03.598232] [INFO ] [sig       ] [1937/3585] Completed LMBS in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-16T20:26:03.598270] [INFO ] [sig       ] [1938/3585] Forecasting LMND...
[2025-12-16T20:26:03.598300] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-16T20:26:03.598330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-16T20:26:03.609875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-16T20:26:03.610237] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-16T20:26:03.611014] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-16T20:26:03.611067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:03.611099] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:03.611126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:03.611182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:03.670092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:03.670828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:03.670909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:03.670946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:03.791282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:03.791439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:03.791478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:03.791506] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:03.794953] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=27.71%)
[2025-12-16T20:26:03.795255] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-16T20:26:03.795381] [INFO ] [sig       ] LMND: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:03.935978] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LMND.txt
[2025-12-16T20:26:03.936119] [INFO ] [sig       ] [1938/3585] Completed LMND in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-16T20:26:03.936159] [INFO ] [sig       ] [1939/3585] Forecasting LNC...
[2025-12-16T20:26:03.936195] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-16T20:26:03.936226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-16T20:26:03.947752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-16T20:26:03.948108] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-16T20:26:03.948955] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-16T20:26:03.949007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:03.949040] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:03.949067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:03.949125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:04.005862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:04.006711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:04.006794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:04.006826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:04.130456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:04.130624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:04.130664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:04.130694] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:04.134115] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=31.44%)
[2025-12-16T20:26:04.134400] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-16T20:26:04.134525] [INFO ] [sig       ] LNC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:04.273706] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LNC.txt
[2025-12-16T20:26:04.273856] [INFO ] [sig       ] [1939/3585] Completed LNC in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-16T20:26:04.273895] [INFO ] [sig       ] [1940/3585] Forecasting LND...
[2025-12-16T20:26:04.273925] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-16T20:26:04.273957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-16T20:26:04.284349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-16T20:26:04.284659] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-16T20:26:04.285443] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-16T20:26:04.285495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:04.285529] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:04.285556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:04.285652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:04.341870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:04.342501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:04.342595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:04.342629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:04.453197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:04.453345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:04.453382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:04.453411] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:04.456920] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=9.53%)
[2025-12-16T20:26:04.457196] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-16T20:26:04.457319] [INFO ] [sig       ] LND: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:04.595167] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LND.txt
[2025-12-16T20:26:04.595308] [INFO ] [sig       ] [1940/3585] Completed LND in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-16T20:26:04.595346] [INFO ] [sig       ] [1941/3585] Forecasting LNG...
[2025-12-16T20:26:04.595377] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-16T20:26:04.595408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-16T20:26:04.606475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-16T20:26:04.606809] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-16T20:26:04.607614] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-16T20:26:04.607667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:04.607699] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:04.607726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:04.607783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:04.666439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:04.667097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:04.667176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:04.667208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:04.792254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:04.792399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:04.792458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:04.792494] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:04.796223] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: DOWN (p=40.56%)
[2025-12-16T20:26:04.796510] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-16T20:26:04.796660] [INFO ] [sig       ] LNG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:04.938106] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LNG.txt
[2025-12-16T20:26:04.938239] [INFO ] [sig       ] [1941/3585] Completed LNG in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-16T20:26:04.938277] [INFO ] [sig       ] [1942/3585] Forecasting LNKB...
[2025-12-16T20:26:04.938307] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-16T20:26:04.938336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-16T20:26:04.950096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-16T20:26:04.950434] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-16T20:26:04.951271] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-16T20:26:04.951323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:04.951356] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:04.951384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:04.951440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:05.009802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:05.010702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:05.010784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:05.010819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:05.125245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:05.125393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:05.125432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:05.125478] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:05.128877] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: UP (p=85.60%)
[2025-12-16T20:26:05.129166] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-16T20:26:05.129290] [INFO ] [sig       ] LNKB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:05.270958] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LNKB.txt
[2025-12-16T20:26:05.271096] [INFO ] [sig       ] [1942/3585] Completed LNKB in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-16T20:26:05.271133] [INFO ] [sig       ] [1943/3585] Forecasting LNN...
[2025-12-16T20:26:05.271164] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-16T20:26:05.271193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-16T20:26:05.282362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-16T20:26:05.282673] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-16T20:26:05.283407] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-16T20:26:05.283458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:05.283489] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:05.283516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:05.283591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:05.340438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:05.341101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:05.341178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:05.341210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:05.461086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:05.461239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:05.461276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:05.461303] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:05.464557] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=66.50%)
[2025-12-16T20:26:05.464839] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-16T20:26:05.464958] [INFO ] [sig       ] LNN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:05.602140] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LNN.txt
[2025-12-16T20:26:05.602269] [INFO ] [sig       ] [1943/3585] Completed LNN in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-16T20:26:05.602307] [INFO ] [sig       ] [1944/3585] Forecasting LNTH...
[2025-12-16T20:26:05.602337] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-16T20:26:05.602366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-16T20:26:05.613257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-16T20:26:05.613559] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-16T20:26:05.614346] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-16T20:26:05.614398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:05.614429] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:05.614456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:05.614511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:05.672289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:05.673004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:05.673114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:05.673150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:05.794518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:05.794684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:05.794726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:05.794759] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:05.798786] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: UP (p=95.20%)
[2025-12-16T20:26:05.799135] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-16T20:26:05.799307] [INFO ] [sig       ] LNTH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:05.947417] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LNTH.txt
[2025-12-16T20:26:05.947589] [INFO ] [sig       ] [1944/3585] Completed LNTH in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-16T20:26:05.947631] [INFO ] [sig       ] [1945/3585] Forecasting LNZA...
[2025-12-16T20:26:05.947662] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-16T20:26:05.947692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-16T20:26:05.959363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-16T20:26:05.959735] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-16T20:26:05.960488] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-16T20:26:05.960539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:05.960589] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:05.960619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:05.960675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:06.016396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:06.017230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:06.017313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:06.017346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:06.132739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:06.132895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:06.132933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:06.132961] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:06.136313] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=23.81%)
[2025-12-16T20:26:06.136605] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-16T20:26:06.136730] [INFO ] [sig       ] LNZA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:06.280171] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LNZA.txt
[2025-12-16T20:26:06.280315] [INFO ] [sig       ] [1945/3585] Completed LNZA in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-16T20:26:06.280354] [INFO ] [sig       ] [1946/3585] Forecasting LOAN...
[2025-12-16T20:26:06.280384] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-16T20:26:06.280413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-16T20:26:06.291542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-16T20:26:06.291891] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-16T20:26:06.292646] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-16T20:26:06.292696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:06.292726] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:06.292753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:06.292819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:06.348823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:06.349531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:06.349631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:06.349665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:06.457048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:06.457197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:06.457235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:06.457264] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:06.460559] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=81.38%)
[2025-12-16T20:26:06.460839] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-16T20:26:06.460957] [INFO ] [sig       ] LOAN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:06.598135] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LOAN.txt
[2025-12-16T20:26:06.598272] [INFO ] [sig       ] [1946/3585] Completed LOAN in 0.3s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-16T20:26:06.598311] [INFO ] [sig       ] [1947/3585] Forecasting LOB...
[2025-12-16T20:26:06.598341] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-16T20:26:06.598371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-16T20:26:06.609792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-16T20:26:06.610100] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-16T20:26:06.610851] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-16T20:26:06.610901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:06.610932] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:06.610958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:06.611013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:06.666952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:06.667763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:06.667845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:06.667877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:06.796180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:06.796335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:06.796375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:06.796408] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:06.799942] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=50.25%)
[2025-12-16T20:26:06.800269] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-16T20:26:06.800404] [INFO ] [sig       ] LOB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:06.961823] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LOB.txt
[2025-12-16T20:26:06.962075] [INFO ] [sig       ] [1947/3585] Completed LOB in 0.4s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-16T20:26:06.962139] [INFO ] [sig       ] [1948/3585] Forecasting LOCO...
[2025-12-16T20:26:06.962189] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-16T20:26:06.962237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-16T20:26:06.978207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-16T20:26:06.978737] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-16T20:26:06.979971] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-16T20:26:06.980064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:06.980122] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:06.980171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:06.980264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:07.067093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:07.068191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:07.068300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:07.068337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:07.239877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:07.240060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:07.240108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:07.240143] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:07.244955] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: UP (p=72.56%)
[2025-12-16T20:26:07.245436] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-16T20:26:07.245654] [INFO ] [sig       ] LOCO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:07.458623] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LOCO.txt
[2025-12-16T20:26:07.458860] [INFO ] [sig       ] [1948/3585] Completed LOCO in 0.5s | 2.94 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-16T20:26:07.458920] [INFO ] [sig       ] [1949/3585] Forecasting LOGI...
[2025-12-16T20:26:07.458968] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-16T20:26:07.459018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-16T20:26:07.479786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-16T20:26:07.480315] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-16T20:26:07.481701] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-16T20:26:07.481773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:07.481828] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:07.481873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:07.481964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:07.569608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:07.570633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:07.570752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:07.570795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:07.736497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:07.736705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:07.736771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:07.736821] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:07.742260] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: DOWN (p=39.91%)
[2025-12-16T20:26:07.742794] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-16T20:26:07.742997] [INFO ] [sig       ] LOGI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:07.948542] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LOGI.txt
[2025-12-16T20:26:07.948787] [INFO ] [sig       ] [1949/3585] Completed LOGI in 0.5s | 2.94 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-16T20:26:07.948851] [INFO ] [sig       ] [1950/3585] Forecasting LOMA...
[2025-12-16T20:26:07.948897] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-16T20:26:07.948947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-16T20:26:07.965445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-16T20:26:07.965938] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-16T20:26:07.967034] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-16T20:26:07.967102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:07.967153] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:07.967195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:07.967284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:08.032388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:08.033307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:08.033415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:08.033451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:08.154860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:08.155013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:08.155059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:08.155098] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:08.158622] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: UP (p=57.70%)
[2025-12-16T20:26:08.158946] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-16T20:26:08.159083] [INFO ] [sig       ] LOMA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:08.302510] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LOMA.txt
[2025-12-16T20:26:08.302650] [INFO ] [sig       ] [1950/3585] Completed LOMA in 0.4s | 2.94 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-16T20:26:08.302691] [INFO ] [sig       ] [1951/3585] Forecasting LOPE...
[2025-12-16T20:26:08.302721] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-16T20:26:08.302750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-16T20:26:08.313883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-16T20:26:08.314184] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-16T20:26:08.314938] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-16T20:26:08.314989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:08.315062] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:08.315090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:08.315146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:08.373186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:08.373882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:08.373963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:08.373997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:08.494289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:08.494438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:08.494477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:08.494507] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:08.497913] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: DOWN (p=8.06%)
[2025-12-16T20:26:08.498215] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-16T20:26:08.498351] [INFO ] [sig       ] LOPE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:08.639994] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LOPE.txt
[2025-12-16T20:26:08.640138] [INFO ] [sig       ] [1951/3585] Completed LOPE in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-16T20:26:08.640179] [INFO ] [sig       ] [1952/3585] Forecasting LOVE...
[2025-12-16T20:26:08.640211] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-16T20:26:08.640242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-16T20:26:08.651821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-16T20:26:08.652126] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-16T20:26:08.652912] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-16T20:26:08.652966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:08.652998] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:08.653024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:08.653078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:08.709192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:08.709807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:08.709883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:08.709915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:08.833806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:08.833954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:08.833991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:08.834019] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:08.837361] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-16T20:26:08.837644] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-16T20:26:08.837762] [INFO ] [sig       ] LOVE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:08.974801] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LOVE.txt
[2025-12-16T20:26:08.974943] [INFO ] [sig       ] [1952/3585] Completed LOVE in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-16T20:26:08.974981] [INFO ] [sig       ] [1953/3585] Forecasting LPCN...
[2025-12-16T20:26:08.975012] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-16T20:26:08.975041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-16T20:26:08.986533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-16T20:26:08.986936] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-16T20:26:08.987756] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-16T20:26:08.987809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:08.987844] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:08.987871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:08.987928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:09.045587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:09.046362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:09.046444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:09.046478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:09.154314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:09.154468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:09.154507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:09.154539] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:09.157929] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=38.06%)
[2025-12-16T20:26:09.158219] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-16T20:26:09.158340] [INFO ] [sig       ] LPCN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:09.294707] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LPCN.txt
[2025-12-16T20:26:09.294859] [INFO ] [sig       ] [1953/3585] Completed LPCN in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-16T20:26:09.294898] [INFO ] [sig       ] [1954/3585] Forecasting LPG...
[2025-12-16T20:26:09.294928] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-16T20:26:09.294961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-16T20:26:09.307031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-16T20:26:09.307397] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-16T20:26:09.308239] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-16T20:26:09.308293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:09.308326] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:09.308353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:09.308408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:09.365377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:09.366209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:09.366296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:09.366339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:09.490637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:09.490793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:09.490833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:09.490898] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:09.494418] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: DOWN (p=32.40%)
[2025-12-16T20:26:09.494727] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-16T20:26:09.494858] [INFO ] [sig       ] LPG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:09.636880] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LPG.txt
[2025-12-16T20:26:09.637039] [INFO ] [sig       ] [1954/3585] Completed LPG in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-16T20:26:09.637084] [INFO ] [sig       ] [1955/3585] Forecasting LPL...
[2025-12-16T20:26:09.637120] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-16T20:26:09.637158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-16T20:26:09.649332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-16T20:26:09.649708] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-16T20:26:09.650535] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-16T20:26:09.650607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:09.650643] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:09.650669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:09.650727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:09.707324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:09.708221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:09.708316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:09.708349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:09.827524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:09.827718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:09.827761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:09.827790] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:09.831394] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=73.45%)
[2025-12-16T20:26:09.831730] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-16T20:26:09.831870] [INFO ] [sig       ] LPL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:09.979912] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LPL.txt
[2025-12-16T20:26:09.980086] [INFO ] [sig       ] [1955/3585] Completed LPL in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-16T20:26:09.980128] [INFO ] [sig       ] [1956/3585] Forecasting LPLA...
[2025-12-16T20:26:09.980157] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-16T20:26:09.980197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-16T20:26:09.994059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-16T20:26:09.994682] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-16T20:26:09.995487] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-16T20:26:09.995541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:09.995604] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:09.995638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:09.995697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:10.055741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:10.056862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:10.056988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:10.057022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:10.179541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:10.179706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:10.179745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:10.179773] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:10.183084] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: UP (p=50.19%)
[2025-12-16T20:26:10.183355] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-16T20:26:10.183480] [INFO ] [sig       ] LPLA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:10.324236] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LPLA.txt
[2025-12-16T20:26:10.324371] [INFO ] [sig       ] [1956/3585] Completed LPLA in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-16T20:26:10.324410] [INFO ] [sig       ] [1957/3585] Forecasting LPRO...
[2025-12-16T20:26:10.324440] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-16T20:26:10.324470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-16T20:26:10.336073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-16T20:26:10.336409] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-16T20:26:10.337166] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-16T20:26:10.337216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:10.337247] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:10.337273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:10.337333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:10.394533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:10.395376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:10.395457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:10.395489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:10.516080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:10.516227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:10.516264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:10.516291] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:10.519611] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: UP (p=69.61%)
[2025-12-16T20:26:10.519876] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-16T20:26:10.519996] [INFO ] [sig       ] LPRO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:10.660387] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LPRO.txt
[2025-12-16T20:26:10.660502] [INFO ] [sig       ] [1957/3585] Completed LPRO in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-16T20:26:10.660539] [INFO ] [sig       ] [1958/3585] Forecasting LPSN...
[2025-12-16T20:26:10.660584] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-16T20:26:10.660618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-16T20:26:10.672184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-16T20:26:10.672509] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-16T20:26:10.673261] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-16T20:26:10.673312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:10.673344] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:10.673371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:10.673427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:10.729466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:10.730117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:10.730195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:10.730231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:10.848818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:10.848968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:10.849006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:10.849034] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:10.852364] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2025-12-16T20:26:10.852646] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-16T20:26:10.852770] [INFO ] [sig       ] LPSN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:10.988679] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LPSN.txt
[2025-12-16T20:26:10.988823] [INFO ] [sig       ] [1958/3585] Completed LPSN in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-16T20:26:10.988863] [INFO ] [sig       ] [1959/3585] Forecasting LPTH...
[2025-12-16T20:26:10.988894] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-16T20:26:10.988923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-16T20:26:11.000272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-16T20:26:11.000796] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-16T20:26:11.001704] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-16T20:26:11.001765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:11.001799] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:11.001825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:11.001881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:11.057633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:11.058404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:11.058487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:11.058519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:11.176424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:11.176598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:11.176638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:11.176667] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:11.180067] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-12-16T20:26:11.180368] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-16T20:26:11.180495] [INFO ] [sig       ] LPTH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:11.323605] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LPTH.txt
[2025-12-16T20:26:11.323758] [INFO ] [sig       ] [1959/3585] Completed LPTH in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-16T20:26:11.323798] [INFO ] [sig       ] [1960/3585] Forecasting LPX...
[2025-12-16T20:26:11.323828] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-16T20:26:11.323858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-16T20:26:11.335140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-16T20:26:11.335509] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-16T20:26:11.336307] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-16T20:26:11.336359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:11.336391] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:11.336418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:11.336474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:11.394084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:11.394978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:11.395067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:11.395100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:11.518871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:11.519019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:11.519060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:11.519088] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:11.522495] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=41.03%)
[2025-12-16T20:26:11.522775] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-16T20:26:11.522904] [INFO ] [sig       ] LPX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:11.663170] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LPX.txt
[2025-12-16T20:26:11.663288] [INFO ] [sig       ] [1960/3585] Completed LPX in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-16T20:26:11.663325] [INFO ] [sig       ] [1961/3585] Forecasting LQDA...
[2025-12-16T20:26:11.663354] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-16T20:26:11.663384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-16T20:26:11.674549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-16T20:26:11.674853] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-16T20:26:11.675641] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-16T20:26:11.675692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:11.675723] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:11.675750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:11.675805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:11.731827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:11.732483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:11.732604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:11.732640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:11.852968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:11.853123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:11.853162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:11.853191] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:11.856539] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: DOWN (p=39.01%)
[2025-12-16T20:26:11.856855] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-16T20:26:11.856984] [INFO ] [sig       ] LQDA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:11.997525] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LQDA.txt
[2025-12-16T20:26:11.997700] [INFO ] [sig       ] [1961/3585] Completed LQDA in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-16T20:26:11.997742] [INFO ] [sig       ] [1962/3585] Forecasting LRCX...
[2025-12-16T20:26:11.997775] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-16T20:26:11.997805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-16T20:26:12.009698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-16T20:26:12.010081] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-16T20:26:12.010914] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-16T20:26:12.010967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:12.010999] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:12.011026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:12.011083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:12.068205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:12.069046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:12.069132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:12.069195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:12.192191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:12.192338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:12.192377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:12.192405] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:12.195747] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-12-16T20:26:12.196017] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-16T20:26:12.196136] [INFO ] [sig       ] LRCX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:12.336245] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LRCX.txt
[2025-12-16T20:26:12.336380] [INFO ] [sig       ] [1962/3585] Completed LRCX in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-16T20:26:12.336424] [INFO ] [sig       ] [1963/3585] Forecasting LRGE...
[2025-12-16T20:26:12.336455] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-16T20:26:12.336484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-16T20:26:12.347864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-16T20:26:12.348208] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-16T20:26:12.349055] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-16T20:26:12.349108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:12.349141] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:12.349197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:12.349256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:12.404499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:12.405188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:12.405269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:12.405302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:12.515864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:12.516005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:12.516043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:12.516071] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:12.519426] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: DOWN (p=35.01%)
[2025-12-16T20:26:12.519717] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-16T20:26:12.519841] [INFO ] [sig       ] LRGE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:12.656315] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LRGE.txt
[2025-12-16T20:26:12.656442] [INFO ] [sig       ] [1963/3585] Completed LRGE in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-16T20:26:12.656482] [INFO ] [sig       ] [1964/3585] Forecasting LSCC...
[2025-12-16T20:26:12.656512] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-16T20:26:12.656542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-16T20:26:12.667866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-16T20:26:12.668179] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-16T20:26:12.669003] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-16T20:26:12.669057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:12.669089] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:12.669116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:12.669197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:12.725969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:12.726674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:12.726751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:12.726792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:12.845997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:12.846144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:12.846182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:12.846210] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:12.849661] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-12-16T20:26:12.849941] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-16T20:26:12.850086] [INFO ] [sig       ] LSCC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:13.042017] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LSCC.txt
[2025-12-16T20:26:13.042173] [INFO ] [sig       ] [1964/3585] Completed LSCC in 0.4s | 2.94 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-16T20:26:13.042212] [INFO ] [sig       ] [1965/3585] Forecasting LSPD...
[2025-12-16T20:26:13.042242] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-16T20:26:13.042272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-16T20:26:13.053266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-16T20:26:13.053550] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-16T20:26:13.054301] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-16T20:26:13.054353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:13.054386] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:13.054412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:13.054468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:13.109936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:13.110603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:13.110681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:13.110714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:13.234125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:13.234279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:13.234319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:13.234347] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:13.237702] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=76.52%)
[2025-12-16T20:26:13.238006] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-16T20:26:13.238137] [INFO ] [sig       ] LSPD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:13.374714] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LSPD.txt
[2025-12-16T20:26:13.374868] [INFO ] [sig       ] [1965/3585] Completed LSPD in 0.3s | 2.94 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-16T20:26:13.374909] [INFO ] [sig       ] [1966/3585] Forecasting LTC...
[2025-12-16T20:26:13.374938] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-16T20:26:13.374968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-16T20:26:13.386236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-16T20:26:13.386637] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-16T20:26:13.387483] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-16T20:26:13.387538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:13.387592] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:13.387623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:13.387682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:13.446261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:13.447097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:13.447181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:13.447219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:13.563653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:13.563786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:13.563846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:13.563878] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:13.567211] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=9.48%)
[2025-12-16T20:26:13.567503] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-16T20:26:13.567645] [INFO ] [sig       ] LTC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:13.713023] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LTC.txt
[2025-12-16T20:26:13.713147] [INFO ] [sig       ] [1966/3585] Completed LTC in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-16T20:26:13.713185] [INFO ] [sig       ] [1967/3585] Forecasting LTH...
[2025-12-16T20:26:13.713215] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-16T20:26:13.713243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-16T20:26:13.724199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-16T20:26:13.724501] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-16T20:26:13.725289] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-16T20:26:13.725351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:13.725390] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:13.725421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:13.725476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:13.781487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:13.782116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:13.782192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:13.782223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:13.898088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:13.898239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:13.898285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:13.898321] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:13.901667] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=20.42%)
[2025-12-16T20:26:13.901930] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-16T20:26:13.902049] [INFO ] [sig       ] LTH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:14.039939] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LTH.txt
[2025-12-16T20:26:14.040075] [INFO ] [sig       ] [1967/3585] Completed LTH in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-16T20:26:14.040116] [INFO ] [sig       ] [1968/3585] Forecasting LTRN...
[2025-12-16T20:26:14.040147] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-16T20:26:14.040179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-16T20:26:14.051294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-16T20:26:14.051630] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-16T20:26:14.052371] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-16T20:26:14.052422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:14.052479] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:14.052508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:14.052592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:14.111358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:14.112280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:14.112370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:14.112404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:14.229923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:14.230076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:14.230116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:14.230145] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:14.233694] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: DOWN (p=23.71%)
[2025-12-16T20:26:14.234008] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-16T20:26:14.234142] [INFO ] [sig       ] LTRN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:14.382751] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LTRN.txt
[2025-12-16T20:26:14.382905] [INFO ] [sig       ] [1968/3585] Completed LTRN in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-16T20:26:14.382945] [INFO ] [sig       ] [1969/3585] Forecasting LTRX...
[2025-12-16T20:26:14.382975] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-16T20:26:14.383006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-16T20:26:14.394941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-16T20:26:14.395312] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-16T20:26:14.396121] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-16T20:26:14.396173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:14.396204] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:14.396231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:14.396286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:14.453374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:14.454238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:14.454335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:14.454371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:14.575522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:14.575697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:14.575737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:14.575767] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:14.579187] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-12-16T20:26:14.579499] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-16T20:26:14.579644] [INFO ] [sig       ] LTRX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:14.718839] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LTRX.txt
[2025-12-16T20:26:14.718989] [INFO ] [sig       ] [1969/3585] Completed LTRX in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-16T20:26:14.719029] [INFO ] [sig       ] [1970/3585] Forecasting LUCD...
[2025-12-16T20:26:14.719059] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-16T20:26:14.719089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-16T20:26:14.730450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-16T20:26:14.730842] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-16T20:26:14.731640] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-16T20:26:14.731693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:14.731737] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:14.731766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:14.731822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:14.788107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:14.788965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:14.789049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:14.789082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:14.908173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:14.908326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:14.908364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:14.908392] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:14.911839] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: DOWN (p=48.54%)
[2025-12-16T20:26:14.912119] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-16T20:26:14.912249] [INFO ] [sig       ] LUCD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:15.049356] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LUCD.txt
[2025-12-16T20:26:15.049492] [INFO ] [sig       ] [1970/3585] Completed LUCD in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-16T20:26:15.049531] [INFO ] [sig       ] [1971/3585] Forecasting LUCY...
[2025-12-16T20:26:15.049560] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-16T20:26:15.049608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-16T20:26:15.061289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-16T20:26:15.061634] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-16T20:26:15.062421] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-16T20:26:15.062471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:15.062502] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:15.062529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:15.062601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:15.118946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:15.119549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:15.119644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:15.119676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:15.236009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:15.236159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:15.236199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:15.236263] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:15.239592] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: DOWN (p=31.26%)
[2025-12-16T20:26:15.239859] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-16T20:26:15.239982] [INFO ] [sig       ] LUCY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:15.377103] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LUCY.txt
[2025-12-16T20:26:15.377269] [INFO ] [sig       ] [1971/3585] Completed LUCY in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-16T20:26:15.377318] [INFO ] [sig       ] [1972/3585] Forecasting LUMN...
[2025-12-16T20:26:15.377355] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-16T20:26:15.377391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-16T20:26:15.388969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-16T20:26:15.389403] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-16T20:26:15.390176] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-16T20:26:15.390234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:15.390272] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:15.390305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:15.390373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:15.448089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:15.449116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:15.449216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:15.449252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:15.573191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:15.573338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:15.573376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:15.573404] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:15.576857] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: UP (p=51.09%)
[2025-12-16T20:26:15.577119] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-16T20:26:15.577246] [INFO ] [sig       ] LUMN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:15.714918] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LUMN.txt
[2025-12-16T20:26:15.715048] [INFO ] [sig       ] [1972/3585] Completed LUMN in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-16T20:26:15.715087] [INFO ] [sig       ] [1973/3585] Forecasting LUNG...
[2025-12-16T20:26:15.715116] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-16T20:26:15.715145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-16T20:26:15.726546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-16T20:26:15.726843] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-16T20:26:15.727634] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-16T20:26:15.727707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:15.727739] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:15.727765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:15.727821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:15.787224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:15.788047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:15.788128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:15.788161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:15.910712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:15.910860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:15.910898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:15.910927] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:15.914360] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: DOWN (p=14.86%)
[2025-12-16T20:26:15.914692] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-16T20:26:15.914826] [INFO ] [sig       ] LUNG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:16.054389] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LUNG.txt
[2025-12-16T20:26:16.054530] [INFO ] [sig       ] [1973/3585] Completed LUNG in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-16T20:26:16.054589] [INFO ] [sig       ] [1974/3585] Forecasting LVHD...
[2025-12-16T20:26:16.054629] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-16T20:26:16.054662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-16T20:26:16.065968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-16T20:26:16.066278] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-16T20:26:16.067058] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-16T20:26:16.067110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:16.067142] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:16.067169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:16.067225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:16.124206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:16.124825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:16.124911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:16.124952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:16.239916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:16.240059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:16.240099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:16.240129] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:16.243517] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: DOWN (p=8.10%)
[2025-12-16T20:26:16.243806] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-16T20:26:16.243929] [INFO ] [sig       ] LVHD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:16.382235] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LVHD.txt
[2025-12-16T20:26:16.382379] [INFO ] [sig       ] [1974/3585] Completed LVHD in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-16T20:26:16.382421] [INFO ] [sig       ] [1975/3585] Forecasting LVO...
[2025-12-16T20:26:16.382449] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-16T20:26:16.382479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-16T20:26:16.393882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-16T20:26:16.394185] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-16T20:26:16.395039] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-16T20:26:16.395093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:16.395127] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:16.395155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:16.395211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:16.454377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:16.455121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:16.455215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:16.455259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:16.575734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:16.575871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:16.575910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:16.575939] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:16.579391] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: DOWN (p=36.36%)
[2025-12-16T20:26:16.579704] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-16T20:26:16.579833] [INFO ] [sig       ] LVO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:16.719529] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LVO.txt
[2025-12-16T20:26:16.719667] [INFO ] [sig       ] [1975/3585] Completed LVO in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-16T20:26:16.719709] [INFO ] [sig       ] [1976/3585] Forecasting LVS...
[2025-12-16T20:26:16.719740] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-16T20:26:16.719772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-16T20:26:16.730953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-16T20:26:16.731251] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-16T20:26:16.732052] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-16T20:26:16.732104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:16.732137] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:16.732165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:16.732221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:16.790667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:16.791351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:16.791433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:16.791466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:16.917431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:16.917633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:16.917681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:16.917713] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:16.921339] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-12-16T20:26:16.921658] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-16T20:26:16.921796] [INFO ] [sig       ] LVS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:17.059676] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LVS.txt
[2025-12-16T20:26:17.059837] [INFO ] [sig       ] [1976/3585] Completed LVS in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-16T20:26:17.059879] [INFO ] [sig       ] [1977/3585] Forecasting LWAY...
[2025-12-16T20:26:17.059908] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-16T20:26:17.059938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-16T20:26:17.070971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-16T20:26:17.071256] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-16T20:26:17.072022] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-16T20:26:17.072074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:17.072105] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:17.072131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:17.072187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:17.128527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:17.129178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:17.129254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:17.129286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:17.249980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:17.250129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:17.250166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:17.250210] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:17.253471] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: DOWN (p=34.72%)
[2025-12-16T20:26:17.253751] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-16T20:26:17.253871] [INFO ] [sig       ] LWAY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:17.390441] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LWAY.txt
[2025-12-16T20:26:17.390609] [INFO ] [sig       ] [1977/3585] Completed LWAY in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-16T20:26:17.390651] [INFO ] [sig       ] [1978/3585] Forecasting LWLG...
[2025-12-16T20:26:17.390680] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-16T20:26:17.390710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-16T20:26:17.401698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-16T20:26:17.401997] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-16T20:26:17.402783] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-16T20:26:17.402834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:17.402865] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:17.402893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:17.402948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:17.459483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:17.460208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:17.460327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:17.460368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:17.584085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:17.584250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:17.584290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:17.584319] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:17.587671] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: UP (p=79.94%)
[2025-12-16T20:26:17.587930] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-16T20:26:17.588050] [INFO ] [sig       ] LWLG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:17.728474] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LWLG.txt
[2025-12-16T20:26:17.728848] [INFO ] [sig       ] [1978/3585] Completed LWLG in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-16T20:26:17.728891] [INFO ] [sig       ] [1979/3585] Forecasting LX...
[2025-12-16T20:26:17.728920] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-16T20:26:17.728950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-16T20:26:17.740930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-16T20:26:17.741297] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-16T20:26:17.742103] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-16T20:26:17.742153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:17.742185] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:17.742210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:17.742265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:17.798695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:17.799622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:17.799708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:17.799756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:17.925309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:17.925469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:17.925508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:17.925537] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:17.928848] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: UP (p=91.64%)
[2025-12-16T20:26:17.929128] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-16T20:26:17.929290] [INFO ] [sig       ] LX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:18.067059] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LX.txt
[2025-12-16T20:26:18.067217] [INFO ] [sig       ] [1979/3585] Completed LX in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-16T20:26:18.067256] [INFO ] [sig       ] [1980/3585] Forecasting LXEO...
[2025-12-16T20:26:18.067287] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-16T20:26:18.067316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-16T20:26:18.078631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-16T20:26:18.078983] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-16T20:26:18.079800] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-16T20:26:18.079851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:18.079882] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:18.079908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:18.079963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:18.135209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:18.136091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:18.136174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:18.136207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:18.255125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:18.255277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:18.255315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:18.255343] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:18.258693] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: UP (p=64.96%)
[2025-12-16T20:26:18.258967] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-16T20:26:18.259091] [INFO ] [sig       ] LXEO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:18.401233] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LXEO.txt
[2025-12-16T20:26:18.401441] [INFO ] [sig       ] [1980/3585] Completed LXEO in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-16T20:26:18.401483] [INFO ] [sig       ] [1981/3585] Forecasting LXP...
[2025-12-16T20:26:18.401515] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-16T20:26:18.401556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-16T20:26:18.413417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-16T20:26:18.413797] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-16T20:26:18.414648] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-16T20:26:18.414700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:18.414733] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:18.414771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:18.414828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:18.471614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:18.472458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:18.472549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:18.472601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:18.591255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:18.591418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:18.591466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:18.591497] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:18.594862] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=76.37%)
[2025-12-16T20:26:18.595143] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-16T20:26:18.595270] [INFO ] [sig       ] LXP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:18.733485] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LXP.txt
[2025-12-16T20:26:18.733695] [INFO ] [sig       ] [1981/3585] Completed LXP in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-16T20:26:18.733761] [INFO ] [sig       ] [1982/3585] Forecasting LYB...
[2025-12-16T20:26:18.733803] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-16T20:26:18.733846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-16T20:26:18.745686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-16T20:26:18.746074] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-16T20:26:18.746893] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-16T20:26:18.746946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:18.746980] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:18.747007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:18.747062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:18.803464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:18.804299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:18.804380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:18.804411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:18.922535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:18.922705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:18.922746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:18.922776] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:18.926244] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: UP (p=82.98%)
[2025-12-16T20:26:18.926548] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-16T20:26:18.926704] [INFO ] [sig       ] LYB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:19.065344] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LYB.txt
[2025-12-16T20:26:19.065511] [INFO ] [sig       ] [1982/3585] Completed LYB in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-16T20:26:19.065550] [INFO ] [sig       ] [1983/3585] Forecasting LYEL...
[2025-12-16T20:26:19.065604] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-16T20:26:19.065637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-16T20:26:19.077182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-16T20:26:19.077563] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-16T20:26:19.078369] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-16T20:26:19.078421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:19.078452] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:19.078478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:19.078534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:19.134236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:19.135116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:19.135196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:19.135229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:19.265720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:19.265866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:19.265905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:19.265935] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:19.269355] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: UP (p=62.45%)
[2025-12-16T20:26:19.269715] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-16T20:26:19.269847] [INFO ] [sig       ] LYEL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:19.411852] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LYEL.txt
[2025-12-16T20:26:19.411978] [INFO ] [sig       ] [1983/3585] Completed LYEL in 0.3s | 2.94 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-16T20:26:19.412016] [INFO ] [sig       ] [1984/3585] Forecasting LYG...
[2025-12-16T20:26:19.412046] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-16T20:26:19.412079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-16T20:26:19.423642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-16T20:26:19.423936] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-16T20:26:19.424741] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-16T20:26:19.424793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:19.424826] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:19.424878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:19.424966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:19.484652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:19.485337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:19.485430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:19.485471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:19.616916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:19.617060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:19.617099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:19.617129] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:19.620714] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=15.78%)
[2025-12-16T20:26:19.620987] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-16T20:26:19.621112] [INFO ] [sig       ] LYG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:19.766028] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LYG.txt
[2025-12-16T20:26:19.766184] [INFO ] [sig       ] [1984/3585] Completed LYG in 0.4s | 2.94 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-16T20:26:19.766223] [INFO ] [sig       ] [1985/3585] Forecasting LYRA...
[2025-12-16T20:26:19.766254] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-16T20:26:19.766284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-16T20:26:19.777477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-16T20:26:19.777822] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-16T20:26:19.778610] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-16T20:26:19.778664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:19.778722] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:19.778752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:19.778809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:19.836968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:19.837831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:19.837914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:19.837946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:19.958216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:19.958365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:19.958403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:19.958431] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:19.961728] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-12-16T20:26:19.961993] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-16T20:26:19.962115] [INFO ] [sig       ] LYRA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:20.100807] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LYRA.txt
[2025-12-16T20:26:20.100962] [INFO ] [sig       ] [1985/3585] Completed LYRA in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-16T20:26:20.101005] [INFO ] [sig       ] [1986/3585] Forecasting LYTS...
[2025-12-16T20:26:20.101033] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-16T20:26:20.101063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-16T20:26:20.112348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-16T20:26:20.112657] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-16T20:26:20.113397] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-16T20:26:20.113448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:20.113480] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:20.113507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:20.113563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:20.172186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:20.173030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:20.173113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:20.173146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:20.293057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:20.293207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:20.293245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:20.293275] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:20.296556] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=5.65%)
[2025-12-16T20:26:20.296835] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-16T20:26:20.296958] [INFO ] [sig       ] LYTS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:20.435207] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LYTS.txt
[2025-12-16T20:26:20.435337] [INFO ] [sig       ] [1986/3585] Completed LYTS in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-16T20:26:20.435376] [INFO ] [sig       ] [1987/3585] Forecasting LZ...
[2025-12-16T20:26:20.435405] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-16T20:26:20.435435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-16T20:26:20.446391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-16T20:26:20.446693] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-16T20:26:20.447454] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-16T20:26:20.447512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:20.447543] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:20.447587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:20.447646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:20.504128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:20.504768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:20.504844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:20.504876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:20.624396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:20.624533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:20.624586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:20.624617] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:20.627909] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: UP (p=69.73%)
[2025-12-16T20:26:20.628170] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-16T20:26:20.628290] [INFO ] [sig       ] LZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:20.766179] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/LZ.txt
[2025-12-16T20:26:20.766300] [INFO ] [sig       ] [1987/3585] Completed LZ in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-16T20:26:20.766339] [INFO ] [sig       ] [1988/3585] Forecasting LZB...
[2025-12-16T20:26:20.766369] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-16T20:26:20.766402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-16T20:26:20.777267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-16T20:26:20.777602] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-16T20:26:20.778337] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-16T20:26:20.778388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:20.778419] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:20.778445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:20.778501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:20.834923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:20.835669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:20.835745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:20.835778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:20.958497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:20.958652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:20.958691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:20.958748] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:20.962032] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: DOWN (p=11.37%)
[2025-12-16T20:26:20.962307] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-16T20:26:20.962431] [INFO ] [sig       ] LZB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:21.097927] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LZB.txt
[2025-12-16T20:26:21.098054] [INFO ] [sig       ] [1988/3585] Completed LZB in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-16T20:26:21.098092] [INFO ] [sig       ] [1989/3585] Forecasting LZM...
[2025-12-16T20:26:21.098122] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-16T20:26:21.098151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-16T20:26:21.109221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-16T20:26:21.109512] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-16T20:26:21.110281] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-16T20:26:21.110332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:21.110363] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:21.110389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:21.110449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:21.166333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:21.166963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:21.167040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:21.167071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:21.287046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:21.287303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:21.287343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:21.287371] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:21.290738] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=34.05%)
[2025-12-16T20:26:21.291000] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-16T20:26:21.291123] [INFO ] [sig       ] LZM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:21.428218] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/LZM.txt
[2025-12-16T20:26:21.428338] [INFO ] [sig       ] [1989/3585] Completed LZM in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-16T20:26:21.428384] [INFO ] [sig       ] [1990/3585] Forecasting M...
[2025-12-16T20:26:21.428420] [INFO ] [sig       ] Generating forecast for: M
[2025-12-16T20:26:21.428456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-16T20:26:21.440256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-16T20:26:21.440556] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-16T20:26:21.441311] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-16T20:26:21.441368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:21.441406] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:21.441438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:21.441506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:21.498025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:21.498628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:21.498704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:21.498735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:21.619754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:21.619878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:21.619929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:21.619960] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:21.623173] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=66.42%)
[2025-12-16T20:26:21.623447] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-16T20:26:21.623599] [INFO ] [sig       ] M: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:21.761530] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/M.txt
[2025-12-16T20:26:21.761701] [INFO ] [sig       ] [1990/3585] Completed M in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-16T20:26:21.761744] [INFO ] [sig       ] [1991/3585] Forecasting MA...
[2025-12-16T20:26:21.761773] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-16T20:26:21.761803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-16T20:26:21.773249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-16T20:26:21.773527] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-16T20:26:21.774318] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-16T20:26:21.774369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:21.774401] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:21.774427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:21.774481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:21.831617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:21.832271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:21.832356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:21.832389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:21.951647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:21.951808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:21.951847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:21.951874] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:21.955145] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=76.11%)
[2025-12-16T20:26:21.955412] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-16T20:26:21.955534] [INFO ] [sig       ] MA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:22.091439] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MA.txt
[2025-12-16T20:26:22.091585] [INFO ] [sig       ] [1991/3585] Completed MA in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-16T20:26:22.091626] [INFO ] [sig       ] [1992/3585] Forecasting MAA...
[2025-12-16T20:26:22.091654] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-16T20:26:22.091684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-16T20:26:22.103268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-16T20:26:22.103592] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-16T20:26:22.104342] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-16T20:26:22.104393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:22.104424] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:22.104450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:22.104505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:22.159216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:22.159929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:22.160031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:22.160063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:22.279063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:22.279376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:22.279494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:22.279526] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:22.283387] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: UP (p=63.06%)
[2025-12-16T20:26:22.283745] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-16T20:26:22.283901] [INFO ] [sig       ] MAA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:22.421609] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MAA.txt
[2025-12-16T20:26:22.421774] [INFO ] [sig       ] [1992/3585] Completed MAA in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-16T20:26:22.421815] [INFO ] [sig       ] [1993/3585] Forecasting MAC...
[2025-12-16T20:26:22.421845] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-16T20:26:22.421874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-16T20:26:22.433739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-16T20:26:22.434125] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-16T20:26:22.434908] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-16T20:26:22.434959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:22.434989] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:22.435015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:22.435070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:22.491700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:22.492606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:22.492690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:22.492723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:22.618476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:22.618647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:22.618690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:22.618720] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:22.622187] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2025-12-16T20:26:22.622457] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-16T20:26:22.622595] [INFO ] [sig       ] MAC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:22.765080] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MAC.txt
[2025-12-16T20:26:22.765229] [INFO ] [sig       ] [1993/3585] Completed MAC in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-16T20:26:22.765268] [INFO ] [sig       ] [1994/3585] Forecasting MAMA...
[2025-12-16T20:26:22.765297] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-16T20:26:22.765327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-16T20:26:22.776801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-16T20:26:22.777070] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-16T20:26:22.777855] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-16T20:26:22.777905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:22.777948] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:22.777976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:22.778032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:22.836905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:22.837775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:22.837859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:22.837893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:22.962453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:22.962621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:22.962662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:22.962690] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:22.966173] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: DOWN (p=14.89%)
[2025-12-16T20:26:22.966452] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-16T20:26:22.966594] [INFO ] [sig       ] MAMA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:23.104629] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MAMA.txt
[2025-12-16T20:26:23.104757] [INFO ] [sig       ] [1994/3585] Completed MAMA in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-16T20:26:23.104794] [INFO ] [sig       ] [1995/3585] Forecasting MAN...
[2025-12-16T20:26:23.104823] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-16T20:26:23.104853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-16T20:26:23.116056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-16T20:26:23.116338] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-16T20:26:23.117099] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-16T20:26:23.117149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:23.117180] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:23.117208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:23.117263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:23.173975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:23.174782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:23.174897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:23.174932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:23.293503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:23.293666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:23.293707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:23.293737] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:23.297128] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=78.75%)
[2025-12-16T20:26:23.297400] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-16T20:26:23.297528] [INFO ] [sig       ] MAN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:23.439036] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MAN.txt
[2025-12-16T20:26:23.439194] [INFO ] [sig       ] [1995/3585] Completed MAN in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-16T20:26:23.439241] [INFO ] [sig       ] [1996/3585] Forecasting MANH...
[2025-12-16T20:26:23.439272] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-16T20:26:23.439304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-16T20:26:23.451765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-16T20:26:23.452182] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-16T20:26:23.452985] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-16T20:26:23.453037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:23.453068] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:23.453095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:23.453151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:23.509607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:23.510477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:23.510599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:23.510633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:23.635218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:23.635366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:23.635405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:23.635433] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:23.639002] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: DOWN (p=35.93%)
[2025-12-16T20:26:23.639289] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-16T20:26:23.639415] [INFO ] [sig       ] MANH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:23.779564] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MANH.txt
[2025-12-16T20:26:23.779744] [INFO ] [sig       ] [1996/3585] Completed MANH in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-16T20:26:23.779792] [INFO ] [sig       ] [1997/3585] Forecasting MARA...
[2025-12-16T20:26:23.779832] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-16T20:26:23.779866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-16T20:26:23.791171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-16T20:26:23.791510] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-16T20:26:23.792296] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-16T20:26:23.792349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:23.792380] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:23.792407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:23.792467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:23.848180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:23.849039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:23.849125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:23.849176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:23.971862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:23.972008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:23.972046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:23.972074] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:23.975325] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2025-12-16T20:26:23.975637] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-16T20:26:23.975759] [INFO ] [sig       ] MARA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:24.111076] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MARA.txt
[2025-12-16T20:26:24.111206] [INFO ] [sig       ] [1997/3585] Completed MARA in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-16T20:26:24.111245] [INFO ] [sig       ] [1998/3585] Forecasting MAS...
[2025-12-16T20:26:24.111279] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-16T20:26:24.111310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-16T20:26:24.122626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-16T20:26:24.122935] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-16T20:26:24.123717] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-16T20:26:24.123770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:24.123803] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:24.123831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:24.123888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:24.180251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:24.180995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:24.181074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:24.181106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:24.297886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:24.298029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:24.298067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:24.298096] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:24.301495] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=22.45%)
[2025-12-16T20:26:24.301803] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-16T20:26:24.301924] [INFO ] [sig       ] MAS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:24.441687] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MAS.txt
[2025-12-16T20:26:24.441887] [INFO ] [sig       ] [1998/3585] Completed MAS in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-16T20:26:24.441950] [INFO ] [sig       ] [1999/3585] Forecasting MASI...
[2025-12-16T20:26:24.441992] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-16T20:26:24.442035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-16T20:26:24.453749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-16T20:26:24.454063] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-16T20:26:24.454835] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-16T20:26:24.454886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:24.454916] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:24.454942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:24.454997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:24.510845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:24.511476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:24.511553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:24.511604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:24.629800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:24.629942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:24.629980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:24.630008] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:24.633285] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=68.00%)
[2025-12-16T20:26:24.633545] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-16T20:26:24.633683] [INFO ] [sig       ] MASI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:24.771307] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MASI.txt
[2025-12-16T20:26:24.771419] [INFO ] [sig       ] [1999/3585] Completed MASI in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-16T20:26:24.771464] [INFO ] [sig       ] [2000/3585] Forecasting MASS...
[2025-12-16T20:26:24.771499] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-16T20:26:24.771536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-16T20:26:24.782130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-16T20:26:24.782408] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-16T20:26:24.783198] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-16T20:26:24.783249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:24.783280] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:24.783307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:24.783362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:24.839290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:24.839948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:24.840026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:24.840058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:24.958731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:24.958866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:24.958902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:24.958930] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:24.962183] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: UP (p=95.96%)
[2025-12-16T20:26:24.962443] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-16T20:26:24.962566] [INFO ] [sig       ] MASS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:25.097349] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MASS.txt
[2025-12-16T20:26:25.097478] [INFO ] [sig       ] [2000/3585] Completed MASS in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-16T20:26:25.097525] [INFO ] [sig       ] [2001/3585] Forecasting MATX...
[2025-12-16T20:26:25.097560] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-16T20:26:25.097620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-16T20:26:25.109094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-16T20:26:25.109391] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-16T20:26:25.110154] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-16T20:26:25.110205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:25.110237] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:25.110264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:25.110320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:25.168230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:25.168873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:25.168950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:25.168981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:25.290399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:25.290545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:25.290607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:25.290656] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:25.294117] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=19.12%)
[2025-12-16T20:26:25.294406] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-16T20:26:25.294541] [INFO ] [sig       ] MATX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:25.434804] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MATX.txt
[2025-12-16T20:26:25.434930] [INFO ] [sig       ] [2001/3585] Completed MATX in 0.3s | 2.94 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-16T20:26:25.434970] [INFO ] [sig       ] [2002/3585] Forecasting MAX...
[2025-12-16T20:26:25.435005] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-16T20:26:25.435037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-16T20:26:25.446500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-16T20:26:25.446813] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-16T20:26:25.447624] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-16T20:26:25.447677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:25.447736] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:25.447765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:25.447822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:25.506863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:25.507553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:25.507667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:25.507702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:25.625408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:25.625533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:25.625588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:25.625626] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:25.629172] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-12-16T20:26:25.629447] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-16T20:26:25.629618] [INFO ] [sig       ] MAX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:25.769140] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MAX.txt
[2025-12-16T20:26:25.769293] [INFO ] [sig       ] [2002/3585] Completed MAX in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-16T20:26:25.769334] [INFO ] [sig       ] [2003/3585] Forecasting MAXI...
[2025-12-16T20:26:25.769365] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-16T20:26:25.769395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-16T20:26:25.780934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-16T20:26:25.781267] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-16T20:26:25.782085] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-16T20:26:25.782138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:25.782170] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:25.782198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:25.782256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:25.840918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:25.841512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:25.841624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:25.841678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:25.960057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:25.960186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:25.960223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:25.960257] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:25.963517] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: UP (p=79.56%)
[2025-12-16T20:26:25.963797] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-16T20:26:25.963916] [INFO ] [sig       ] MAXI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:26.107717] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MAXI.txt
[2025-12-16T20:26:26.107887] [INFO ] [sig       ] [2003/3585] Completed MAXI in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-16T20:26:26.107929] [INFO ] [sig       ] [2004/3585] Forecasting MAXN...
[2025-12-16T20:26:26.107960] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-16T20:26:26.107991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-16T20:26:26.119618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-16T20:26:26.119908] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-16T20:26:26.120735] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-16T20:26:26.120788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:26.120821] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:26.120848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:26.120905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:26.178622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:26.179241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:26.179317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:26.179348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:26.290703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:26.290848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:26.290889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:26.290917] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:26.294338] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=94.14%)
[2025-12-16T20:26:26.294626] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-16T20:26:26.294744] [INFO ] [sig       ] MAXN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:26.435619] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MAXN.txt
[2025-12-16T20:26:26.435747] [INFO ] [sig       ] [2004/3585] Completed MAXN in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-16T20:26:26.435784] [INFO ] [sig       ] [2005/3585] Forecasting MBB...
[2025-12-16T20:26:26.435813] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-16T20:26:26.435845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-16T20:26:26.446761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-16T20:26:26.447010] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-16T20:26:26.447762] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-16T20:26:26.447812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:26.447843] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:26.447882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:26.447944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:26.503132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:26.503741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:26.503817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:26.503850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:26.623374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:26.623489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:26.623525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:26.623598] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:26.626791] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: UP (p=91.74%)
[2025-12-16T20:26:26.627057] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-16T20:26:26.627179] [INFO ] [sig       ] MBB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:26.761274] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MBB.txt
[2025-12-16T20:26:26.761415] [INFO ] [sig       ] [2005/3585] Completed MBB in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-16T20:26:26.761454] [INFO ] [sig       ] [2006/3585] Forecasting MBC...
[2025-12-16T20:26:26.761483] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-16T20:26:26.761512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-16T20:26:26.772759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-16T20:26:26.773063] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-16T20:26:26.773858] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-16T20:26:26.773912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:26.773944] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:26.773972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:26.774029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:26.831342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:26.831945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:26.832024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:26.832055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:26.951181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:26.951299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:26.951345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:26.951375] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:26.954666] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: UP (p=89.37%)
[2025-12-16T20:26:26.954948] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-16T20:26:26.955075] [INFO ] [sig       ] MBC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:27.094996] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MBC.txt
[2025-12-16T20:26:27.095111] [INFO ] [sig       ] [2006/3585] Completed MBC in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-16T20:26:27.095148] [INFO ] [sig       ] [2007/3585] Forecasting MBCN...
[2025-12-16T20:26:27.095176] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-16T20:26:27.095207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-16T20:26:27.104885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-16T20:26:27.105123] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-16T20:26:27.105896] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-16T20:26:27.105947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:27.105978] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:27.106005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:27.106061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:27.162924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:27.163644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:27.163725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:27.163757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:27.264211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:27.264365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:27.264408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:27.264439] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:27.267828] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-12-16T20:26:27.268095] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-16T20:26:27.268218] [INFO ] [sig       ] MBCN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:27.405153] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MBCN.txt
[2025-12-16T20:26:27.405283] [INFO ] [sig       ] [2007/3585] Completed MBCN in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-16T20:26:27.405321] [INFO ] [sig       ] [2008/3585] Forecasting MBI...
[2025-12-16T20:26:27.405351] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-16T20:26:27.405381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-16T20:26:27.416134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-16T20:26:27.416446] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-16T20:26:27.417226] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-16T20:26:27.417279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:27.417312] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:27.417340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:27.417402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:27.473198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:27.473817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:27.473894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:27.473926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:27.592786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:27.592931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:27.592969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:27.592997] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:27.596316] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=23.92%)
[2025-12-16T20:26:27.596598] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-16T20:26:27.596718] [INFO ] [sig       ] MBI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:27.732964] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MBI.txt
[2025-12-16T20:26:27.733092] [INFO ] [sig       ] [2008/3585] Completed MBI in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-16T20:26:27.733131] [INFO ] [sig       ] [2009/3585] Forecasting MBIN...
[2025-12-16T20:26:27.733160] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-16T20:26:27.733189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-16T20:26:27.744462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-16T20:26:27.744823] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-16T20:26:27.745618] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-16T20:26:27.745674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:27.745708] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:27.745736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:27.745797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:27.801538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:27.802293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:27.802373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:27.802405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:27.916815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:27.916956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:27.916993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:27.917022] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:27.920297] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-16T20:26:27.920560] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-16T20:26:27.920698] [INFO ] [sig       ] MBIN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:28.055621] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MBIN.txt
[2025-12-16T20:26:28.055763] [INFO ] [sig       ] [2009/3585] Completed MBIN in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-16T20:26:28.055801] [INFO ] [sig       ] [2010/3585] Forecasting MBIO...
[2025-12-16T20:26:28.055831] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-16T20:26:28.055860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-16T20:26:28.066647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-12-16T20:26:28.066961] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-16T20:26:28.067785] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-16T20:26:28.067840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:28.067873] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:28.067902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:28.067960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:28.122999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:28.123677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:28.123755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:28.123787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:28.246517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:28.246690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:28.246913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:28.246943] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:28.254321] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: UP (p=76.97%)
[2025-12-16T20:26:28.254739] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-16T20:26:28.254898] [INFO ] [sig       ] MBIO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:28.408239] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MBIO.txt
[2025-12-16T20:26:28.408389] [INFO ] [sig       ] [2010/3585] Completed MBIO in 0.4s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-16T20:26:28.408429] [INFO ] [sig       ] [2011/3585] Forecasting MBLY...
[2025-12-16T20:26:28.408459] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-16T20:26:28.408490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-16T20:26:28.419666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-16T20:26:28.419963] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-16T20:26:28.420759] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-16T20:26:28.420810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:28.420842] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:28.420868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:28.420924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:28.477475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:28.478147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:28.478225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:28.478257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:28.596632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:28.596763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:28.596801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:28.596829] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:28.600133] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=74.62%)
[2025-12-16T20:26:28.600393] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-16T20:26:28.600519] [INFO ] [sig       ] MBLY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:28.737051] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MBLY.txt
[2025-12-16T20:26:28.737164] [INFO ] [sig       ] [2011/3585] Completed MBLY in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-16T20:26:28.737201] [INFO ] [sig       ] [2012/3585] Forecasting MBS...
[2025-12-16T20:26:28.737231] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-16T20:26:28.737261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-16T20:26:28.748236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-16T20:26:28.748600] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-16T20:26:28.749374] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-16T20:26:28.749425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:28.749456] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:28.749483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:28.749538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:28.805764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:28.806350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:28.806451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:28.806484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:28.924208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:28.924338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:28.924375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:28.924403] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:28.927649] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-12-16T20:26:28.927917] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-16T20:26:28.928037] [INFO ] [sig       ] MBS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:29.065182] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MBS.txt
[2025-12-16T20:26:29.065298] [INFO ] [sig       ] [2012/3585] Completed MBS in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-16T20:26:29.065336] [INFO ] [sig       ] [2013/3585] Forecasting MBWM...
[2025-12-16T20:26:29.065366] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-16T20:26:29.065395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-16T20:26:29.076245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-16T20:26:29.076531] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-16T20:26:29.077291] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-16T20:26:29.077342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:29.077374] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:29.077400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:29.077457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:29.133927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:29.134522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:29.134615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:29.134648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:29.250105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:29.250249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:29.250288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:29.250317] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:29.253659] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: UP (p=54.03%)
[2025-12-16T20:26:29.253924] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-16T20:26:29.254043] [INFO ] [sig       ] MBWM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:29.389794] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MBWM.txt
[2025-12-16T20:26:29.389908] [INFO ] [sig       ] [2013/3585] Completed MBWM in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-16T20:26:29.389947] [INFO ] [sig       ] [2014/3585] Forecasting MBX...
[2025-12-16T20:26:29.389976] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-16T20:26:29.390006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-16T20:26:29.401155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-16T20:26:29.401444] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-16T20:26:29.402200] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-16T20:26:29.402250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:29.402282] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:29.402308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:29.402364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:29.458364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:29.458981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:29.459056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:29.459088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:29.581001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:29.581147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:29.581187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:29.581215] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:29.584435] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=53.67%)
[2025-12-16T20:26:29.584736] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-16T20:26:29.584871] [INFO ] [sig       ] MBX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:29.721643] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MBX.txt
[2025-12-16T20:26:29.721757] [INFO ] [sig       ] [2014/3585] Completed MBX in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-16T20:26:29.721794] [INFO ] [sig       ] [2015/3585] Forecasting MC...
[2025-12-16T20:26:29.721823] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-16T20:26:29.721855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-16T20:26:29.736391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-16T20:26:29.736771] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-16T20:26:29.737598] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-16T20:26:29.737660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:29.737698] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:29.737731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:29.737793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:29.794000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:29.794661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:29.794744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:29.794776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:29.913127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:29.913253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:29.913288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:29.913317] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:29.916550] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2025-12-16T20:26:29.916827] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-16T20:26:29.916967] [INFO ] [sig       ] MC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:30.051830] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MC.txt
[2025-12-16T20:26:30.051981] [INFO ] [sig       ] [2015/3585] Completed MC in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-16T20:26:30.052021] [INFO ] [sig       ] [2016/3585] Forecasting MCBS...
[2025-12-16T20:26:30.052053] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-16T20:26:30.052084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-16T20:26:30.063188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-16T20:26:30.063459] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-16T20:26:30.064244] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-16T20:26:30.064296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:30.064328] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:30.064354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:30.064409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:30.121115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:30.121889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:30.121969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:30.122001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:30.239982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:30.240104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:30.240140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:30.240168] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:30.243342] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: DOWN (p=31.85%)
[2025-12-16T20:26:30.243620] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-16T20:26:30.243737] [INFO ] [sig       ] MCBS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:30.380082] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MCBS.txt
[2025-12-16T20:26:30.380204] [INFO ] [sig       ] [2016/3585] Completed MCBS in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-16T20:26:30.380243] [INFO ] [sig       ] [2017/3585] Forecasting MCHI...
[2025-12-16T20:26:30.380273] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-16T20:26:30.380303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-16T20:26:30.391167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-16T20:26:30.391437] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-16T20:26:30.392191] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-16T20:26:30.392242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:30.392272] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:30.392299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:30.392354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:30.448162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:30.448790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:30.448865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:30.448897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:30.575718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:30.575834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:30.575872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:30.575901] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:30.579211] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2025-12-16T20:26:30.579477] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-16T20:26:30.579630] [INFO ] [sig       ] MCHI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:30.717444] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MCHI.txt
[2025-12-16T20:26:30.717589] [INFO ] [sig       ] [2017/3585] Completed MCHI in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-16T20:26:30.717639] [INFO ] [sig       ] [2018/3585] Forecasting MCHP...
[2025-12-16T20:26:30.717675] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-16T20:26:30.717710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-16T20:26:30.728945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-16T20:26:30.729301] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-16T20:26:30.730143] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-16T20:26:30.730196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:30.730240] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:30.730268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:30.730326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:30.789412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:30.790070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:30.790146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:30.790178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:30.911557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:30.911708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:30.911753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:30.911781] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:30.915047] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=28.50%)
[2025-12-16T20:26:30.915308] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-16T20:26:30.915425] [INFO ] [sig       ] MCHP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:31.052647] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MCHP.txt
[2025-12-16T20:26:31.052767] [INFO ] [sig       ] [2018/3585] Completed MCHP in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-16T20:26:31.052804] [INFO ] [sig       ] [2019/3585] Forecasting MCHX...
[2025-12-16T20:26:31.052835] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-16T20:26:31.052863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-16T20:26:31.063802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-16T20:26:31.064114] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-16T20:26:31.064877] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-16T20:26:31.064928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:31.064983] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:31.065011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:31.065067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:31.120801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:31.121426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:31.121503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:31.121534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:31.226268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:31.226407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:31.226444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:31.226472] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:31.229722] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: UP (p=82.62%)
[2025-12-16T20:26:31.229984] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-16T20:26:31.230102] [INFO ] [sig       ] MCHX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:31.367860] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MCHX.txt
[2025-12-16T20:26:31.368010] [INFO ] [sig       ] [2019/3585] Completed MCHX in 0.3s | 2.94 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-16T20:26:31.368051] [INFO ] [sig       ] [2020/3585] Forecasting MCI...
[2025-12-16T20:26:31.368081] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-16T20:26:31.368110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-16T20:26:31.379398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-16T20:26:31.379814] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-16T20:26:31.380591] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-16T20:26:31.380648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:31.380679] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:31.380705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:31.380760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:31.436922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:31.437755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:31.437836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:31.437868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:31.551942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:31.552094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:31.552133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:31.552161] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:31.555567] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=26.06%)
[2025-12-16T20:26:31.555857] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-16T20:26:31.555999] [INFO ] [sig       ] MCI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:31.695938] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MCI.txt
[2025-12-16T20:26:31.696067] [INFO ] [sig       ] [2020/3585] Completed MCI in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-16T20:26:31.696105] [INFO ] [sig       ] [2021/3585] Forecasting MCK...
[2025-12-16T20:26:31.696133] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-16T20:26:31.696163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-16T20:26:31.707832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-16T20:26:31.708140] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-16T20:26:31.708920] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-16T20:26:31.708973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:31.709006] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:31.709034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:31.709090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:31.768729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:31.769742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:31.769841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:31.769885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:31.896779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:31.896936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:31.896976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:31.897005] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:31.900396] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-12-16T20:26:31.900703] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-16T20:26:31.900840] [INFO ] [sig       ] MCK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:32.037304] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MCK.txt
[2025-12-16T20:26:32.037423] [INFO ] [sig       ] [2021/3585] Completed MCK in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-16T20:26:32.037467] [INFO ] [sig       ] [2022/3585] Forecasting MCN...
[2025-12-16T20:26:32.037496] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-16T20:26:32.037526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-16T20:26:32.049896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-16T20:26:32.050313] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-16T20:26:32.051199] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-16T20:26:32.051254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:32.051287] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:32.051313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:32.051370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:32.109644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:32.110520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:32.110645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:32.110683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:32.226618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:32.226775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:32.226813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:32.226889] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:32.232864] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: UP (p=62.08%)
[2025-12-16T20:26:32.233309] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-16T20:26:32.233464] [INFO ] [sig       ] MCN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:32.370078] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MCN.txt
[2025-12-16T20:26:32.370207] [INFO ] [sig       ] [2022/3585] Completed MCN in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-16T20:26:32.370245] [INFO ] [sig       ] [2023/3585] Forecasting MCO...
[2025-12-16T20:26:32.370274] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-16T20:26:32.370305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-16T20:26:32.381889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-16T20:26:32.382275] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-16T20:26:32.383119] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-16T20:26:32.383174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:32.383207] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:32.383234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:32.383292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:32.439707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:32.440503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:32.440599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:32.440633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:32.558754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:32.558917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:32.558971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:32.559005] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:32.563012] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-12-16T20:26:32.563336] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-16T20:26:32.563503] [INFO ] [sig       ] MCO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:32.715284] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MCO.txt
[2025-12-16T20:26:32.715436] [INFO ] [sig       ] [2023/3585] Completed MCO in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-16T20:26:32.715475] [INFO ] [sig       ] [2024/3585] Forecasting MCRB...
[2025-12-16T20:26:32.715528] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-16T20:26:32.715560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-16T20:26:32.734087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-16T20:26:32.734398] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-16T20:26:32.735171] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-16T20:26:32.735222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:32.735253] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:32.735279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:32.735334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:32.791489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:32.792360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:32.792444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:32.792476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:32.907533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:32.907704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:32.907750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:32.907785] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:32.911096] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-12-16T20:26:32.911356] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-16T20:26:32.911474] [INFO ] [sig       ] MCRB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:33.048420] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MCRB.txt
[2025-12-16T20:26:33.048595] [INFO ] [sig       ] [2024/3585] Completed MCRB in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-16T20:26:33.048638] [INFO ] [sig       ] [2025/3585] Forecasting MCRI...
[2025-12-16T20:26:33.048669] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-16T20:26:33.048702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-16T20:26:33.059493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-16T20:26:33.059820] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-16T20:26:33.060555] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-16T20:26:33.060626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:33.060658] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:33.060684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:33.060747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:33.115969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:33.116825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:33.116910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:33.116943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:33.241823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:33.241986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:33.242026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:33.242072] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:33.245472] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: UP (p=86.78%)
[2025-12-16T20:26:33.245767] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-16T20:26:33.245906] [INFO ] [sig       ] MCRI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:33.386934] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MCRI.txt
[2025-12-16T20:26:33.387087] [INFO ] [sig       ] [2025/3585] Completed MCRI in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-16T20:26:33.387126] [INFO ] [sig       ] [2026/3585] Forecasting MCS...
[2025-12-16T20:26:33.387155] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-16T20:26:33.387186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-16T20:26:33.398274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-16T20:26:33.398647] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-16T20:26:33.399478] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-16T20:26:33.399530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:33.399561] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:33.399608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:33.399666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:33.455710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:33.456486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:33.456565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:33.456615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:33.578726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:33.578876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:33.578915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:33.578944] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:33.582346] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=11.98%)
[2025-12-16T20:26:33.582642] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-16T20:26:33.582774] [INFO ] [sig       ] MCS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:33.722056] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MCS.txt
[2025-12-16T20:26:33.722208] [INFO ] [sig       ] [2026/3585] Completed MCS in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-16T20:26:33.722246] [INFO ] [sig       ] [2027/3585] Forecasting MCY...
[2025-12-16T20:26:33.722275] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-16T20:26:33.722305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-16T20:26:33.734110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-16T20:26:33.734383] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-16T20:26:33.735150] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-16T20:26:33.735202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:33.735234] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:33.735261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:33.735316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:33.792485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:33.793344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:33.793441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:33.793474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:33.909627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:33.909783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:33.909829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:33.909863] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:33.913220] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=24.30%)
[2025-12-16T20:26:33.913483] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-16T20:26:33.913619] [INFO ] [sig       ] MCY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:34.052660] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MCY.txt
[2025-12-16T20:26:34.052813] [INFO ] [sig       ] [2027/3585] Completed MCY in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-16T20:26:34.052853] [INFO ] [sig       ] [2028/3585] Forecasting MD...
[2025-12-16T20:26:34.052882] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-16T20:26:34.052912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-16T20:26:34.064350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-16T20:26:34.064676] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-16T20:26:34.065420] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-16T20:26:34.065470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:34.065501] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:34.065528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:34.065601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:34.122520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:34.123359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:34.123439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:34.123472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:34.243397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:34.243549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:34.243604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:34.243634] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:34.246963] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: DOWN (p=40.16%)
[2025-12-16T20:26:34.247255] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-16T20:26:34.247387] [INFO ] [sig       ] MD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:34.386918] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MD.txt
[2025-12-16T20:26:34.387070] [INFO ] [sig       ] [2028/3585] Completed MD in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-16T20:26:34.387109] [INFO ] [sig       ] [2029/3585] Forecasting MDAI...
[2025-12-16T20:26:34.387139] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-16T20:26:34.387169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-16T20:26:34.397990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-16T20:26:34.398339] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-16T20:26:34.399111] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-16T20:26:34.399204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:34.399237] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:34.399275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:34.399333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:34.455487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:34.456309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:34.456419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:34.456453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:34.587110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:34.587293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:34.587341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:34.587383] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:34.591511] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: UP (p=55.96%)
[2025-12-16T20:26:34.591878] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-16T20:26:34.592029] [INFO ] [sig       ] MDAI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:34.745619] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MDAI.txt
[2025-12-16T20:26:34.745799] [INFO ] [sig       ] [2029/3585] Completed MDAI in 0.4s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-16T20:26:34.745842] [INFO ] [sig       ] [2030/3585] Forecasting MDB...
[2025-12-16T20:26:34.745874] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-16T20:26:34.745904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-16T20:26:34.757524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-16T20:26:34.757848] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-16T20:26:34.758615] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-16T20:26:34.758672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:34.758710] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:34.758742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:34.758810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:34.813839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:34.814418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:34.814494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:34.814525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:34.937443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:34.937586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:34.937625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:34.937654] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:34.940952] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-16T20:26:34.941219] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-16T20:26:34.941340] [INFO ] [sig       ] MDB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:35.077818] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MDB.txt
[2025-12-16T20:26:35.077947] [INFO ] [sig       ] [2030/3585] Completed MDB in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-16T20:26:35.077985] [INFO ] [sig       ] [2031/3585] Forecasting MDGL...
[2025-12-16T20:26:35.078013] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-16T20:26:35.078043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-16T20:26:35.089257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-16T20:26:35.089540] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-16T20:26:35.090361] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-16T20:26:35.090412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:35.090443] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:35.090470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:35.090525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:35.145668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:35.146239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:35.146316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:35.146347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:35.262994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:35.263144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:35.263185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:35.263214] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:35.266612] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: UP (p=55.55%)
[2025-12-16T20:26:35.266876] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-16T20:26:35.266995] [INFO ] [sig       ] MDGL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:35.404444] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MDGL.txt
[2025-12-16T20:26:35.404584] [INFO ] [sig       ] [2031/3585] Completed MDGL in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-16T20:26:35.404624] [INFO ] [sig       ] [2032/3585] Forecasting MDLZ...
[2025-12-16T20:26:35.404653] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-16T20:26:35.404685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-16T20:26:35.416108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-16T20:26:35.416375] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-16T20:26:35.417141] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-16T20:26:35.417191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:35.417223] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:35.417251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:35.417306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:35.474195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:35.474876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:35.474956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:35.474990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:35.597164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:35.597296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:35.597336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:35.597367] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:35.600732] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-16T20:26:35.601018] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-16T20:26:35.601137] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:35.738990] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MDLZ.txt
[2025-12-16T20:26:35.739142] [INFO ] [sig       ] [2032/3585] Completed MDLZ in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-16T20:26:35.739200] [INFO ] [sig       ] [2033/3585] Forecasting MDWD...
[2025-12-16T20:26:35.739232] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-16T20:26:35.739270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-16T20:26:35.750666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-16T20:26:35.751005] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-16T20:26:35.751794] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-16T20:26:35.751850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:35.751883] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:35.751909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:35.751973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:35.809166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:35.809855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:35.809935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:35.809968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:35.923910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:35.924051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:35.924091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:35.924121] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:35.927482] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: DOWN (p=24.61%)
[2025-12-16T20:26:35.927791] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-16T20:26:35.927931] [INFO ] [sig       ] MDWD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:36.063857] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MDWD.txt
[2025-12-16T20:26:36.064018] [INFO ] [sig       ] [2033/3585] Completed MDWD in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-16T20:26:36.064066] [INFO ] [sig       ] [2034/3585] Forecasting MDXG...
[2025-12-16T20:26:36.064096] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-16T20:26:36.064127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-16T20:26:36.074917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-16T20:26:36.075172] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-16T20:26:36.075929] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-16T20:26:36.075979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:36.076010] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:36.076037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:36.076092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:36.133356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:36.134166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:36.134248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:36.134282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:36.255180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:36.255363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:36.255410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:36.255440] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:36.259072] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: DOWN (p=12.12%)
[2025-12-16T20:26:36.259378] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-16T20:26:36.259502] [INFO ] [sig       ] MDXG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:36.399440] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MDXG.txt
[2025-12-16T20:26:36.399593] [INFO ] [sig       ] [2034/3585] Completed MDXG in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-16T20:26:36.399635] [INFO ] [sig       ] [2035/3585] Forecasting MDXH...
[2025-12-16T20:26:36.399665] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-16T20:26:36.399700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-16T20:26:36.411353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-16T20:26:36.411685] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-16T20:26:36.412424] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-16T20:26:36.412475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:36.412507] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:36.412535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:36.412610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:36.470094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:36.470749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:36.470831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:36.470864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:36.588885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:36.589035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:36.589075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:36.589105] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:36.592544] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=62.24%)
[2025-12-16T20:26:36.592845] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-16T20:26:36.592973] [INFO ] [sig       ] MDXH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:36.734853] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MDXH.txt
[2025-12-16T20:26:36.735034] [INFO ] [sig       ] [2035/3585] Completed MDXH in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-16T20:26:36.735080] [INFO ] [sig       ] [2036/3585] Forecasting MEC...
[2025-12-16T20:26:36.735115] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-16T20:26:36.735149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-16T20:26:36.747273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-16T20:26:36.747567] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-16T20:26:36.748340] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-16T20:26:36.748393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:36.748450] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:36.748479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:36.748537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:36.804093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:36.804902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:36.804981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:36.805012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:36.919385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:36.919534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:36.919589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:36.919620] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:36.922902] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: UP (p=72.30%)
[2025-12-16T20:26:36.923162] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-16T20:26:36.923281] [INFO ] [sig       ] MEC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:37.061169] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MEC.txt
[2025-12-16T20:26:37.061320] [INFO ] [sig       ] [2036/3585] Completed MEC in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-16T20:26:37.061362] [INFO ] [sig       ] [2037/3585] Forecasting MED...
[2025-12-16T20:26:37.061396] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-16T20:26:37.061428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-16T20:26:37.073174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-16T20:26:37.073507] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-16T20:26:37.074315] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-16T20:26:37.074366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:37.074397] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:37.074424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:37.074479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:37.131036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:37.131848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:37.131937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:37.131969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:37.260174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:37.260323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:37.260362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:37.260392] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:37.263692] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: UP (p=58.00%)
[2025-12-16T20:26:37.263959] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-16T20:26:37.264081] [INFO ] [sig       ] MED: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:37.400450] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MED.txt
[2025-12-16T20:26:37.400618] [INFO ] [sig       ] [2037/3585] Completed MED in 0.3s | 2.94 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-16T20:26:37.400660] [INFO ] [sig       ] [2038/3585] Forecasting MEDP...
[2025-12-16T20:26:37.400691] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-16T20:26:37.400720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-16T20:26:37.411877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-16T20:26:37.412253] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-16T20:26:37.413065] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-16T20:26:37.413118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:37.413150] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:37.413177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:37.413232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:37.469924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:37.470814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:37.470907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:37.470955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:37.593592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:37.593744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:37.593786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:37.593814] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:37.597184] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-12-16T20:26:37.597459] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-16T20:26:37.597599] [INFO ] [sig       ] MEDP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:37.735866] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MEDP.txt
[2025-12-16T20:26:37.736019] [INFO ] [sig       ] [2038/3585] Completed MEDP in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-16T20:26:37.736060] [INFO ] [sig       ] [2039/3585] Forecasting MEG...
[2025-12-16T20:26:37.736089] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-16T20:26:37.736120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-16T20:26:37.747940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-16T20:26:37.748334] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-16T20:26:37.749236] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-16T20:26:37.749291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:37.749323] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:37.749350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:37.749408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:37.806225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:37.807094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:37.807179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:37.807213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:37.928768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:37.928926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:37.928966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:37.929026] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:37.932384] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-12-16T20:26:37.932670] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-16T20:26:37.932796] [INFO ] [sig       ] MEG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:38.068761] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MEG.txt
[2025-12-16T20:26:38.068886] [INFO ] [sig       ] [2039/3585] Completed MEG in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-16T20:26:38.068925] [INFO ] [sig       ] [2040/3585] Forecasting MEGI...
[2025-12-16T20:26:38.068954] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-16T20:26:38.068983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-16T20:26:38.081162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-16T20:26:38.081532] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-16T20:26:38.082340] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-16T20:26:38.082393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:38.082425] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:38.082451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:38.082507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:38.138454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:38.139339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:38.139438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:38.139471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:38.261616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:38.261777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:38.261826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:38.261860] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:38.265630] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=29.03%)
[2025-12-16T20:26:38.265914] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-16T20:26:38.266054] [INFO ] [sig       ] MEGI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:38.405771] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MEGI.txt
[2025-12-16T20:26:38.405916] [INFO ] [sig       ] [2040/3585] Completed MEGI in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-16T20:26:38.405956] [INFO ] [sig       ] [2041/3585] Forecasting MEI...
[2025-12-16T20:26:38.405985] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-16T20:26:38.406014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-16T20:26:38.417647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-16T20:26:38.417953] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-16T20:26:38.418772] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-16T20:26:38.418830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:38.418862] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:38.418889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:38.418946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:38.477614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:38.478465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:38.478550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:38.478603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:38.603080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:38.603229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:38.603267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:38.603297] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:38.606916] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=54.41%)
[2025-12-16T20:26:38.607194] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-16T20:26:38.607321] [INFO ] [sig       ] MEI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:38.751248] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MEI.txt
[2025-12-16T20:26:38.751426] [INFO ] [sig       ] [2041/3585] Completed MEI in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-16T20:26:38.751489] [INFO ] [sig       ] [2042/3585] Forecasting MELI...
[2025-12-16T20:26:38.751536] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-16T20:26:38.751599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-16T20:26:38.763737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-16T20:26:38.764045] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-16T20:26:38.764858] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-16T20:26:38.764925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:38.764959] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:38.764987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:38.765044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:38.823960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:38.824789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:38.824889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:38.824930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:38.947659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:38.947818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:38.947865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:38.947899] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:38.951352] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-12-16T20:26:38.951638] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-16T20:26:38.951762] [INFO ] [sig       ] MELI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:39.088862] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MELI.txt
[2025-12-16T20:26:39.088995] [INFO ] [sig       ] [2042/3585] Completed MELI in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-16T20:26:39.089034] [INFO ] [sig       ] [2043/3585] Forecasting MEOH...
[2025-12-16T20:26:39.089063] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-16T20:26:39.089091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-16T20:26:39.101319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-16T20:26:39.101774] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-16T20:26:39.102605] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-16T20:26:39.102658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:39.102691] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:39.102717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:39.102774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:39.162898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:39.163793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:39.163902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:39.163944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:39.284285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:39.284440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:39.284478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:39.284506] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:39.287813] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: UP (p=51.17%)
[2025-12-16T20:26:39.288074] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-16T20:26:39.288193] [INFO ] [sig       ] MEOH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:39.423033] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MEOH.txt
[2025-12-16T20:26:39.423160] [INFO ] [sig       ] [2043/3585] Completed MEOH in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-16T20:26:39.423198] [INFO ] [sig       ] [2044/3585] Forecasting MERC...
[2025-12-16T20:26:39.423228] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-16T20:26:39.423257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-16T20:26:39.434612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-16T20:26:39.434885] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-16T20:26:39.435643] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-16T20:26:39.435693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:39.435724] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:39.435751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:39.435806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:39.491761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:39.492352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:39.492427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:39.492459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:39.611909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:39.612044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:39.612081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:39.612109] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:39.615387] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: UP (p=52.11%)
[2025-12-16T20:26:39.615667] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-16T20:26:39.615785] [INFO ] [sig       ] MERC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:39.752390] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MERC.txt
[2025-12-16T20:26:39.752535] [INFO ] [sig       ] [2044/3585] Completed MERC in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-16T20:26:39.752590] [INFO ] [sig       ] [2045/3585] Forecasting META...
[2025-12-16T20:26:39.752621] [INFO ] [sig       ] Generating forecast for: META
[2025-12-16T20:26:39.752651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-16T20:26:39.764221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-16T20:26:39.764495] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-16T20:26:39.765290] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-16T20:26:39.765342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:39.765375] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:39.765402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:39.765458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:39.822371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:39.822972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:39.823049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:39.823080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:39.948422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:39.948558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:39.948613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:39.948642] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:39.952008] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: DOWN (p=29.43%)
[2025-12-16T20:26:39.952270] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-16T20:26:39.952389] [INFO ] [sig       ] META: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:40.088219] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/META.txt
[2025-12-16T20:26:40.088352] [INFO ] [sig       ] [2045/3585] Completed META in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-16T20:26:40.088395] [INFO ] [sig       ] [2046/3585] Forecasting METC...
[2025-12-16T20:26:40.088426] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-16T20:26:40.088457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-16T20:26:40.100993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-16T20:26:40.101278] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-16T20:26:40.102097] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-16T20:26:40.102149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:40.102182] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:40.102210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:40.102268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:40.161244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:40.161973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:40.162081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:40.162116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:40.278669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:40.278813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:40.278853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:40.278883] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:40.282285] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: UP (p=62.15%)
[2025-12-16T20:26:40.282556] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-16T20:26:40.282714] [INFO ] [sig       ] METC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:40.422092] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/METC.txt
[2025-12-16T20:26:40.422242] [INFO ] [sig       ] [2046/3585] Completed METC in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-16T20:26:40.422286] [INFO ] [sig       ] [2047/3585] Forecasting METCB...
[2025-12-16T20:26:40.422318] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-16T20:26:40.422349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-16T20:26:40.434347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-16T20:26:40.434746] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-16T20:26:40.435535] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-16T20:26:40.435609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:40.435644] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:40.435671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:40.435726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:40.492614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:40.493497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:40.493608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:40.493645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:40.615663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:40.615827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:40.615887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:40.615936] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:40.619389] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-12-16T20:26:40.619699] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-16T20:26:40.619836] [INFO ] [sig       ] METCB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:40.756627] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/METCB.txt
[2025-12-16T20:26:40.756750] [INFO ] [sig       ] [2047/3585] Completed METCB in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-16T20:26:40.756788] [INFO ] [sig       ] [2048/3585] Forecasting METD...
[2025-12-16T20:26:40.756817] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-16T20:26:40.756846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-16T20:26:40.768281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-16T20:26:40.768545] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-16T20:26:40.769341] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-16T20:26:40.769392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:40.769424] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:40.769451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:40.769506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:40.825788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:40.826447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:40.826526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:40.826558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:40.947648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:40.947769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:40.947807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:40.947841] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:40.951132] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: UP (p=95.45%)
[2025-12-16T20:26:40.951397] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-16T20:26:40.951518] [INFO ] [sig       ] METD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:41.086679] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/METD.txt
[2025-12-16T20:26:41.086810] [INFO ] [sig       ] [2048/3585] Completed METD in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-16T20:26:41.086848] [INFO ] [sig       ] [2049/3585] Forecasting MFA...
[2025-12-16T20:26:41.086878] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-16T20:26:41.086908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-16T20:26:41.097721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-16T20:26:41.097977] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-16T20:26:41.098735] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-16T20:26:41.098785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:41.098816] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:41.098843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:41.098899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:41.153451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:41.154040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:41.154115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:41.154148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:41.275890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:41.276050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:41.276089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:41.276120] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:41.279374] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=29.55%)
[2025-12-16T20:26:41.279654] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-16T20:26:41.279774] [INFO ] [sig       ] MFA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:41.415341] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MFA.txt
[2025-12-16T20:26:41.415491] [INFO ] [sig       ] [2049/3585] Completed MFA in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-16T20:26:41.415529] [INFO ] [sig       ] [2050/3585] Forecasting MFC...
[2025-12-16T20:26:41.415559] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-16T20:26:41.415608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-16T20:26:41.426894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-16T20:26:41.427151] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-16T20:26:41.427905] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-16T20:26:41.427956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:41.427988] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:41.428014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:41.428069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:41.483880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:41.484690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:41.484769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:41.484802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:41.605626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:41.605778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:41.605817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:41.605845] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:41.609279] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=44.35%)
[2025-12-16T20:26:41.609556] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-16T20:26:41.609699] [INFO ] [sig       ] MFC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:41.744510] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MFC.txt
[2025-12-16T20:26:41.744663] [INFO ] [sig       ] [2050/3585] Completed MFC in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-16T20:26:41.744703] [INFO ] [sig       ] [2051/3585] Forecasting MFG...
[2025-12-16T20:26:41.744732] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-16T20:26:41.744763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-16T20:26:41.756267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-16T20:26:41.756612] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-16T20:26:41.757415] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-16T20:26:41.757468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:41.757500] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:41.757526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:41.757606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:41.815553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:41.816499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:41.816605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:41.816643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:41.938976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:41.939117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:41.939168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:41.939197] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:41.942507] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=73.38%)
[2025-12-16T20:26:41.942792] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-16T20:26:41.942913] [INFO ] [sig       ] MFG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:42.078374] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MFG.txt
[2025-12-16T20:26:42.078487] [INFO ] [sig       ] [2051/3585] Completed MFG in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-16T20:26:42.078525] [INFO ] [sig       ] [2052/3585] Forecasting MFI...
[2025-12-16T20:26:42.078555] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-16T20:26:42.078601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-16T20:26:42.090307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-16T20:26:42.090655] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-16T20:26:42.091450] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-16T20:26:42.091503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:42.091536] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:42.091563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:42.091651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:42.148800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:42.149563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:42.149663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:42.149697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:42.265115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:42.265264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:42.265301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:42.265330] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:42.268606] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: UP (p=91.51%)
[2025-12-16T20:26:42.268874] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-16T20:26:42.268991] [INFO ] [sig       ] MFI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:42.403359] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MFI.txt
[2025-12-16T20:26:42.403476] [INFO ] [sig       ] [2052/3585] Completed MFI in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-16T20:26:42.403514] [INFO ] [sig       ] [2053/3585] Forecasting MFIC...
[2025-12-16T20:26:42.403543] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-16T20:26:42.403588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-16T20:26:42.414776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-16T20:26:42.415050] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-16T20:26:42.415828] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-16T20:26:42.415880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:42.415947] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:42.415977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:42.416034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:42.472033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:42.472679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:42.472759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:42.472791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:42.592016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:42.592140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:42.592177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:42.592207] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:42.595476] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: DOWN (p=24.81%)
[2025-12-16T20:26:42.595761] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-16T20:26:42.595884] [INFO ] [sig       ] MFIC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:42.733011] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MFIC.txt
[2025-12-16T20:26:42.733134] [INFO ] [sig       ] [2053/3585] Completed MFIC in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-16T20:26:42.733173] [INFO ] [sig       ] [2054/3585] Forecasting MFIN...
[2025-12-16T20:26:42.733202] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-16T20:26:42.733230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-16T20:26:42.744210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-16T20:26:42.744487] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-16T20:26:42.745267] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-16T20:26:42.745318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:42.745349] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:42.745375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:42.745430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:42.801305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:42.801997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:42.802076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:42.802109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:42.919472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:42.919631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:42.919672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:42.919700] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:42.922945] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: UP (p=91.05%)
[2025-12-16T20:26:42.923208] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-16T20:26:42.923325] [INFO ] [sig       ] MFIN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:43.059477] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MFIN.txt
[2025-12-16T20:26:43.059647] [INFO ] [sig       ] [2054/3585] Completed MFIN in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-16T20:26:43.059692] [INFO ] [sig       ] [2055/3585] Forecasting MFM...
[2025-12-16T20:26:43.059721] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-16T20:26:43.059752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-16T20:26:43.070523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-16T20:26:43.070918] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-16T20:26:43.071698] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-16T20:26:43.071749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:43.071782] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:43.071808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:43.071864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:43.128801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:43.129699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:43.129789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:43.129822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:43.247760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:43.247910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:43.247948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:43.247976] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:43.251474] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=8.67%)
[2025-12-16T20:26:43.251797] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-16T20:26:43.251928] [INFO ] [sig       ] MFM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:43.390114] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MFM.txt
[2025-12-16T20:26:43.390266] [INFO ] [sig       ] [2055/3585] Completed MFM in 0.3s | 2.94 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-16T20:26:43.390309] [INFO ] [sig       ] [2056/3585] Forecasting MG...
[2025-12-16T20:26:43.390340] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-16T20:26:43.390371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-16T20:26:43.401546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-16T20:26:43.401937] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-16T20:26:43.402729] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-16T20:26:43.402782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:43.402814] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:43.402841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:43.402898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:43.459734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:43.460569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:43.460671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:43.460704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:43.575707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:43.575862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:43.575901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:43.575974] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:43.579462] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=35.23%)
[2025-12-16T20:26:43.579780] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-16T20:26:43.579910] [INFO ] [sig       ] MG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:43.720125] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MG.txt
[2025-12-16T20:26:43.720271] [INFO ] [sig       ] [2056/3585] Completed MG in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-16T20:26:43.720310] [INFO ] [sig       ] [2057/3585] Forecasting MGA...
[2025-12-16T20:26:43.720348] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-16T20:26:43.720379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-16T20:26:43.731665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-16T20:26:43.731957] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-16T20:26:43.732787] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-16T20:26:43.732840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:43.732873] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:43.732901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:43.732960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:43.805005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:43.805862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:43.805948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:43.805980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:43.927643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:43.927788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:43.927827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:43.927855] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:43.931271] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=57.93%)
[2025-12-16T20:26:43.931542] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-16T20:26:43.931681] [INFO ] [sig       ] MGA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:44.072205] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MGA.txt
[2025-12-16T20:26:44.072354] [INFO ] [sig       ] [2057/3585] Completed MGA in 0.4s | 2.94 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-16T20:26:44.072394] [INFO ] [sig       ] [2058/3585] Forecasting MGEE...
[2025-12-16T20:26:44.072423] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-16T20:26:44.072453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-16T20:26:44.083702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-16T20:26:44.083992] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-16T20:26:44.084776] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-16T20:26:44.084827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:44.084859] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:44.084888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:44.084956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:44.144682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:44.145567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:44.145677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:44.145710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:44.272879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:44.273027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:44.273067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:44.273098] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:44.276589] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=98.94%)
[2025-12-16T20:26:44.276906] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-16T20:26:44.277065] [INFO ] [sig       ] MGEE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:44.417653] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MGEE.txt
[2025-12-16T20:26:44.417806] [INFO ] [sig       ] [2058/3585] Completed MGEE in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-16T20:26:44.417846] [INFO ] [sig       ] [2059/3585] Forecasting MGIC...
[2025-12-16T20:26:44.417875] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-16T20:26:44.417905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-16T20:26:44.429278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-16T20:26:44.429709] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-16T20:26:44.430539] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-16T20:26:44.430616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:44.430652] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:44.430681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:44.430739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:44.487391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:44.488155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:44.488236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:44.488268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:44.610654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:44.610801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:44.610847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:44.610879] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:44.614266] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: DOWN (p=15.24%)
[2025-12-16T20:26:44.614559] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-16T20:26:44.614710] [INFO ] [sig       ] MGIC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:44.756267] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MGIC.txt
[2025-12-16T20:26:44.756418] [INFO ] [sig       ] [2059/3585] Completed MGIC in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-16T20:26:44.756458] [INFO ] [sig       ] [2060/3585] Forecasting MGM...
[2025-12-16T20:26:44.756488] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-16T20:26:44.756517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-16T20:26:44.767866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-16T20:26:44.768239] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-16T20:26:44.769038] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-16T20:26:44.769091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:44.769123] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:44.769175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:44.769233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:44.826065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:44.826923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:44.827011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:44.827044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:44.951617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:44.951771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:44.951812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:44.951858] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:44.955349] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=8.72%)
[2025-12-16T20:26:44.955660] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-16T20:26:44.955792] [INFO ] [sig       ] MGM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:45.093788] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MGM.txt
[2025-12-16T20:26:45.093939] [INFO ] [sig       ] [2060/3585] Completed MGM in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-16T20:26:45.093984] [INFO ] [sig       ] [2061/3585] Forecasting MGNI...
[2025-12-16T20:26:45.094013] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-16T20:26:45.094042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-16T20:26:45.105855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-16T20:26:45.106219] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-16T20:26:45.106989] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-16T20:26:45.107039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:45.107070] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:45.107097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:45.107152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:45.163372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:45.164229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:45.164307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:45.164338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:45.287834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:45.287986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:45.288028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:45.288057] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:45.291416] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: UP (p=59.44%)
[2025-12-16T20:26:45.291707] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-16T20:26:45.291850] [INFO ] [sig       ] MGNI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:45.428667] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MGNI.txt
[2025-12-16T20:26:45.428789] [INFO ] [sig       ] [2061/3585] Completed MGNI in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-16T20:26:45.428828] [INFO ] [sig       ] [2062/3585] Forecasting MGNX...
[2025-12-16T20:26:45.428857] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-16T20:26:45.428886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-16T20:26:45.440064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-16T20:26:45.440356] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-16T20:26:45.441111] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-16T20:26:45.441161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:45.441193] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:45.441220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:45.441276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:45.496932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:45.497565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:45.497658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:45.497704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:45.614920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:45.615071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:45.615108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:45.615137] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:45.618448] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: DOWN (p=49.16%)
[2025-12-16T20:26:45.618738] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-16T20:26:45.618861] [INFO ] [sig       ] MGNX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:45.756480] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MGNX.txt
[2025-12-16T20:26:45.756651] [INFO ] [sig       ] [2062/3585] Completed MGNX in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-16T20:26:45.756693] [INFO ] [sig       ] [2063/3585] Forecasting MGPI...
[2025-12-16T20:26:45.756722] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-16T20:26:45.756751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-16T20:26:45.768608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-16T20:26:45.768934] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-16T20:26:45.769730] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-16T20:26:45.769780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:45.769810] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:45.769837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:45.769892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:45.826191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:45.827000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:45.827108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:45.827141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:45.945817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:45.945954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:45.945992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:45.946021] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:45.949307] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-12-16T20:26:45.949589] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-16T20:26:45.949710] [INFO ] [sig       ] MGPI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:46.085043] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MGPI.txt
[2025-12-16T20:26:46.085159] [INFO ] [sig       ] [2063/3585] Completed MGPI in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-16T20:26:46.085197] [INFO ] [sig       ] [2064/3585] Forecasting MGRC...
[2025-12-16T20:26:46.085226] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-16T20:26:46.085256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-16T20:26:46.096828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-16T20:26:46.097081] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-16T20:26:46.097841] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-16T20:26:46.097892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:46.097923] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:46.097963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:46.098022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:46.153448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:46.154042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:46.154118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:46.154149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:46.267673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:46.267786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:46.267826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:46.267854] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:46.271032] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: DOWN (p=27.83%)
[2025-12-16T20:26:46.271294] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-16T20:26:46.271411] [INFO ] [sig       ] MGRC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:46.408518] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MGRC.txt
[2025-12-16T20:26:46.408646] [INFO ] [sig       ] [2064/3585] Completed MGRC in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-16T20:26:46.408685] [INFO ] [sig       ] [2065/3585] Forecasting MGTX...
[2025-12-16T20:26:46.408714] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-16T20:26:46.408742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-16T20:26:46.421532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-16T20:26:46.421892] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-16T20:26:46.422698] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-16T20:26:46.422753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:46.422791] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:46.422817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:46.422892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:46.482705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:46.483526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:46.483629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:46.483664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:46.604031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:46.604182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:46.604220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:46.604248] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:46.607600] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: UP (p=85.38%)
[2025-12-16T20:26:46.607888] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-16T20:26:46.608016] [INFO ] [sig       ] MGTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:46.748525] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MGTX.txt
[2025-12-16T20:26:46.748705] [INFO ] [sig       ] [2065/3585] Completed MGTX in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-16T20:26:46.748746] [INFO ] [sig       ] [2066/3585] Forecasting MGX...
[2025-12-16T20:26:46.748776] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-16T20:26:46.748806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-16T20:26:46.760466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-16T20:26:46.760763] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-16T20:26:46.761539] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-16T20:26:46.761609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:46.761643] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:46.761669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:46.761725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:46.816899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:46.817535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:46.817629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:46.817663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:46.943313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:46.943470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:46.943524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:46.943560] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:46.947268] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: DOWN (p=44.82%)
[2025-12-16T20:26:46.947566] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-16T20:26:46.947714] [INFO ] [sig       ] MGX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:47.094230] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MGX.txt
[2025-12-16T20:26:47.094407] [INFO ] [sig       ] [2066/3585] Completed MGX in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-16T20:26:47.094449] [INFO ] [sig       ] [2067/3585] Forecasting MGY...
[2025-12-16T20:26:47.094480] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-16T20:26:47.094512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-16T20:26:47.106253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-16T20:26:47.106549] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-16T20:26:47.107336] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-16T20:26:47.107388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:47.107422] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:47.107449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:47.107507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:47.169193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:47.169935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:47.170039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:47.170091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:47.295451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:47.295618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:47.295659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:47.295688] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:47.298961] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: DOWN (p=19.46%)
[2025-12-16T20:26:47.299255] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-16T20:26:47.299379] [INFO ] [sig       ] MGY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:47.435302] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MGY.txt
[2025-12-16T20:26:47.435436] [INFO ] [sig       ] [2067/3585] Completed MGY in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-16T20:26:47.435474] [INFO ] [sig       ] [2068/3585] Forecasting MHD...
[2025-12-16T20:26:47.435504] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-16T20:26:47.435541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-16T20:26:47.446799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-16T20:26:47.447144] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-16T20:26:47.447910] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-16T20:26:47.447969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:47.448007] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:47.448040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:47.448108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:47.504436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:47.505092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:47.505170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:47.505202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:47.622442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:47.622619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:47.622661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:47.622690] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:47.626134] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=58.95%)
[2025-12-16T20:26:47.626442] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-16T20:26:47.626592] [INFO ] [sig       ] MHD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:47.768694] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MHD.txt
[2025-12-16T20:26:47.768846] [INFO ] [sig       ] [2068/3585] Completed MHD in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-16T20:26:47.768887] [INFO ] [sig       ] [2069/3585] Forecasting MHF...
[2025-12-16T20:26:47.768916] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-16T20:26:47.768946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-16T20:26:47.780004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-16T20:26:47.780359] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-16T20:26:47.781176] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-16T20:26:47.781228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:47.781261] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:47.781288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:47.781345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:47.838259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:47.838953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:47.839034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:47.839067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:47.956415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:47.956565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:47.956622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:47.956651] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:47.959941] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=91.44%)
[2025-12-16T20:26:47.960211] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-16T20:26:47.960332] [INFO ] [sig       ] MHF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:48.095858] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MHF.txt
[2025-12-16T20:26:48.095999] [INFO ] [sig       ] [2069/3585] Completed MHF in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-16T20:26:48.096038] [INFO ] [sig       ] [2070/3585] Forecasting MHK...
[2025-12-16T20:26:48.096072] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-16T20:26:48.096102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-16T20:26:48.107282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-16T20:26:48.107588] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-16T20:26:48.108335] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-16T20:26:48.108386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:48.108444] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:48.108472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:48.108527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:48.164620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:48.165466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:48.165546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:48.165597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:48.282939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:48.283092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:48.283132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:48.283162] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:48.286503] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: DOWN (p=39.13%)
[2025-12-16T20:26:48.286792] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-16T20:26:48.286915] [INFO ] [sig       ] MHK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:48.424722] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MHK.txt
[2025-12-16T20:26:48.424851] [INFO ] [sig       ] [2070/3585] Completed MHK in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-16T20:26:48.424889] [INFO ] [sig       ] [2071/3585] Forecasting MHN...
[2025-12-16T20:26:48.424918] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-16T20:26:48.424947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-16T20:26:48.436178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-16T20:26:48.436485] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-16T20:26:48.437249] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-16T20:26:48.437301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:48.437332] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:48.437358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:48.437414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:48.494721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:48.495546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:48.495644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:48.495677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:48.608393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:48.608529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:48.608567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:48.608613] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:48.611957] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=31.61%)
[2025-12-16T20:26:48.612262] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-16T20:26:48.612381] [INFO ] [sig       ] MHN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:48.751126] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MHN.txt
[2025-12-16T20:26:48.751277] [INFO ] [sig       ] [2071/3585] Completed MHN in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-16T20:26:48.751315] [INFO ] [sig       ] [2072/3585] Forecasting MHO...
[2025-12-16T20:26:48.751346] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-16T20:26:48.751377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-16T20:26:48.763047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-16T20:26:48.763444] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-16T20:26:48.764247] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-16T20:26:48.764299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:48.764330] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:48.764356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:48.764411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:48.820686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:48.821535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:48.821632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:48.821665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:48.943440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:48.943604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:48.943643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:48.943671] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:48.946993] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=19.01%)
[2025-12-16T20:26:48.947287] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-16T20:26:48.947407] [INFO ] [sig       ] MHO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:49.085011] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MHO.txt
[2025-12-16T20:26:49.085138] [INFO ] [sig       ] [2072/3585] Completed MHO in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-16T20:26:49.085177] [INFO ] [sig       ] [2073/3585] Forecasting MIDD...
[2025-12-16T20:26:49.085207] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-16T20:26:49.085237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-16T20:26:49.096848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-16T20:26:49.097136] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-16T20:26:49.097886] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-16T20:26:49.097938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:49.097969] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:49.097996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:49.098052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:49.154134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:49.154750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:49.154827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:49.154858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:49.272131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:49.272297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:49.272336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:49.272394] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:49.275698] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: UP (p=74.64%)
[2025-12-16T20:26:49.275962] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-16T20:26:49.276088] [INFO ] [sig       ] MIDD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:49.412721] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MIDD.txt
[2025-12-16T20:26:49.412848] [INFO ] [sig       ] [2073/3585] Completed MIDD in 0.3s | 2.94 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-16T20:26:49.412887] [INFO ] [sig       ] [2074/3585] Forecasting MIGI...
[2025-12-16T20:26:49.412917] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-16T20:26:49.412946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-16T20:26:49.424796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-16T20:26:49.425200] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-16T20:26:49.426064] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-16T20:26:49.426123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:49.426156] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:49.426184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:49.426241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:49.485627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:49.486490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:49.486603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:49.486639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:49.605466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:49.605633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:49.605674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:49.605702] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:49.609024] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=88.60%)
[2025-12-16T20:26:49.609313] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-16T20:26:49.609433] [INFO ] [sig       ] MIGI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:49.747512] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MIGI.txt
[2025-12-16T20:26:49.747672] [INFO ] [sig       ] [2074/3585] Completed MIGI in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-16T20:26:49.747714] [INFO ] [sig       ] [2075/3585] Forecasting MILN...
[2025-12-16T20:26:49.747743] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-16T20:26:49.747773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-16T20:26:49.759939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-16T20:26:49.760347] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-16T20:26:49.761160] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-16T20:26:49.761214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:49.761246] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:49.761273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:49.761329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:49.817955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:49.818846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:49.818931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:49.818963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:49.923440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:49.923607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:49.923647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:49.923677] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:49.927071] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-16T20:26:49.927338] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-16T20:26:49.927464] [INFO ] [sig       ] MILN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:50.064259] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MILN.txt
[2025-12-16T20:26:50.064395] [INFO ] [sig       ] [2075/3585] Completed MILN in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-16T20:26:50.064435] [INFO ] [sig       ] [2076/3585] Forecasting MIND...
[2025-12-16T20:26:50.064464] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-16T20:26:50.064497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-16T20:26:50.076358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-16T20:26:50.076740] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-16T20:26:50.077497] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-16T20:26:50.077550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:50.077602] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:50.077631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:50.077687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:50.133478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:50.134310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:50.134396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:50.134427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:50.256604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:50.256753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:50.256795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:50.256824] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:50.260163] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: UP (p=70.18%)
[2025-12-16T20:26:50.260439] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-16T20:26:50.260564] [INFO ] [sig       ] MIND: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:50.396614] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MIND.txt
[2025-12-16T20:26:50.396742] [INFO ] [sig       ] [2076/3585] Completed MIND in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-16T20:26:50.396781] [INFO ] [sig       ] [2077/3585] Forecasting MIRA...
[2025-12-16T20:26:50.396809] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-16T20:26:50.396838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-16T20:26:50.407915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-16T20:26:50.408226] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-16T20:26:50.408988] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-16T20:26:50.409050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:50.409083] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:50.409109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:50.409202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:50.465490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:50.466339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:50.466420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:50.466452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:50.588225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:50.588378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:50.588416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:50.588444] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:50.591841] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=27.44%)
[2025-12-16T20:26:50.592163] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-16T20:26:50.592306] [INFO ] [sig       ] MIRA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:50.734634] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MIRA.txt
[2025-12-16T20:26:50.734784] [INFO ] [sig       ] [2077/3585] Completed MIRA in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-16T20:26:50.734824] [INFO ] [sig       ] [2078/3585] Forecasting MIRM...
[2025-12-16T20:26:50.734854] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-16T20:26:50.734883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-16T20:26:50.746670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-16T20:26:50.746970] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-16T20:26:50.747780] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-16T20:26:50.747834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:50.747867] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:50.747894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:50.747955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:50.804379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:50.805085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:50.805179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:50.805218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:50.920048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:50.920195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:50.920235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:50.920263] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:50.923529] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-16T20:26:50.923810] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-16T20:26:50.923929] [INFO ] [sig       ] MIRM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:51.059547] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MIRM.txt
[2025-12-16T20:26:51.059699] [INFO ] [sig       ] [2078/3585] Completed MIRM in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-16T20:26:51.059740] [INFO ] [sig       ] [2079/3585] Forecasting MITK...
[2025-12-16T20:26:51.059769] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-16T20:26:51.059799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-16T20:26:51.071670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-16T20:26:51.072046] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-16T20:26:51.072850] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-16T20:26:51.072902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:51.072934] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:51.072960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:51.073015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:51.130294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:51.131164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:51.131254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:51.131289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:51.252915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:51.253065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:51.253113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:51.253143] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:51.256665] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2025-12-16T20:26:51.256936] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-16T20:26:51.257057] [INFO ] [sig       ] MITK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:51.393102] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MITK.txt
[2025-12-16T20:26:51.393232] [INFO ] [sig       ] [2079/3585] Completed MITK in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-16T20:26:51.393270] [INFO ] [sig       ] [2080/3585] Forecasting MIY...
[2025-12-16T20:26:51.393300] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-16T20:26:51.393330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-16T20:26:51.405011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-16T20:26:51.405322] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-16T20:26:51.406116] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-16T20:26:51.406168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:51.406200] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:51.406227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:51.406423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:51.462837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:51.463459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:51.463563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:51.463616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:51.583833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:51.583978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:51.584017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:51.584048] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:51.587457] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=76.03%)
[2025-12-16T20:26:51.587743] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-16T20:26:51.587866] [INFO ] [sig       ] MIY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:51.725869] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MIY.txt
[2025-12-16T20:26:51.726014] [INFO ] [sig       ] [2080/3585] Completed MIY in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-16T20:26:51.726061] [INFO ] [sig       ] [2081/3585] Forecasting MKC...
[2025-12-16T20:26:51.726092] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-16T20:26:51.726123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-16T20:26:51.737096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-16T20:26:51.737427] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-16T20:26:51.738201] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-16T20:26:51.738252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:51.738283] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:51.738309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:51.738365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:51.794370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:51.795094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:51.795175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:51.795208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:51.911078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:51.911233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:51.911278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:51.911310] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:51.914602] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=92.82%)
[2025-12-16T20:26:51.914870] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-16T20:26:51.914988] [INFO ] [sig       ] MKC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:52.051492] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MKC.txt
[2025-12-16T20:26:52.051634] [INFO ] [sig       ] [2081/3585] Completed MKC in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-16T20:26:52.051675] [INFO ] [sig       ] [2082/3585] Forecasting MKL...
[2025-12-16T20:26:52.051703] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-16T20:26:52.051732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-16T20:26:52.062860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-16T20:26:52.063158] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-16T20:26:52.063916] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-16T20:26:52.063966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:52.063997] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:52.064023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:52.064086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:52.121404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:52.122282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:52.122376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:52.122413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:52.236021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:52.236164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:52.236201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:52.236237] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:52.239515] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-16T20:26:52.239809] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-16T20:26:52.239956] [INFO ] [sig       ] MKL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:52.376295] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MKL.txt
[2025-12-16T20:26:52.376418] [INFO ] [sig       ] [2082/3585] Completed MKL in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-16T20:26:52.376455] [INFO ] [sig       ] [2083/3585] Forecasting MKSI...
[2025-12-16T20:26:52.376485] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-16T20:26:52.376513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-16T20:26:52.387635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-16T20:26:52.387911] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-16T20:26:52.388825] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-16T20:26:52.388876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:52.388906] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:52.388932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:52.388986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:52.444638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:52.445224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:52.445333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:52.445368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:52.569183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:52.569321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:52.569358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:52.569386] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:52.572829] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: DOWN (p=38.65%)
[2025-12-16T20:26:52.573089] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-16T20:26:52.573211] [INFO ] [sig       ] MKSI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:52.714049] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MKSI.txt
[2025-12-16T20:26:52.714193] [INFO ] [sig       ] [2083/3585] Completed MKSI in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-16T20:26:52.714232] [INFO ] [sig       ] [2084/3585] Forecasting MKTX...
[2025-12-16T20:26:52.714262] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-16T20:26:52.714291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-16T20:26:52.726080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-16T20:26:52.726379] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-16T20:26:52.727199] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-16T20:26:52.727264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:52.727300] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:52.727328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:52.727385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:52.784626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:52.785249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:52.785338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:52.785371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:52.903194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:52.903342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:52.903399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:52.903430] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:52.906831] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: UP (p=80.55%)
[2025-12-16T20:26:52.907100] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-16T20:26:52.907224] [INFO ] [sig       ] MKTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:53.053035] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MKTX.txt
[2025-12-16T20:26:53.053157] [INFO ] [sig       ] [2084/3585] Completed MKTX in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-16T20:26:53.053198] [INFO ] [sig       ] [2085/3585] Forecasting MLAB...
[2025-12-16T20:26:53.053227] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-16T20:26:53.053257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-16T20:26:53.064636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-16T20:26:53.064931] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-16T20:26:53.065692] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-16T20:26:53.065742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:53.065773] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:53.065800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:53.065856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:53.120909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:53.121485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:53.121562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:53.121612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:53.236397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:53.236533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:53.236586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:53.236617] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:53.239873] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: DOWN (p=28.55%)
[2025-12-16T20:26:53.240148] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-16T20:26:53.240277] [INFO ] [sig       ] MLAB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:53.377051] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MLAB.txt
[2025-12-16T20:26:53.377191] [INFO ] [sig       ] [2085/3585] Completed MLAB in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-16T20:26:53.377236] [INFO ] [sig       ] [2086/3585] Forecasting MLCO...
[2025-12-16T20:26:53.377273] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-16T20:26:53.377304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-16T20:26:53.388877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-16T20:26:53.389171] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-16T20:26:53.389924] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-16T20:26:53.389981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:53.390013] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:53.390039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:53.390097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:53.446321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:53.447084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:53.447173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:53.447212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:53.569791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:53.569929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:53.569967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:53.569995] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:53.573272] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: UP (p=94.55%)
[2025-12-16T20:26:53.573530] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-16T20:26:53.573669] [INFO ] [sig       ] MLCO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:53.710343] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MLCO.txt
[2025-12-16T20:26:53.710457] [INFO ] [sig       ] [2086/3585] Completed MLCO in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-16T20:26:53.710496] [INFO ] [sig       ] [2087/3585] Forecasting MLGO...
[2025-12-16T20:26:53.710524] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-16T20:26:53.710552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-16T20:26:53.721948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-16T20:26:53.722269] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-16T20:26:53.723027] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-16T20:26:53.723078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:53.723135] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:53.723163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:53.723221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:53.779920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:53.780565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:53.780662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:53.780693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:53.897883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:53.898036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:53.898077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:53.898107] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:53.901605] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: UP (p=83.07%)
[2025-12-16T20:26:53.901891] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-16T20:26:53.902022] [INFO ] [sig       ] MLGO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:54.052168] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MLGO.txt
[2025-12-16T20:26:54.052390] [INFO ] [sig       ] [2087/3585] Completed MLGO in 0.3s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-16T20:26:54.052458] [INFO ] [sig       ] [2088/3585] Forecasting MLI...
[2025-12-16T20:26:54.052506] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-16T20:26:54.052556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-16T20:26:54.069062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-16T20:26:54.069627] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-16T20:26:54.070833] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-16T20:26:54.070900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:54.070965] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:54.071011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:54.071101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:54.161708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:54.162952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:54.163077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:54.163122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:54.338530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:54.338744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:54.338805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:54.338852] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:54.344236] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2025-12-16T20:26:54.344732] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-16T20:26:54.344921] [INFO ] [sig       ] MLI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:54.548893] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MLI.txt
[2025-12-16T20:26:54.549114] [INFO ] [sig       ] [2088/3585] Completed MLI in 0.5s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-16T20:26:54.549207] [INFO ] [sig       ] [2089/3585] Forecasting MLKN...
[2025-12-16T20:26:54.549261] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-16T20:26:54.549323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-16T20:26:54.575842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-16T20:26:54.576996] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-16T20:26:54.578039] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-16T20:26:54.578099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:54.578135] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:54.578163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:54.578221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:54.664049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:54.665288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:54.665411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:54.665463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:54.836110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:54.836309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:54.836374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:54.836423] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:54.841875] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: DOWN (p=36.48%)
[2025-12-16T20:26:54.842369] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-16T20:26:54.842596] [INFO ] [sig       ] MLKN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:54.991334] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MLKN.txt
[2025-12-16T20:26:54.991494] [INFO ] [sig       ] [2089/3585] Completed MLKN in 0.4s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-16T20:26:54.991535] [INFO ] [sig       ] [2090/3585] Forecasting MLM...
[2025-12-16T20:26:54.991564] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-16T20:26:54.991632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-16T20:26:55.004919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-16T20:26:55.005415] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-16T20:26:55.006240] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-16T20:26:55.006294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:55.006327] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:55.006353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:55.006410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:55.069460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:55.070404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:55.070491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:55.070524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:55.200411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:55.200565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:55.200624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:55.200692] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:55.204176] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=18.80%)
[2025-12-16T20:26:55.204480] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-16T20:26:55.204634] [INFO ] [sig       ] MLM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:55.342523] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MLM.txt
[2025-12-16T20:26:55.342670] [INFO ] [sig       ] [2090/3585] Completed MLM in 0.4s | 2.94 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-16T20:26:55.342712] [INFO ] [sig       ] [2091/3585] Forecasting MLP...
[2025-12-16T20:26:55.342742] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-16T20:26:55.342772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-16T20:26:55.353882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-16T20:26:55.354198] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-16T20:26:55.354978] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-16T20:26:55.355029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:55.355061] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:55.355087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:55.355142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:55.410541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:55.411137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:55.411215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:55.411246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:55.518894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:55.518996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:55.519031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:55.519058] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:55.522206] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=39.70%)
[2025-12-16T20:26:55.522469] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-16T20:26:55.522608] [INFO ] [sig       ] MLP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:55.662337] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MLP.txt
[2025-12-16T20:26:55.662457] [INFO ] [sig       ] [2091/3585] Completed MLP in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-16T20:26:55.662496] [INFO ] [sig       ] [2092/3585] Forecasting MLTX...
[2025-12-16T20:26:55.662531] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-16T20:26:55.662561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-16T20:26:55.676233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-16T20:26:55.676778] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-16T20:26:55.677717] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-16T20:26:55.677773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:55.677809] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:55.677838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:55.677898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:55.738828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:55.740100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:55.740209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:55.740245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:55.866505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:55.866760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:55.866815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:55.866849] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:55.871163] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=68.73%)
[2025-12-16T20:26:55.871717] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-16T20:26:55.871858] [INFO ] [sig       ] MLTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:56.012147] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MLTX.txt
[2025-12-16T20:26:56.012346] [INFO ] [sig       ] [2092/3585] Completed MLTX in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-16T20:26:56.012390] [INFO ] [sig       ] [2093/3585] Forecasting MLYS...
[2025-12-16T20:26:56.012420] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-16T20:26:56.012453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-16T20:26:56.028332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-16T20:26:56.028907] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-16T20:26:56.030000] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-16T20:26:56.030069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:56.030114] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:56.030144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:56.030204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:56.089126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:56.090509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:56.090630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:56.090666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:56.206847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:56.207008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:56.207050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:56.207077] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:56.210616] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=93.45%)
[2025-12-16T20:26:56.210888] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-16T20:26:56.211014] [INFO ] [sig       ] MLYS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:56.349720] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MLYS.txt
[2025-12-16T20:26:56.349856] [INFO ] [sig       ] [2093/3585] Completed MLYS in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-16T20:26:56.349895] [INFO ] [sig       ] [2094/3585] Forecasting MMC...
[2025-12-16T20:26:56.349925] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-16T20:26:56.349954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-16T20:26:56.361325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-16T20:26:56.361637] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-16T20:26:56.362438] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-16T20:26:56.362490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:56.362523] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:56.362550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:56.362626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:56.418677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:56.419314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:56.419396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:56.419429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:56.547220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:56.547553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:56.547611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:56.547642] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:56.551098] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=27.97%)
[2025-12-16T20:26:56.551370] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-16T20:26:56.551703] [INFO ] [sig       ] MMC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:56.690930] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MMC.txt
[2025-12-16T20:26:56.691052] [INFO ] [sig       ] [2094/3585] Completed MMC in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-16T20:26:56.691090] [INFO ] [sig       ] [2095/3585] Forecasting MMD...
[2025-12-16T20:26:56.691118] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-16T20:26:56.691147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-16T20:26:56.702086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-16T20:26:56.702389] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-16T20:26:56.703150] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-16T20:26:56.703211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:56.703248] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:56.703280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:56.703347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:56.757998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:56.758564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:56.758657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:56.758688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:56.873656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:56.873792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:56.873829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:56.873873] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:56.877129] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=85.86%)
[2025-12-16T20:26:56.877399] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-16T20:26:56.877520] [INFO ] [sig       ] MMD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:57.062770] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MMD.txt
[2025-12-16T20:26:57.062906] [INFO ] [sig       ] [2095/3585] Completed MMD in 0.4s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-16T20:26:57.062944] [INFO ] [sig       ] [2096/3585] Forecasting MMLP...
[2025-12-16T20:26:57.062974] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-16T20:26:57.063003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-16T20:26:57.074373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-16T20:26:57.074708] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-16T20:26:57.075487] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-16T20:26:57.075538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:57.075587] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:57.075618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:57.075674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:57.133348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:57.133989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:57.134068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:57.134102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:57.247763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:57.247911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:57.247951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:57.247980] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:57.251426] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: UP (p=57.13%)
[2025-12-16T20:26:57.251721] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-16T20:26:57.251844] [INFO ] [sig       ] MMLP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:57.393988] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MMLP.txt
[2025-12-16T20:26:57.394111] [INFO ] [sig       ] [2096/3585] Completed MMLP in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-16T20:26:57.394149] [INFO ] [sig       ] [2097/3585] Forecasting MMS...
[2025-12-16T20:26:57.394179] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-16T20:26:57.394209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-16T20:26:57.405096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-16T20:26:57.405378] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-16T20:26:57.406163] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-16T20:26:57.406216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:57.406249] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:57.406277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:57.406334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:57.465205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:57.465876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:57.465979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:57.466025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:57.590669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:57.590846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:57.590900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:57.590940] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:57.594399] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2025-12-16T20:26:57.594709] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-16T20:26:57.594839] [INFO ] [sig       ] MMS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:57.738261] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MMS.txt
[2025-12-16T20:26:57.738391] [INFO ] [sig       ] [2097/3585] Completed MMS in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-16T20:26:57.738430] [INFO ] [sig       ] [2098/3585] Forecasting MMSI...
[2025-12-16T20:26:57.738461] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-16T20:26:57.738490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-16T20:26:57.749537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-16T20:26:57.749835] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-16T20:26:57.750650] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-16T20:26:57.750702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:57.750734] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:57.750761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:57.750817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:57.807674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:57.808296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:57.808384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:57.808416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:57.929737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:57.929878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:57.929915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:57.929944] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:57.933171] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: UP (p=76.47%)
[2025-12-16T20:26:57.933437] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-16T20:26:57.933557] [INFO ] [sig       ] MMSI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:58.075462] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MMSI.txt
[2025-12-16T20:26:58.075605] [INFO ] [sig       ] [2098/3585] Completed MMSI in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-16T20:26:58.075646] [INFO ] [sig       ] [2099/3585] Forecasting MNDO...
[2025-12-16T20:26:58.075675] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-16T20:26:58.075704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-16T20:26:58.087618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-16T20:26:58.087979] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-16T20:26:58.088752] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-16T20:26:58.088804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:58.088835] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:58.088861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:58.088927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:58.144218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:58.144857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:58.144934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:58.144966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:58.259034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:58.259205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:58.259255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:58.259290] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:58.263103] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=41.95%)
[2025-12-16T20:26:58.263374] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-16T20:26:58.263706] [INFO ] [sig       ] MNDO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:58.402186] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MNDO.txt
[2025-12-16T20:26:58.402316] [INFO ] [sig       ] [2099/3585] Completed MNDO in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-16T20:26:58.402362] [INFO ] [sig       ] [2100/3585] Forecasting MNDY...
[2025-12-16T20:26:58.402398] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-16T20:26:58.402433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-16T20:26:58.413716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-16T20:26:58.413986] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-16T20:26:58.414776] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-16T20:26:58.414827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:58.414859] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:58.414885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:58.414941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:58.470986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:58.471652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:58.471727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:58.471759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:58.592393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:58.592529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:58.592567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:58.592614] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:58.595874] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: UP (p=75.05%)
[2025-12-16T20:26:58.596138] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-16T20:26:58.596255] [INFO ] [sig       ] MNDY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:26:58.733294] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MNDY.txt
[2025-12-16T20:26:58.733436] [INFO ] [sig       ] [2100/3585] Completed MNDY in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-16T20:26:58.733475] [INFO ] [sig       ] [2101/3585] Forecasting MNKD...
[2025-12-16T20:26:58.733506] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-16T20:26:58.733535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-16T20:26:58.744295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-16T20:26:58.744614] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-16T20:26:58.745367] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-16T20:26:58.745419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:58.745451] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:58.745477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:58.745534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:58.801296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:58.801891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:58.801969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:58.802001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:58.923317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:58.923463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:58.923501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:58.923530] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:58.926803] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=28.54%)
[2025-12-16T20:26:58.927064] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-16T20:26:58.927185] [INFO ] [sig       ] MNKD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:59.065592] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MNKD.txt
[2025-12-16T20:26:59.065724] [INFO ] [sig       ] [2101/3585] Completed MNKD in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-16T20:26:59.065762] [INFO ] [sig       ] [2102/3585] Forecasting MNMD...
[2025-12-16T20:26:59.065791] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-16T20:26:59.065824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-16T20:26:59.076780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-16T20:26:59.077043] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-16T20:26:59.077822] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-16T20:26:59.077873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:59.077905] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:59.077931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:59.077987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:59.140321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:59.141132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:59.141215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:59.141258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:59.260271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:59.260403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:59.260439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:59.260467] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:59.263701] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: DOWN (p=33.04%)
[2025-12-16T20:26:59.263967] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-16T20:26:59.264085] [INFO ] [sig       ] MNMD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:59.400206] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MNMD.txt
[2025-12-16T20:26:59.400320] [INFO ] [sig       ] [2102/3585] Completed MNMD in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-16T20:26:59.400358] [INFO ] [sig       ] [2103/3585] Forecasting MNRO...
[2025-12-16T20:26:59.400391] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-16T20:26:59.400426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-16T20:26:59.412031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-16T20:26:59.412292] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-16T20:26:59.413050] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-16T20:26:59.413102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:59.413134] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:59.413161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:59.413216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:59.469442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:59.470043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:59.470118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:59.470149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:59.586783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:59.586891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:59.586927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:59.586956] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:59.590075] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=41.69%)
[2025-12-16T20:26:59.590332] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-16T20:26:59.590450] [INFO ] [sig       ] MNRO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:26:59.726794] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MNRO.txt
[2025-12-16T20:26:59.726907] [INFO ] [sig       ] [2103/3585] Completed MNRO in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-16T20:26:59.726945] [INFO ] [sig       ] [2104/3585] Forecasting MNSO...
[2025-12-16T20:26:59.726974] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-16T20:26:59.727003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-16T20:26:59.739595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-16T20:26:59.740023] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-16T20:26:59.740873] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-16T20:26:59.740925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:26:59.740987] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:26:59.741015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:26:59.741071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:26:59.796291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:26:59.796998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:26:59.797080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:26:59.797112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:26:59.916043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:26:59.916211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:26:59.916251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:26:59.916279] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:26:59.919714] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: DOWN (p=33.30%)
[2025-12-16T20:26:59.919988] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-16T20:26:59.920115] [INFO ] [sig       ] MNSO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:00.055329] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MNSO.txt
[2025-12-16T20:27:00.055493] [INFO ] [sig       ] [2104/3585] Completed MNSO in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-16T20:27:00.055535] [INFO ] [sig       ] [2105/3585] Forecasting MNTK...
[2025-12-16T20:27:00.055565] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-16T20:27:00.055615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-16T20:27:00.066887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-16T20:27:00.067213] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-16T20:27:00.067990] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-16T20:27:00.068041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:00.068071] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:00.068097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:00.068152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:00.123827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:00.124822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:00.124903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:00.124935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:00.239172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:00.239331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:00.239371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:00.239400] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:00.242788] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: DOWN (p=33.93%)
[2025-12-16T20:27:00.243058] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-16T20:27:00.243185] [INFO ] [sig       ] MNTK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:00.392658] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MNTK.txt
[2025-12-16T20:27:00.392797] [INFO ] [sig       ] [2105/3585] Completed MNTK in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-16T20:27:00.392838] [INFO ] [sig       ] [2106/3585] Forecasting MNY...
[2025-12-16T20:27:00.392868] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-16T20:27:00.392898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-16T20:27:00.405633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-16T20:27:00.405940] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-16T20:27:00.406742] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-16T20:27:00.406805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:00.406853] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:00.406894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:00.406963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:00.476479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:00.477341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:00.477444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:00.477479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:00.600417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:00.600567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:00.600636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:00.600668] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:00.604211] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: UP (p=67.50%)
[2025-12-16T20:27:00.604498] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-16T20:27:00.604647] [INFO ] [sig       ] MNY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:00.756277] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MNY.txt
[2025-12-16T20:27:00.756415] [INFO ] [sig       ] [2106/3585] Completed MNY in 0.4s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-16T20:27:00.756456] [INFO ] [sig       ] [2107/3585] Forecasting MOD...
[2025-12-16T20:27:00.756486] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-16T20:27:00.756516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-16T20:27:00.768229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-16T20:27:00.768524] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-16T20:27:00.769401] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-16T20:27:00.769454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:00.769486] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:00.769512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:00.769566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:00.830432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:00.831188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:00.831283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:00.831323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:00.963237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:00.963422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:00.963482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:00.963596] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:00.969403] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=8.58%)
[2025-12-16T20:27:00.969836] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-16T20:27:00.970018] [INFO ] [sig       ] MOD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:01.109135] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MOD.txt
[2025-12-16T20:27:01.109298] [INFO ] [sig       ] [2107/3585] Completed MOD in 0.4s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-16T20:27:01.109338] [INFO ] [sig       ] [2108/3585] Forecasting MODG...
[2025-12-16T20:27:01.109367] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-16T20:27:01.109397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-16T20:27:01.120199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-16T20:27:01.120473] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-16T20:27:01.121220] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-16T20:27:01.121272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:01.121304] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:01.121330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:01.121386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:01.176475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:01.177141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:01.177221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:01.177252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:01.297308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:01.297458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:01.297496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:01.297525] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:01.300872] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=35.09%)
[2025-12-16T20:27:01.301138] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-16T20:27:01.301260] [INFO ] [sig       ] MODG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:01.436373] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MODG.txt
[2025-12-16T20:27:01.436541] [INFO ] [sig       ] [2108/3585] Completed MODG in 0.3s | 2.94 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-16T20:27:01.436601] [INFO ] [sig       ] [2109/3585] Forecasting MODL...
[2025-12-16T20:27:01.436632] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-16T20:27:01.436662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-16T20:27:01.449791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-16T20:27:01.450246] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-16T20:27:01.451225] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-16T20:27:01.451285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:01.451322] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:01.451350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:01.451408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:01.515087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:01.516054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:01.516144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:01.516178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:01.665520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:01.665711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:01.665754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:01.665783] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:01.670036] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=10.03%)
[2025-12-16T20:27:01.670488] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-16T20:27:01.670711] [INFO ] [sig       ] MODL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:01.817611] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MODL.txt
[2025-12-16T20:27:01.817785] [INFO ] [sig       ] [2109/3585] Completed MODL in 0.4s | 2.94 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-16T20:27:01.817831] [INFO ] [sig       ] [2110/3585] Forecasting MOFG...
[2025-12-16T20:27:01.817861] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-16T20:27:01.817893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-16T20:27:01.830299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-16T20:27:01.830725] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-16T20:27:01.831499] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-16T20:27:01.831554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:01.831608] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:01.831638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:01.831695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:01.897329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:01.898411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:01.898513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:01.898559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:02.015541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:02.015715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:02.015755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:02.015783] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:02.019203] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: DOWN (p=31.16%)
[2025-12-16T20:27:02.019495] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-16T20:27:02.019640] [INFO ] [sig       ] MOFG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:02.155665] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MOFG.txt
[2025-12-16T20:27:02.155816] [INFO ] [sig       ] [2110/3585] Completed MOFG in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-16T20:27:02.155857] [INFO ] [sig       ] [2111/3585] Forecasting MOGO...
[2025-12-16T20:27:02.155885] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-16T20:27:02.155915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-16T20:27:02.167551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-16T20:27:02.167909] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-16T20:27:02.168712] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-16T20:27:02.168766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:02.168801] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:02.168829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:02.168887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:02.227425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:02.228301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:02.228401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:02.228444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:02.345446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:02.345614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:02.345655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:02.345683] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:02.348961] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: DOWN (p=4.97%)
[2025-12-16T20:27:02.349254] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-16T20:27:02.349376] [INFO ] [sig       ] MOGO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:02.485618] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MOGO.txt
[2025-12-16T20:27:02.485761] [INFO ] [sig       ] [2111/3585] Completed MOGO in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-16T20:27:02.485800] [INFO ] [sig       ] [2112/3585] Forecasting MOH...
[2025-12-16T20:27:02.485830] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-16T20:27:02.485859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-16T20:27:02.498202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-16T20:27:02.498609] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-16T20:27:02.499520] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-16T20:27:02.499608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:02.499643] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:02.499670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:02.499727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:02.559922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:02.560837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:02.560930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:02.560963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:02.681684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:02.681844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:02.681885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:02.681914] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:02.685593] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=92.99%)
[2025-12-16T20:27:02.685876] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-16T20:27:02.686011] [INFO ] [sig       ] MOH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:02.841475] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MOH.txt
[2025-12-16T20:27:02.841658] [INFO ] [sig       ] [2112/3585] Completed MOH in 0.4s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-16T20:27:02.841703] [INFO ] [sig       ] [2113/3585] Forecasting MOMO...
[2025-12-16T20:27:02.841734] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-16T20:27:02.841765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-16T20:27:02.853294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-16T20:27:02.853634] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-16T20:27:02.854414] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-16T20:27:02.854477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:02.854512] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:02.854537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:02.854611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:02.912523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:02.913387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:02.913470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:02.913502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:03.034651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:03.034808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:03.034848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:03.034876] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:03.038433] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: DOWN (p=26.65%)
[2025-12-16T20:27:03.038737] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-16T20:27:03.038870] [INFO ] [sig       ] MOMO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:03.177124] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MOMO.txt
[2025-12-16T20:27:03.177276] [INFO ] [sig       ] [2113/3585] Completed MOMO in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-16T20:27:03.177316] [INFO ] [sig       ] [2114/3585] Forecasting MORN...
[2025-12-16T20:27:03.177345] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-16T20:27:03.177375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-16T20:27:03.190545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-16T20:27:03.191159] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-16T20:27:03.192169] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-16T20:27:03.192227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:03.192261] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:03.192289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:03.192348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:03.251999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:03.252973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:03.253092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:03.253129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:03.371054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:03.371214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:03.371255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:03.371284] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:03.374784] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: UP (p=72.99%)
[2025-12-16T20:27:03.375067] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-16T20:27:03.375196] [INFO ] [sig       ] MORN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:03.517319] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MORN.txt
[2025-12-16T20:27:03.517507] [INFO ] [sig       ] [2114/3585] Completed MORN in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-16T20:27:03.517551] [INFO ] [sig       ] [2115/3585] Forecasting MOS...
[2025-12-16T20:27:03.517601] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-16T20:27:03.517633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-16T20:27:03.528980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-16T20:27:03.529287] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-16T20:27:03.530085] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-16T20:27:03.530137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:03.530171] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:03.530200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:03.530257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:03.586341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:03.587039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:03.587116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:03.587149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:03.708053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:03.708205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:03.708246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:03.708276] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:03.711686] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-12-16T20:27:03.711954] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-16T20:27:03.712077] [INFO ] [sig       ] MOS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:03.851691] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MOS.txt
[2025-12-16T20:27:03.851830] [INFO ] [sig       ] [2115/3585] Completed MOS in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-16T20:27:03.851877] [INFO ] [sig       ] [2116/3585] Forecasting MP...
[2025-12-16T20:27:03.851907] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-16T20:27:03.851937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-16T20:27:03.863636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-16T20:27:03.863905] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-16T20:27:03.864664] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-16T20:27:03.864715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:03.864746] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:03.864772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:03.864825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:03.920263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:03.921083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:03.921163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:03.921198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:04.043013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:04.043165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:04.043206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:04.043236] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:04.046689] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=44.32%)
[2025-12-16T20:27:04.046965] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-16T20:27:04.047099] [INFO ] [sig       ] MP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:04.187259] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MP.txt
[2025-12-16T20:27:04.187399] [INFO ] [sig       ] [2116/3585] Completed MP in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-16T20:27:04.187447] [INFO ] [sig       ] [2117/3585] Forecasting MPA...
[2025-12-16T20:27:04.187482] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-16T20:27:04.187518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-16T20:27:04.199526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-16T20:27:04.199893] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-16T20:27:04.200690] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-16T20:27:04.200740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:04.200772] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:04.200799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:04.200854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:04.263822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:04.264832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:04.264917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:04.264952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:04.372103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:04.372261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:04.372300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:04.372329] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:04.375728] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: UP (p=56.48%)
[2025-12-16T20:27:04.376056] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-16T20:27:04.376187] [INFO ] [sig       ] MPA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:04.518339] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MPA.txt
[2025-12-16T20:27:04.518516] [INFO ] [sig       ] [2117/3585] Completed MPA in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-16T20:27:04.518558] [INFO ] [sig       ] [2118/3585] Forecasting MPAA...
[2025-12-16T20:27:04.518606] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-16T20:27:04.518638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-16T20:27:04.530481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-16T20:27:04.530788] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-16T20:27:04.531601] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-16T20:27:04.531653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:04.531685] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:04.531712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:04.531769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:04.589936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:04.590619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:04.590700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:04.590734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:04.710971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:04.711128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:04.711168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:04.711197] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:04.714705] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: DOWN (p=8.85%)
[2025-12-16T20:27:04.714985] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-16T20:27:04.715117] [INFO ] [sig       ] MPAA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:04.855762] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MPAA.txt
[2025-12-16T20:27:04.855897] [INFO ] [sig       ] [2118/3585] Completed MPAA in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-16T20:27:04.855937] [INFO ] [sig       ] [2119/3585] Forecasting MPB...
[2025-12-16T20:27:04.855966] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-16T20:27:04.855995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-16T20:27:04.868242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-16T20:27:04.868712] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-16T20:27:04.869646] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-16T20:27:04.869702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:04.869735] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:04.869762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:04.869820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:04.925847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:04.926748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:04.926837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:04.926869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:05.045939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:05.046101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:05.046160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:05.046192] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:05.049824] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: UP (p=79.62%)
[2025-12-16T20:27:05.050133] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-16T20:27:05.050267] [INFO ] [sig       ] MPB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:05.192309] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MPB.txt
[2025-12-16T20:27:05.192482] [INFO ] [sig       ] [2119/3585] Completed MPB in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-16T20:27:05.192526] [INFO ] [sig       ] [2120/3585] Forecasting MPC...
[2025-12-16T20:27:05.192560] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-16T20:27:05.192611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-16T20:27:05.205368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-16T20:27:05.205823] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-16T20:27:05.206702] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-16T20:27:05.206758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:05.206792] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:05.206820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:05.206876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:05.264310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:05.265209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:05.265330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:05.265370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:05.385434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:05.385618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:05.385663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:05.385692] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:05.389263] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=89.51%)
[2025-12-16T20:27:05.389614] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-16T20:27:05.389759] [INFO ] [sig       ] MPC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:05.532378] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MPC.txt
[2025-12-16T20:27:05.532535] [INFO ] [sig       ] [2120/3585] Completed MPC in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-16T20:27:05.532597] [INFO ] [sig       ] [2121/3585] Forecasting MPX...
[2025-12-16T20:27:05.532631] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-16T20:27:05.532662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-16T20:27:05.545666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-16T20:27:05.546152] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-16T20:27:05.547135] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-16T20:27:05.547188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:05.547252] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:05.547280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:05.547337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:05.602824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:05.603763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:05.603865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:05.603899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:05.719955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:05.720116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:05.720158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:05.720187] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:05.723768] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=7.23%)
[2025-12-16T20:27:05.724072] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-16T20:27:05.724204] [INFO ] [sig       ] MPX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:05.870559] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MPX.txt
[2025-12-16T20:27:05.870728] [INFO ] [sig       ] [2121/3585] Completed MPX in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-16T20:27:05.870767] [INFO ] [sig       ] [2122/3585] Forecasting MQ...
[2025-12-16T20:27:05.870798] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-16T20:27:05.870827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-16T20:27:05.883161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-16T20:27:05.883450] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-16T20:27:05.884232] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-16T20:27:05.884283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:05.884314] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:05.884341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:05.884396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:05.945602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:05.946355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:05.946438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:05.946470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:06.068982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:06.069140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:06.069208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:06.069239] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:06.072940] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: DOWN (p=45.40%)
[2025-12-16T20:27:06.073241] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-16T20:27:06.073373] [INFO ] [sig       ] MQ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:06.211958] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MQ.txt
[2025-12-16T20:27:06.212104] [INFO ] [sig       ] [2122/3585] Completed MQ in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-16T20:27:06.212146] [INFO ] [sig       ] [2123/3585] Forecasting MQY...
[2025-12-16T20:27:06.212176] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-16T20:27:06.212205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-16T20:27:06.223774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-16T20:27:06.224057] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-16T20:27:06.224818] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-16T20:27:06.224870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:06.224915] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:06.224943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:06.224998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:06.282729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:06.283603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:06.283688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:06.283722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:06.404902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:06.405057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:06.405098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:06.405128] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:06.408475] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-12-16T20:27:06.408765] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-16T20:27:06.408908] [INFO ] [sig       ] MQY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:06.546276] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MQY.txt
[2025-12-16T20:27:06.546419] [INFO ] [sig       ] [2123/3585] Completed MQY in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-16T20:27:06.546458] [INFO ] [sig       ] [2124/3585] Forecasting MRAM...
[2025-12-16T20:27:06.546488] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-16T20:27:06.546518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-16T20:27:06.557873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-16T20:27:06.558185] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-16T20:27:06.558987] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-16T20:27:06.559038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:06.559069] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:06.559095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:06.559177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:06.618113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:06.618974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:06.619059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:06.619092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:06.735497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:06.735669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:06.735709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:06.735738] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:06.739090] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: UP (p=92.69%)
[2025-12-16T20:27:06.739374] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-16T20:27:06.739500] [INFO ] [sig       ] MRAM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:06.876225] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MRAM.txt
[2025-12-16T20:27:06.876355] [INFO ] [sig       ] [2124/3585] Completed MRAM in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-16T20:27:06.876393] [INFO ] [sig       ] [2125/3585] Forecasting MRBK...
[2025-12-16T20:27:06.876423] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-16T20:27:06.876453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-16T20:27:06.887719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-16T20:27:06.888115] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-16T20:27:06.888939] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-16T20:27:06.888993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:06.889027] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:06.889054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:06.889113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:06.947092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:06.947922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:06.948003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:06.948036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:07.068453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:07.068620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:07.068660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:07.068688] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:07.072194] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: UP (p=60.79%)
[2025-12-16T20:27:07.072501] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-16T20:27:07.072656] [INFO ] [sig       ] MRBK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:07.212287] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MRBK.txt
[2025-12-16T20:27:07.212434] [INFO ] [sig       ] [2125/3585] Completed MRBK in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-16T20:27:07.212475] [INFO ] [sig       ] [2126/3585] Forecasting MRCC...
[2025-12-16T20:27:07.212504] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-16T20:27:07.212533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-16T20:27:07.223271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-16T20:27:07.223645] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-16T20:27:07.224391] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-16T20:27:07.224447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:07.224485] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:07.224518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:07.224612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:07.283475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:07.284357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:07.284446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:07.284486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:07.408907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:07.409056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:07.409095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:07.409123] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:07.415781] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: UP (p=82.33%)
[2025-12-16T20:27:07.416067] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-16T20:27:07.416205] [INFO ] [sig       ] MRCC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:07.552754] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MRCC.txt
[2025-12-16T20:27:07.552902] [INFO ] [sig       ] [2126/3585] Completed MRCC in 0.3s | 2.94 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-16T20:27:07.552941] [INFO ] [sig       ] [2127/3585] Forecasting MRCY...
[2025-12-16T20:27:07.552979] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-16T20:27:07.553010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-16T20:27:07.564629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-16T20:27:07.564995] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-16T20:27:07.565801] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-16T20:27:07.565867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:07.565912] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:07.565946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:07.566006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:07.623275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:07.624153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:07.624237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:07.624271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:07.748756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:07.748918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:07.748959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:07.748987] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:07.753710] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=22.75%)
[2025-12-16T20:27:07.754108] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-16T20:27:07.754277] [INFO ] [sig       ] MRCY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:07.896992] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MRCY.txt
[2025-12-16T20:27:07.897121] [INFO ] [sig       ] [2127/3585] Completed MRCY in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-16T20:27:07.897161] [INFO ] [sig       ] [2128/3585] Forecasting MREO...
[2025-12-16T20:27:07.897191] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-16T20:27:07.897220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-16T20:27:07.908266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-16T20:27:07.908601] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-16T20:27:07.909366] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-16T20:27:07.909417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:07.909449] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:07.909475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:07.909531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:07.964869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:07.965503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:07.965602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:07.965638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:08.083068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:08.083218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:08.083257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:08.083285] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:08.086560] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: UP (p=97.69%)
[2025-12-16T20:27:08.086849] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-16T20:27:08.086969] [INFO ] [sig       ] MREO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:08.226087] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MREO.txt
[2025-12-16T20:27:08.226220] [INFO ] [sig       ] [2128/3585] Completed MREO in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-16T20:27:08.226267] [INFO ] [sig       ] [2129/3585] Forecasting MRK...
[2025-12-16T20:27:08.226297] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-16T20:27:08.226327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-16T20:27:08.239201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-16T20:27:08.239631] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-16T20:27:08.240691] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-16T20:27:08.240752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:08.240795] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:08.240835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:08.240918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:08.298384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:08.299261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:08.299346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:08.299378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:08.424908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:08.425072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:08.425112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:08.425142] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:08.428780] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: DOWN (p=14.55%)
[2025-12-16T20:27:08.429052] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-16T20:27:08.429200] [INFO ] [sig       ] MRK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:08.565337] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MRK.txt
[2025-12-16T20:27:08.565517] [INFO ] [sig       ] [2129/3585] Completed MRK in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-16T20:27:08.565567] [INFO ] [sig       ] [2130/3585] Forecasting MRM...
[2025-12-16T20:27:08.565627] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-16T20:27:08.565658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-16T20:27:08.577170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-16T20:27:08.577565] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-16T20:27:08.578345] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-16T20:27:08.578396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:08.578428] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:08.578454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:08.578509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:08.634834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:08.635780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:08.635863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:08.635896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:08.755799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:08.755950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:08.755988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:08.756032] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:08.759394] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: DOWN (p=16.80%)
[2025-12-16T20:27:08.759687] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-16T20:27:08.759829] [INFO ] [sig       ] MRM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:08.897787] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MRM.txt
[2025-12-16T20:27:08.897925] [INFO ] [sig       ] [2130/3585] Completed MRM in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-16T20:27:08.897964] [INFO ] [sig       ] [2131/3585] Forecasting MRNA...
[2025-12-16T20:27:08.897994] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-16T20:27:08.898023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-16T20:27:08.910191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-16T20:27:08.910534] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-16T20:27:08.911333] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-16T20:27:08.911385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:08.911418] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:08.911445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:08.911516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:08.970170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:08.971055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:08.971196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:08.971246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:09.094175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:09.094338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:09.094377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:09.094406] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:09.098035] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: DOWN (p=1.52%)
[2025-12-16T20:27:09.098322] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-16T20:27:09.098461] [INFO ] [sig       ] MRNA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:09.237491] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MRNA.txt
[2025-12-16T20:27:09.237667] [INFO ] [sig       ] [2131/3585] Completed MRNA in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-16T20:27:09.237709] [INFO ] [sig       ] [2132/3585] Forecasting MRSN...
[2025-12-16T20:27:09.237739] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-16T20:27:09.237769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-16T20:27:09.249925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-16T20:27:09.250274] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-16T20:27:09.251094] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-16T20:27:09.251150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:09.251184] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:09.251212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:09.251269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:09.309295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:09.310174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:09.310260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:09.310312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:09.431398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:09.431596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:09.431649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:09.431681] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:09.435128] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2025-12-16T20:27:09.435424] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-16T20:27:09.435599] [INFO ] [sig       ] MRSN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:09.575199] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MRSN.txt
[2025-12-16T20:27:09.575358] [INFO ] [sig       ] [2132/3585] Completed MRSN in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-16T20:27:09.575399] [INFO ] [sig       ] [2133/3585] Forecasting MRTN...
[2025-12-16T20:27:09.575428] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-16T20:27:09.575457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-16T20:27:09.587399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-16T20:27:09.587803] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-16T20:27:09.588592] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-16T20:27:09.588646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:09.588677] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:09.588703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:09.588888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:09.644642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:09.645453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:09.645549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:09.645611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:09.763767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:09.763920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:09.763961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:09.763991] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:09.767363] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: UP (p=71.52%)
[2025-12-16T20:27:09.767662] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-16T20:27:09.767789] [INFO ] [sig       ] MRTN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:09.908002] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MRTN.txt
[2025-12-16T20:27:09.908145] [INFO ] [sig       ] [2133/3585] Completed MRTN in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-16T20:27:09.908186] [INFO ] [sig       ] [2134/3585] Forecasting MRUS...
[2025-12-16T20:27:09.908217] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-16T20:27:09.908247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-16T20:27:09.919548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-16T20:27:09.919870] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-16T20:27:09.920652] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-16T20:27:09.920703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:09.920735] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:09.920762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:09.920828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:09.984317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:09.985334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:09.985417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:09.985454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:10.109763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:10.109914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:10.109954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:10.109985] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:10.113388] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=71.05%)
[2025-12-16T20:27:10.113682] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-16T20:27:10.114001] [INFO ] [sig       ] MRUS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:10.262758] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MRUS.txt
[2025-12-16T20:27:10.262936] [INFO ] [sig       ] [2134/3585] Completed MRUS in 0.4s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-16T20:27:10.262976] [INFO ] [sig       ] [2135/3585] Forecasting MRVI...
[2025-12-16T20:27:10.263007] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-16T20:27:10.263038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-16T20:27:10.274164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-16T20:27:10.274478] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-16T20:27:10.275299] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-16T20:27:10.275353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:10.275387] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:10.275415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:10.275472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:10.334144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:10.334990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:10.335074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:10.335108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:10.456832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:10.456978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:10.457020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:10.457049] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:10.460357] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=62.96%)
[2025-12-16T20:27:10.460648] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-16T20:27:10.460775] [INFO ] [sig       ] MRVI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:10.603129] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MRVI.txt
[2025-12-16T20:27:10.603263] [INFO ] [sig       ] [2135/3585] Completed MRVI in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-16T20:27:10.603302] [INFO ] [sig       ] [2136/3585] Forecasting MRVL...
[2025-12-16T20:27:10.603331] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-16T20:27:10.603361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-16T20:27:10.614844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-16T20:27:10.615157] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-16T20:27:10.615960] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-16T20:27:10.616024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:10.616058] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:10.616087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:10.616145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:10.674867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:10.675689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:10.675783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:10.675817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:10.796712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:10.796860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:10.796902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:10.796932] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:10.800355] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=56.25%)
[2025-12-16T20:27:10.800646] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-16T20:27:10.800774] [INFO ] [sig       ] MRVL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:10.938513] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MRVL.txt
[2025-12-16T20:27:10.938659] [INFO ] [sig       ] [2136/3585] Completed MRVL in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-16T20:27:10.938699] [INFO ] [sig       ] [2137/3585] Forecasting MRX...
[2025-12-16T20:27:10.938729] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-16T20:27:10.938759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-16T20:27:10.950145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-16T20:27:10.950470] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-16T20:27:10.951266] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-16T20:27:10.951319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:10.951353] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:10.951381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:10.951438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:11.009358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:11.010259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:11.010345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:11.010379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:11.124787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:11.124940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:11.124980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:11.125009] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:11.128282] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-12-16T20:27:11.128546] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-16T20:27:11.128682] [INFO ] [sig       ] MRX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:11.265225] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MRX.txt
[2025-12-16T20:27:11.265365] [INFO ] [sig       ] [2137/3585] Completed MRX in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-16T20:27:11.265404] [INFO ] [sig       ] [2138/3585] Forecasting MS...
[2025-12-16T20:27:11.265433] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-16T20:27:11.265462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-16T20:27:11.277067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-16T20:27:11.277324] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-16T20:27:11.278076] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-16T20:27:11.278126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:11.278185] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:11.278213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:11.278270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:11.333800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:11.334486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:11.334566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:11.334620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:11.456897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:11.457066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:11.457105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:11.457135] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:11.460999] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-12-16T20:27:11.461296] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-16T20:27:11.461428] [INFO ] [sig       ] MS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:11.598465] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MS.txt
[2025-12-16T20:27:11.598645] [INFO ] [sig       ] [2138/3585] Completed MS in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-16T20:27:11.598690] [INFO ] [sig       ] [2139/3585] Forecasting MSA...
[2025-12-16T20:27:11.598723] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-16T20:27:11.598754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-16T20:27:11.610481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-16T20:27:11.610829] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-16T20:27:11.611564] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-16T20:27:11.611634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:11.611665] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:11.611692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:11.611747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:11.669192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:11.669902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:11.669979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:11.670012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:11.791566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:11.791740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:11.791780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:11.791811] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:11.795293] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=65.54%)
[2025-12-16T20:27:11.795599] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-16T20:27:11.795728] [INFO ] [sig       ] MSA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:11.941712] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MSA.txt
[2025-12-16T20:27:11.941845] [INFO ] [sig       ] [2139/3585] Completed MSA in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-16T20:27:11.941883] [INFO ] [sig       ] [2140/3585] Forecasting MSB...
[2025-12-16T20:27:11.941913] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-16T20:27:11.941943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-16T20:27:11.953078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-16T20:27:11.953327] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-16T20:27:11.954111] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-16T20:27:11.954162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:11.954192] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:11.954218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:11.954273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:12.010465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:12.011099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:12.011175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:12.011207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:12.133529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:12.133698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:12.133736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:12.133765] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:12.137068] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: UP (p=95.00%)
[2025-12-16T20:27:12.137334] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-16T20:27:12.137468] [INFO ] [sig       ] MSB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:12.276286] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MSB.txt
[2025-12-16T20:27:12.276447] [INFO ] [sig       ] [2140/3585] Completed MSB in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-16T20:27:12.276487] [INFO ] [sig       ] [2141/3585] Forecasting MSBI...
[2025-12-16T20:27:12.276515] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-16T20:27:12.276546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-16T20:27:12.287876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-16T20:27:12.288242] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-16T20:27:12.289031] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-16T20:27:12.289084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:12.289115] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:12.289141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:12.289218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:12.345272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:12.346161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:12.346249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:12.346283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:12.466232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:12.466380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:12.466418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:12.466447] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:12.469796] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: UP (p=83.34%)
[2025-12-16T20:27:12.470100] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-16T20:27:12.470224] [INFO ] [sig       ] MSBI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:12.606843] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MSBI.txt
[2025-12-16T20:27:12.606999] [INFO ] [sig       ] [2141/3585] Completed MSBI in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-16T20:27:12.607038] [INFO ] [sig       ] [2142/3585] Forecasting MSCI...
[2025-12-16T20:27:12.607069] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-16T20:27:12.607098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-16T20:27:12.618345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-16T20:27:12.618716] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-16T20:27:12.619482] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-16T20:27:12.619533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:12.619564] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:12.619619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:12.619676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:12.676194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:12.677008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:12.677089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:12.677121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:12.796835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:12.796989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:12.797027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:12.797056] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:12.800440] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: UP (p=69.41%)
[2025-12-16T20:27:12.800777] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-16T20:27:12.800902] [INFO ] [sig       ] MSCI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:12.952993] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MSCI.txt
[2025-12-16T20:27:12.953187] [INFO ] [sig       ] [2142/3585] Completed MSCI in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-16T20:27:12.953243] [INFO ] [sig       ] [2143/3585] Forecasting MSD...
[2025-12-16T20:27:12.953285] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-16T20:27:12.953328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-16T20:27:12.968239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-16T20:27:12.968708] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-16T20:27:12.969791] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-16T20:27:12.969855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:12.969900] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:12.969940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:12.970019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:13.032724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:13.033625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:13.033711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:13.033745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:13.151430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:13.151612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:13.151670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:13.151700] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:13.155163] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=17.67%)
[2025-12-16T20:27:13.155482] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-16T20:27:13.155635] [INFO ] [sig       ] MSD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:13.293251] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MSD.txt
[2025-12-16T20:27:13.293406] [INFO ] [sig       ] [2143/3585] Completed MSD in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-16T20:27:13.293445] [INFO ] [sig       ] [2144/3585] Forecasting MSEX...
[2025-12-16T20:27:13.293476] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-16T20:27:13.293505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-16T20:27:13.304920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-16T20:27:13.305265] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-16T20:27:13.306049] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-16T20:27:13.306102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:13.306135] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:13.306162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:13.306219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:13.362611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:13.363468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:13.363550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:13.363605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:13.482871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:13.483028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:13.483068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:13.483098] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:13.486588] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: UP (p=84.73%)
[2025-12-16T20:27:13.486886] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-16T20:27:13.487023] [INFO ] [sig       ] MSEX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:13.628181] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MSEX.txt
[2025-12-16T20:27:13.628340] [INFO ] [sig       ] [2144/3585] Completed MSEX in 0.3s | 2.94 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-16T20:27:13.628385] [INFO ] [sig       ] [2145/3585] Forecasting MSFD...
[2025-12-16T20:27:13.628428] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-16T20:27:13.628469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-16T20:27:13.641843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-16T20:27:13.642215] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-16T20:27:13.642992] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-16T20:27:13.643044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:13.643076] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:13.643103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:13.643158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:13.699459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:13.700349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:13.700431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:13.700464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:13.817317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:13.817474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:13.817512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:13.817541] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:13.821034] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: UP (p=98.26%)
[2025-12-16T20:27:13.821297] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-16T20:27:13.821419] [INFO ] [sig       ] MSFD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:13.957636] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MSFD.txt
[2025-12-16T20:27:13.957760] [INFO ] [sig       ] [2145/3585] Completed MSFD in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-16T20:27:13.957799] [INFO ] [sig       ] [2146/3585] Forecasting MSFL...
[2025-12-16T20:27:13.957829] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-16T20:27:13.957858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-16T20:27:13.969184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-16T20:27:13.969475] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-16T20:27:13.970241] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-16T20:27:13.970292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:13.970324] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:13.970350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:13.970406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:14.026845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:14.027488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:14.027568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:14.027627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:14.147730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:14.147884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:14.147924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:14.147952] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:14.151308] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: UP (p=78.97%)
[2025-12-16T20:27:14.151591] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-16T20:27:14.151713] [INFO ] [sig       ] MSFL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:14.290713] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MSFL.txt
[2025-12-16T20:27:14.290870] [INFO ] [sig       ] [2146/3585] Completed MSFL in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-16T20:27:14.290910] [INFO ] [sig       ] [2147/3585] Forecasting MSGE...
[2025-12-16T20:27:14.290939] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-16T20:27:14.290969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-16T20:27:14.302300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-16T20:27:14.302611] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-16T20:27:14.303339] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-16T20:27:14.303390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:14.303433] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:14.303461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:14.303516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:14.359807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:14.360394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:14.360475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:14.360507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:14.481384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:14.481535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:14.481592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:14.481625] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:14.485012] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: UP (p=70.75%)
[2025-12-16T20:27:14.485277] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-16T20:27:14.485401] [INFO ] [sig       ] MSGE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:14.626395] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MSGE.txt
[2025-12-16T20:27:14.626525] [INFO ] [sig       ] [2147/3585] Completed MSGE in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-16T20:27:14.626565] [INFO ] [sig       ] [2148/3585] Forecasting MSGM...
[2025-12-16T20:27:14.626614] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-16T20:27:14.626645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-16T20:27:14.638479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-16T20:27:14.638798] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-16T20:27:14.639563] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-16T20:27:14.639633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:14.639665] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:14.639691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:14.639745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:14.696933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:14.697910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:14.698036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:14.698096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:14.812091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:14.812251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:14.812291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:14.812320] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:14.815803] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: UP (p=50.60%)
[2025-12-16T20:27:14.816092] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-16T20:27:14.816222] [INFO ] [sig       ] MSGM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:14.955202] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MSGM.txt
[2025-12-16T20:27:14.955355] [INFO ] [sig       ] [2148/3585] Completed MSGM in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-16T20:27:14.955396] [INFO ] [sig       ] [2149/3585] Forecasting MSGS...
[2025-12-16T20:27:14.955425] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-16T20:27:14.955453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-16T20:27:14.966894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-16T20:27:14.967251] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-16T20:27:14.968077] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-16T20:27:14.968131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:14.968163] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:14.968191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:14.968248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:15.025998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:15.026762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:15.026845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:15.026879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:15.146360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:15.146508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:15.146550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:15.146599] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:15.150076] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: DOWN (p=3.20%)
[2025-12-16T20:27:15.150364] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-16T20:27:15.150545] [INFO ] [sig       ] MSGS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:15.294291] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MSGS.txt
[2025-12-16T20:27:15.294435] [INFO ] [sig       ] [2149/3585] Completed MSGS in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-16T20:27:15.294475] [INFO ] [sig       ] [2150/3585] Forecasting MSI...
[2025-12-16T20:27:15.294505] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-16T20:27:15.294534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-16T20:27:15.306378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-16T20:27:15.306689] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-16T20:27:15.307445] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-16T20:27:15.307495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:15.307527] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:15.307553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:15.307640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:15.363892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:15.364758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:15.364863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:15.364895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:15.484975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:15.485128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:15.485168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:15.485197] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:15.488641] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=45.83%)
[2025-12-16T20:27:15.488927] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-16T20:27:15.489071] [INFO ] [sig       ] MSI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:15.628545] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MSI.txt
[2025-12-16T20:27:15.628689] [INFO ] [sig       ] [2150/3585] Completed MSI in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-16T20:27:15.628735] [INFO ] [sig       ] [2151/3585] Forecasting MSM...
[2025-12-16T20:27:15.628766] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-16T20:27:15.628796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-16T20:27:15.640125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-16T20:27:15.640488] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-16T20:27:15.641313] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-16T20:27:15.641365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:15.641398] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:15.641428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:15.641486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:15.705821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:15.706894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:15.706997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:15.707037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:15.825348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:15.825496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:15.825534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:15.825564] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:15.828896] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: UP (p=56.13%)
[2025-12-16T20:27:15.829183] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-16T20:27:15.829308] [INFO ] [sig       ] MSM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:15.968655] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MSM.txt
[2025-12-16T20:27:15.968853] [INFO ] [sig       ] [2151/3585] Completed MSM in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-16T20:27:15.968898] [INFO ] [sig       ] [2152/3585] Forecasting MSTX...
[2025-12-16T20:27:15.968930] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-16T20:27:15.968963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-16T20:27:15.980561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-16T20:27:15.980879] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-16T20:27:15.981721] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-16T20:27:15.981775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:15.981808] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:15.981836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:15.981893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:16.040706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:16.041668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:16.041771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:16.041805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:16.175873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:16.176023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:16.176064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:16.176095] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:16.179454] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=15.31%)
[2025-12-16T20:27:16.179743] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-16T20:27:16.179884] [INFO ] [sig       ] MSTX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:16.326835] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MSTX.txt
[2025-12-16T20:27:16.326989] [INFO ] [sig       ] [2152/3585] Completed MSTX in 0.4s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-16T20:27:16.327030] [INFO ] [sig       ] [2153/3585] Forecasting MTB...
[2025-12-16T20:27:16.327061] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-16T20:27:16.327092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-16T20:27:16.338705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-16T20:27:16.339072] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-16T20:27:16.339893] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-16T20:27:16.339945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:16.339976] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:16.340003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:16.340057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:16.396147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:16.397050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:16.397133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:16.397166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:16.519976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:16.520129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:16.520167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:16.520196] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:16.523511] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: DOWN (p=21.30%)
[2025-12-16T20:27:16.523790] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-16T20:27:16.523912] [INFO ] [sig       ] MTB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:16.662716] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MTB.txt
[2025-12-16T20:27:16.662870] [INFO ] [sig       ] [2153/3585] Completed MTB in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-16T20:27:16.662909] [INFO ] [sig       ] [2154/3585] Forecasting MTCH...
[2025-12-16T20:27:16.662940] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-16T20:27:16.662969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-16T20:27:16.673808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-16T20:27:16.674163] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-16T20:27:16.674955] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-16T20:27:16.675008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:16.675040] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:16.675067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:16.675123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:16.734396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:16.735437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:16.735532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:16.735566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:16.853033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:16.853194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:16.853237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:16.853283] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:16.856672] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=55.00%)
[2025-12-16T20:27:16.856956] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-16T20:27:16.857082] [INFO ] [sig       ] MTCH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:16.993684] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MTCH.txt
[2025-12-16T20:27:16.993836] [INFO ] [sig       ] [2154/3585] Completed MTCH in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-16T20:27:16.993876] [INFO ] [sig       ] [2155/3585] Forecasting MTD...
[2025-12-16T20:27:16.993905] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-16T20:27:16.993935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-16T20:27:17.005506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-16T20:27:17.005835] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-16T20:27:17.006609] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-16T20:27:17.006659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:17.006716] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:17.006746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:17.006802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:17.063980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:17.064842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:17.064929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:17.064962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:17.188892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:17.189048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:17.189086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:17.189114] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:17.192622] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: UP (p=82.76%)
[2025-12-16T20:27:17.192956] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-16T20:27:17.193091] [INFO ] [sig       ] MTD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:17.331728] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MTD.txt
[2025-12-16T20:27:17.331883] [INFO ] [sig       ] [2155/3585] Completed MTD in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-16T20:27:17.331924] [INFO ] [sig       ] [2156/3585] Forecasting MTG...
[2025-12-16T20:27:17.331953] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-16T20:27:17.331982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-16T20:27:17.346561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-16T20:27:17.347012] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-16T20:27:17.347989] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-16T20:27:17.348050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:17.348092] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:17.348126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:17.348204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:17.411176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:17.412141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:17.412258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:17.412292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:17.531216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:17.531363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:17.531402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:17.531430] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:17.534765] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=11.47%)
[2025-12-16T20:27:17.535025] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-16T20:27:17.535144] [INFO ] [sig       ] MTG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:17.674132] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MTG.txt
[2025-12-16T20:27:17.674261] [INFO ] [sig       ] [2156/3585] Completed MTG in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-16T20:27:17.674299] [INFO ] [sig       ] [2157/3585] Forecasting MTH...
[2025-12-16T20:27:17.674328] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-16T20:27:17.674358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-16T20:27:17.685872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-16T20:27:17.686174] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-16T20:27:17.686927] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-16T20:27:17.686979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:17.687010] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:17.687037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:17.687092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:17.745240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:17.746238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:17.746321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:17.746353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:17.866734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:17.866882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:17.866921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:17.866949] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:17.870322] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2025-12-16T20:27:17.870613] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-16T20:27:17.870756] [INFO ] [sig       ] MTH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:18.022118] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MTH.txt
[2025-12-16T20:27:18.022271] [INFO ] [sig       ] [2157/3585] Completed MTH in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-16T20:27:18.022312] [INFO ] [sig       ] [2158/3585] Forecasting MTLS...
[2025-12-16T20:27:18.022342] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-16T20:27:18.022372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-16T20:27:18.033491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-16T20:27:18.033885] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-16T20:27:18.034719] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-16T20:27:18.034772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:18.034809] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:18.034855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:18.034924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:18.090866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:18.091703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:18.091785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:18.091817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:18.217006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:18.217313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:18.217354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:18.217429] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:18.220952] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: UP (p=95.24%)
[2025-12-16T20:27:18.221229] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-16T20:27:18.221348] [INFO ] [sig       ] MTLS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:18.361591] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MTLS.txt
[2025-12-16T20:27:18.361735] [INFO ] [sig       ] [2158/3585] Completed MTLS in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-16T20:27:18.361775] [INFO ] [sig       ] [2159/3585] Forecasting MTN...
[2025-12-16T20:27:18.361804] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-16T20:27:18.361844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-16T20:27:18.374009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-16T20:27:18.374339] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-16T20:27:18.375114] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-16T20:27:18.375166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:18.375197] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:18.375224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:18.375279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:18.431636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:18.432322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:18.432400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:18.432432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:18.552339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:18.552487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:18.552525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:18.552553] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:18.555920] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: DOWN (p=9.67%)
[2025-12-16T20:27:18.556189] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-16T20:27:18.556314] [INFO ] [sig       ] MTN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:18.693828] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MTN.txt
[2025-12-16T20:27:18.693967] [INFO ] [sig       ] [2159/3585] Completed MTN in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-16T20:27:18.694005] [INFO ] [sig       ] [2160/3585] Forecasting MTRN...
[2025-12-16T20:27:18.694035] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-16T20:27:18.694065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-16T20:27:18.705705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-16T20:27:18.706018] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-16T20:27:18.706806] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-16T20:27:18.706857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:18.706888] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:18.706914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:18.706970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:18.764439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:18.765316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:18.765399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:18.765432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:18.892656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:18.892839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:18.892878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:18.892907] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:18.896326] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: DOWN (p=6.95%)
[2025-12-16T20:27:18.896622] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-16T20:27:18.896743] [INFO ] [sig       ] MTRN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:19.034272] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MTRN.txt
[2025-12-16T20:27:19.034401] [INFO ] [sig       ] [2160/3585] Completed MTRN in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-16T20:27:19.034449] [INFO ] [sig       ] [2161/3585] Forecasting MTRX...
[2025-12-16T20:27:19.034479] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-16T20:27:19.034508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-16T20:27:19.046328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-16T20:27:19.046674] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-16T20:27:19.047436] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-16T20:27:19.047487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:19.047518] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:19.047545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:19.047619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:19.103516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:19.104300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:19.104382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:19.104414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:19.223787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:19.223939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:19.223977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:19.224005] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:19.227287] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=28.11%)
[2025-12-16T20:27:19.227548] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-16T20:27:19.227685] [INFO ] [sig       ] MTRX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:19.363645] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MTRX.txt
[2025-12-16T20:27:19.363781] [INFO ] [sig       ] [2161/3585] Completed MTRX in 0.3s | 2.94 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-16T20:27:19.363825] [INFO ] [sig       ] [2162/3585] Forecasting MTSI...
[2025-12-16T20:27:19.363857] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-16T20:27:19.363893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-16T20:27:19.375030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-16T20:27:19.375336] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-16T20:27:19.376130] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-16T20:27:19.376180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:19.376212] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:19.376239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:19.376293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:19.432140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:19.432885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:19.432963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:19.432995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:19.553070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:19.553226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:19.553279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:19.553310] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:19.556704] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: UP (p=61.70%)
[2025-12-16T20:27:19.556967] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-16T20:27:19.557091] [INFO ] [sig       ] MTSI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:19.700026] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MTSI.txt
[2025-12-16T20:27:19.700184] [INFO ] [sig       ] [2162/3585] Completed MTSI in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-16T20:27:19.700232] [INFO ] [sig       ] [2163/3585] Forecasting MTX...
[2025-12-16T20:27:19.700264] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-16T20:27:19.700294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-16T20:27:19.712398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-16T20:27:19.712824] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-16T20:27:19.713633] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-16T20:27:19.713686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:19.713724] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:19.713756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:19.713824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:19.770671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:19.771506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:19.771617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:19.771655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:19.889051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:19.889214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:19.889252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:19.889281] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:19.892587] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: UP (p=90.15%)
[2025-12-16T20:27:19.892849] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-16T20:27:19.892966] [INFO ] [sig       ] MTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:20.030492] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MTX.txt
[2025-12-16T20:27:20.030674] [INFO ] [sig       ] [2163/3585] Completed MTX in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-16T20:27:20.030716] [INFO ] [sig       ] [2164/3585] Forecasting MTZ...
[2025-12-16T20:27:20.030747] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-16T20:27:20.030779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-16T20:27:20.042324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-16T20:27:20.042690] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-16T20:27:20.043446] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-16T20:27:20.043498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:20.043530] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:20.043557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:20.043634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:20.099307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:20.100094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:20.100174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:20.100206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:20.223941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:20.224086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:20.224125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:20.224154] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:20.227534] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: UP (p=78.00%)
[2025-12-16T20:27:20.227858] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-16T20:27:20.227988] [INFO ] [sig       ] MTZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:20.364954] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MTZ.txt
[2025-12-16T20:27:20.365106] [INFO ] [sig       ] [2164/3585] Completed MTZ in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-16T20:27:20.365144] [INFO ] [sig       ] [2165/3585] Forecasting MUA...
[2025-12-16T20:27:20.365174] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-16T20:27:20.365204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-16T20:27:20.376480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-16T20:27:20.376857] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-16T20:27:20.377616] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-16T20:27:20.377676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:20.377707] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:20.377733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:20.377788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:20.433992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:20.434835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:20.434956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:20.434989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:20.557788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:20.557944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:20.557982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:20.558010] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:20.561409] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=79.01%)
[2025-12-16T20:27:20.561710] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-16T20:27:20.561863] [INFO ] [sig       ] MUA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:20.704029] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MUA.txt
[2025-12-16T20:27:20.704163] [INFO ] [sig       ] [2165/3585] Completed MUA in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-16T20:27:20.704202] [INFO ] [sig       ] [2166/3585] Forecasting MUC...
[2025-12-16T20:27:20.704232] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-16T20:27:20.704261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-16T20:27:20.715564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-16T20:27:20.715856] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-16T20:27:20.716631] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-16T20:27:20.716681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:20.716713] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:20.716739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:20.716794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:20.773130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:20.773722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:20.773799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:20.773830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:20.893612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:20.893716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:20.893752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:20.893779] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:20.896874] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: UP (p=96.96%)
[2025-12-16T20:27:20.897139] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-16T20:27:20.897255] [INFO ] [sig       ] MUC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:21.034151] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MUC.txt
[2025-12-16T20:27:21.034255] [INFO ] [sig       ] [2166/3585] Completed MUC in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-16T20:27:21.034291] [INFO ] [sig       ] [2167/3585] Forecasting MUE...
[2025-12-16T20:27:21.034320] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-16T20:27:21.034348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-16T20:27:21.045270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-16T20:27:21.045566] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-16T20:27:21.046318] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-16T20:27:21.046368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:21.046399] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:21.046425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:21.046480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:21.102067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:21.102653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:21.102728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:21.102760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:21.216268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:21.216457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:21.216497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:21.216527] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:21.219910] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=13.48%)
[2025-12-16T20:27:21.220227] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-16T20:27:21.220356] [INFO ] [sig       ] MUE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:21.358820] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MUE.txt
[2025-12-16T20:27:21.358955] [INFO ] [sig       ] [2167/3585] Completed MUE in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-16T20:27:21.358998] [INFO ] [sig       ] [2168/3585] Forecasting MUFG...
[2025-12-16T20:27:21.359028] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-16T20:27:21.359058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-16T20:27:21.371126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-16T20:27:21.371388] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-16T20:27:21.372159] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-16T20:27:21.372210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:21.372242] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:21.372269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:21.372324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:21.428765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:21.429365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:21.429456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:21.429488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:21.550662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:21.550788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:21.550830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:21.550865] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:21.554037] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=43.05%)
[2025-12-16T20:27:21.554296] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-16T20:27:21.554416] [INFO ] [sig       ] MUFG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:21.692830] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MUFG.txt
[2025-12-16T20:27:21.692966] [INFO ] [sig       ] [2168/3585] Completed MUFG in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-16T20:27:21.693007] [INFO ] [sig       ] [2169/3585] Forecasting MUJ...
[2025-12-16T20:27:21.693037] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-16T20:27:21.693067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-16T20:27:21.704448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-16T20:27:21.704765] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-16T20:27:21.705535] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-16T20:27:21.705609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:21.705652] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:21.705682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:21.705743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:21.762400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:21.762988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:21.763064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:21.763096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:21.882355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:21.882460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:21.882497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:21.882525] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:21.885710] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=45.77%)
[2025-12-16T20:27:21.885996] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-16T20:27:21.886112] [INFO ] [sig       ] MUJ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:22.024206] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MUJ.txt
[2025-12-16T20:27:22.024315] [INFO ] [sig       ] [2169/3585] Completed MUJ in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-16T20:27:22.024351] [INFO ] [sig       ] [2170/3585] Forecasting MUSA...
[2025-12-16T20:27:22.024380] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-16T20:27:22.024410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-16T20:27:22.035657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-16T20:27:22.035943] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-16T20:27:22.036732] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-16T20:27:22.036792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:22.036832] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:22.036866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:22.036936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:22.093996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:22.094596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:22.094672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:22.094704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:22.215391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:22.215520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:22.215558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:22.215601] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:22.218917] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=8.00%)
[2025-12-16T20:27:22.219200] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-16T20:27:22.219321] [INFO ] [sig       ] MUSA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:22.355842] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MUSA.txt
[2025-12-16T20:27:22.355949] [INFO ] [sig       ] [2170/3585] Completed MUSA in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-16T20:27:22.355987] [INFO ] [sig       ] [2171/3585] Forecasting MUX...
[2025-12-16T20:27:22.356016] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-16T20:27:22.356046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-16T20:27:22.367170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-16T20:27:22.367460] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-16T20:27:22.368273] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-16T20:27:22.368344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:22.368378] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:22.368406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:22.368461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:22.423481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:22.424075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:22.424151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:22.424182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:22.544437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:22.544550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:22.544602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:22.544632] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:22.547849] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=14.88%)
[2025-12-16T20:27:22.548125] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-16T20:27:22.548241] [INFO ] [sig       ] MUX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:22.685181] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MUX.txt
[2025-12-16T20:27:22.685288] [INFO ] [sig       ] [2171/3585] Completed MUX in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-16T20:27:22.685326] [INFO ] [sig       ] [2172/3585] Forecasting MVBF...
[2025-12-16T20:27:22.685354] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-16T20:27:22.685383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-16T20:27:22.696963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-16T20:27:22.697271] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-16T20:27:22.698069] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-16T20:27:22.698119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:22.698176] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:22.698204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:22.698260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:22.754224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:22.754817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:22.754897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:22.754929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:22.870596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:22.870698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:22.870733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:22.870760] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:22.873818] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: DOWN (p=22.17%)
[2025-12-16T20:27:22.874071] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-16T20:27:22.874189] [INFO ] [sig       ] MVBF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:23.013947] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MVBF.txt
[2025-12-16T20:27:23.014066] [INFO ] [sig       ] [2172/3585] Completed MVBF in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-16T20:27:23.014104] [INFO ] [sig       ] [2173/3585] Forecasting MVF...
[2025-12-16T20:27:23.014133] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-16T20:27:23.014162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-16T20:27:23.025659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-16T20:27:23.025963] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-16T20:27:23.026733] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-16T20:27:23.026783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:23.026815] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:23.026841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:23.026896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:23.081372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:23.081982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:23.082057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:23.082089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:23.198618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:23.198717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:23.198753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:23.198781] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:23.201929] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=93.80%)
[2025-12-16T20:27:23.202198] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-16T20:27:23.202313] [INFO ] [sig       ] MVF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:23.336991] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MVF.txt
[2025-12-16T20:27:23.337094] [INFO ] [sig       ] [2173/3585] Completed MVF in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-16T20:27:23.337132] [INFO ] [sig       ] [2174/3585] Forecasting MVO...
[2025-12-16T20:27:23.337159] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-16T20:27:23.337187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-16T20:27:23.348356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-16T20:27:23.348637] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-16T20:27:23.349395] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-16T20:27:23.349446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:23.349478] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:23.349505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:23.349560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:23.405500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:23.406126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:23.406202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:23.406245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:23.523380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:23.523480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:23.523514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:23.523541] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:23.526686] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-16T20:27:23.526971] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-16T20:27:23.527090] [INFO ] [sig       ] MVO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:23.667246] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MVO.txt
[2025-12-16T20:27:23.667382] [INFO ] [sig       ] [2174/3585] Completed MVO in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-16T20:27:23.667427] [INFO ] [sig       ] [2175/3585] Forecasting MWA...
[2025-12-16T20:27:23.667457] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-16T20:27:23.667486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-16T20:27:23.678845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-16T20:27:23.679169] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-16T20:27:23.680029] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-16T20:27:23.680084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:23.680116] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:23.680143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:23.680199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:23.739179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:23.739817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:23.739924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:23.739966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:23.857966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:23.858060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:23.858095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:23.858152] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:23.862451] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=8.49%)
[2025-12-16T20:27:23.862763] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-16T20:27:23.862898] [INFO ] [sig       ] MWA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:24.000320] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MWA.txt
[2025-12-16T20:27:24.000426] [INFO ] [sig       ] [2175/3585] Completed MWA in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-16T20:27:24.000463] [INFO ] [sig       ] [2176/3585] Forecasting MX...
[2025-12-16T20:27:24.000493] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-16T20:27:24.000522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-16T20:27:24.011745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-16T20:27:24.012037] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-16T20:27:24.012852] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-16T20:27:24.012910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:24.012943] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:24.012970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:24.013028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:24.070238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:24.070834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:24.070915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:24.070946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:24.185783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:24.185882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:24.185917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:24.185945] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:24.188983] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=77.73%)
[2025-12-16T20:27:24.189269] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-16T20:27:24.189404] [INFO ] [sig       ] MX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:24.327330] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MX.txt
[2025-12-16T20:27:24.327438] [INFO ] [sig       ] [2176/3585] Completed MX in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-16T20:27:24.327476] [INFO ] [sig       ] [2177/3585] Forecasting MXF...
[2025-12-16T20:27:24.327506] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-16T20:27:24.327536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-16T20:27:24.339016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-16T20:27:24.339351] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-16T20:27:24.340181] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-16T20:27:24.340233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:24.340266] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:24.340292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:24.340350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:24.397451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:24.398060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:24.398135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:24.398167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:24.513143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:24.513232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:24.513267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:24.513296] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:24.516373] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=70.43%)
[2025-12-16T20:27:24.516649] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-16T20:27:24.516767] [INFO ] [sig       ] MXF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:24.654731] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MXF.txt
[2025-12-16T20:27:24.654838] [INFO ] [sig       ] [2177/3585] Completed MXF in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-16T20:27:24.654878] [INFO ] [sig       ] [2178/3585] Forecasting MXL...
[2025-12-16T20:27:24.654909] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-16T20:27:24.654939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-16T20:27:24.666267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-16T20:27:24.666552] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-16T20:27:24.667381] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-16T20:27:24.667433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:24.667466] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:24.667493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:24.667549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:24.724220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:24.724800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:24.724888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:24.724926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:24.843799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:24.843953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:24.843997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:24.844045] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:24.847346] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: DOWN (p=22.11%)
[2025-12-16T20:27:24.847626] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-16T20:27:24.847749] [INFO ] [sig       ] MXL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:24.981600] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MXL.txt
[2025-12-16T20:27:24.981734] [INFO ] [sig       ] [2178/3585] Completed MXL in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-16T20:27:24.981775] [INFO ] [sig       ] [2179/3585] Forecasting MYE...
[2025-12-16T20:27:24.981805] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-16T20:27:24.981834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-16T20:27:24.993494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-16T20:27:24.993836] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-16T20:27:24.994663] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-16T20:27:24.994717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:24.994750] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:24.994779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:24.994836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:25.050383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:25.051068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:25.051147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:25.051178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:25.173735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:25.173910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:25.173951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:25.173980] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:25.177425] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: UP (p=53.48%)
[2025-12-16T20:27:25.177720] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-16T20:27:25.177847] [INFO ] [sig       ] MYE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:25.314627] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MYE.txt
[2025-12-16T20:27:25.314743] [INFO ] [sig       ] [2179/3585] Completed MYE in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-16T20:27:25.314781] [INFO ] [sig       ] [2180/3585] Forecasting MYGN...
[2025-12-16T20:27:25.314810] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-16T20:27:25.314839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-16T20:27:25.325561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-16T20:27:25.325841] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-16T20:27:25.326604] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-16T20:27:25.326655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:25.326686] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:25.326711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:25.326765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:25.382673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:25.383251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:25.383347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:25.383380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:25.501235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:25.501332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:25.501367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:25.501394] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:25.504474] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: UP (p=52.81%)
[2025-12-16T20:27:25.504752] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-16T20:27:25.504872] [INFO ] [sig       ] MYGN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:25.642433] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MYGN.txt
[2025-12-16T20:27:25.642547] [INFO ] [sig       ] [2180/3585] Completed MYGN in 0.3s | 2.94 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-16T20:27:25.642601] [INFO ] [sig       ] [2181/3585] Forecasting MYI...
[2025-12-16T20:27:25.642634] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-16T20:27:25.642663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-16T20:27:25.653868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-16T20:27:25.654127] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-16T20:27:25.654873] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-16T20:27:25.654928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:25.654959] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:25.654985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:25.655040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:25.710690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:25.711302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:25.711379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:25.711411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:25.831447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:25.831565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:25.831619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:25.831646] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:25.834798] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=65.08%)
[2025-12-16T20:27:25.835064] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-16T20:27:25.835181] [INFO ] [sig       ] MYI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:25.974852] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MYI.txt
[2025-12-16T20:27:25.974968] [INFO ] [sig       ] [2181/3585] Completed MYI in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-16T20:27:25.975011] [INFO ] [sig       ] [2182/3585] Forecasting MYN...
[2025-12-16T20:27:25.975042] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-16T20:27:25.975072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-16T20:27:25.986761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-16T20:27:25.987069] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-16T20:27:25.987823] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-16T20:27:25.987873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:25.987904] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:25.987950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:25.988009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:26.043710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:26.044298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:26.044400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:26.044433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:26.163209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:26.163305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:26.163341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:26.163370] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:26.166410] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: DOWN (p=8.03%)
[2025-12-16T20:27:26.166690] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-16T20:27:26.166809] [INFO ] [sig       ] MYN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:26.304329] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/MYN.txt
[2025-12-16T20:27:26.304434] [INFO ] [sig       ] [2182/3585] Completed MYN in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-16T20:27:26.304472] [INFO ] [sig       ] [2183/3585] Forecasting MYRG...
[2025-12-16T20:27:26.304502] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-16T20:27:26.304532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-16T20:27:26.315739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-16T20:27:26.316015] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-16T20:27:26.316769] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-16T20:27:26.316819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:26.316852] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:26.316885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:26.316952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:26.372653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:26.373231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:26.373310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:26.373341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:26.490561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:26.490685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:26.490720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:26.490748] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:26.493851] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=95.90%)
[2025-12-16T20:27:26.494142] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-16T20:27:26.494259] [INFO ] [sig       ] MYRG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:26.630066] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/MYRG.txt
[2025-12-16T20:27:26.630179] [INFO ] [sig       ] [2183/3585] Completed MYRG in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-16T20:27:26.630217] [INFO ] [sig       ] [2184/3585] Forecasting NA...
[2025-12-16T20:27:26.630246] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-16T20:27:26.630275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-16T20:27:26.642503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-16T20:27:26.642833] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-16T20:27:26.643830] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-16T20:27:26.643882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:26.643915] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:26.643943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:26.644000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:26.700920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:26.701484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:26.701562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:26.701611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:26.818853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:26.818956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:26.818992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:26.819020] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:26.822118] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=91.07%)
[2025-12-16T20:27:26.822374] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-16T20:27:26.822493] [INFO ] [sig       ] NA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:26.958971] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NA.txt
[2025-12-16T20:27:26.959077] [INFO ] [sig       ] [2184/3585] Completed NA in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-16T20:27:26.959114] [INFO ] [sig       ] [2185/3585] Forecasting NAAS...
[2025-12-16T20:27:26.959142] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-16T20:27:26.959185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-16T20:27:26.970882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-16T20:27:26.971174] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-16T20:27:26.972024] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-16T20:27:26.972086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:26.972119] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:26.972146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:26.972205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:27.029024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:27.029634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:27.029712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:27.029743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:27.148761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:27.148864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:27.148899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:27.148928] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:27.152041] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=76.20%)
[2025-12-16T20:27:27.152299] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-16T20:27:27.152418] [INFO ] [sig       ] NAAS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:27.289921] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NAAS.txt
[2025-12-16T20:27:27.290076] [INFO ] [sig       ] [2185/3585] Completed NAAS in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-16T20:27:27.290131] [INFO ] [sig       ] [2186/3585] Forecasting NABL...
[2025-12-16T20:27:27.290168] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-16T20:27:27.290215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-16T20:27:27.301354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-16T20:27:27.301666] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-16T20:27:27.302441] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-16T20:27:27.302494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:27.302526] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:27.302555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:27.302639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:27.358760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:27.359348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:27.359426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:27.359457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:27.474397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:27.474512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:27.474548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:27.474592] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:27.477822] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=81.89%)
[2025-12-16T20:27:27.478084] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-16T20:27:27.478203] [INFO ] [sig       ] NABL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:27.615655] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NABL.txt
[2025-12-16T20:27:27.615763] [INFO ] [sig       ] [2186/3585] Completed NABL in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-16T20:27:27.615801] [INFO ] [sig       ] [2187/3585] Forecasting NAC...
[2025-12-16T20:27:27.615831] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-16T20:27:27.615860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-16T20:27:27.627333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-16T20:27:27.627632] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-16T20:27:27.628429] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-16T20:27:27.628482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:27.628516] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:27.628543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:27.628622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:27.685196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:27.685807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:27.685883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:27.685918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:27.811856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:27.811982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:27.812027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:27.812062] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:27.815275] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-16T20:27:27.815536] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-16T20:27:27.815670] [INFO ] [sig       ] NAC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:27.954600] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NAC.txt
[2025-12-16T20:27:27.954713] [INFO ] [sig       ] [2187/3585] Completed NAC in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-16T20:27:27.954751] [INFO ] [sig       ] [2188/3585] Forecasting NAD...
[2025-12-16T20:27:27.954780] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-16T20:27:27.954809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-16T20:27:27.965872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-16T20:27:27.966144] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-16T20:27:27.966893] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-16T20:27:27.966944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:27.966975] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:27.967002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:27.967058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:28.022144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:28.022740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:28.022818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:28.022849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:28.150937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:28.151085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:28.151123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:28.151152] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:28.154436] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=86.20%)
[2025-12-16T20:27:28.154717] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-16T20:27:28.154837] [INFO ] [sig       ] NAD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:28.291877] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NAD.txt
[2025-12-16T20:27:28.292003] [INFO ] [sig       ] [2188/3585] Completed NAD in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-16T20:27:28.292041] [INFO ] [sig       ] [2189/3585] Forecasting NAMS...
[2025-12-16T20:27:28.292071] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-16T20:27:28.292100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-16T20:27:28.303477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-16T20:27:28.303820] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-16T20:27:28.304628] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-16T20:27:28.304681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:28.304741] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:28.304769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:28.304843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:28.362664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:28.363248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:28.363324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:28.363356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:28.479806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:28.479913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:28.479949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:28.479981] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:28.483085] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: DOWN (p=32.85%)
[2025-12-16T20:27:28.483343] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-16T20:27:28.483461] [INFO ] [sig       ] NAMS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:28.620172] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NAMS.txt
[2025-12-16T20:27:28.620279] [INFO ] [sig       ] [2189/3585] Completed NAMS in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-16T20:27:28.620317] [INFO ] [sig       ] [2190/3585] Forecasting NATH...
[2025-12-16T20:27:28.620347] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-16T20:27:28.620376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-16T20:27:28.632051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-16T20:27:28.632362] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-16T20:27:28.633198] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-16T20:27:28.633251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:28.633284] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:28.633312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:28.633371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:28.689724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:28.690317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:28.690395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:28.690426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:28.797746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:28.797896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:28.797933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:28.797961] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:28.801324] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=16.51%)
[2025-12-16T20:27:28.801605] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-16T20:27:28.801729] [INFO ] [sig       ] NATH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:28.947760] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NATH.txt
[2025-12-16T20:27:28.947890] [INFO ] [sig       ] [2190/3585] Completed NATH in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-16T20:27:28.947932] [INFO ] [sig       ] [2191/3585] Forecasting NATL...
[2025-12-16T20:27:28.947967] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-16T20:27:28.948003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-16T20:27:28.959777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-16T20:27:28.960058] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-16T20:27:28.960840] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-16T20:27:28.960892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:28.960925] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:28.960959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:28.961030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:29.017191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:29.017774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:29.017850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:29.017882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:29.138020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:29.138146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:29.138181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:29.138209] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:29.141334] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=26.96%)
[2025-12-16T20:27:29.141607] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-16T20:27:29.141725] [INFO ] [sig       ] NATL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:29.278405] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NATL.txt
[2025-12-16T20:27:29.278511] [INFO ] [sig       ] [2191/3585] Completed NATL in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-16T20:27:29.278548] [INFO ] [sig       ] [2192/3585] Forecasting NAVI...
[2025-12-16T20:27:29.278593] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-16T20:27:29.278625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-16T20:27:29.290114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-16T20:27:29.290387] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-16T20:27:29.291140] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-16T20:27:29.291191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:29.291222] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:29.291248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:29.291304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:29.346556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:29.347161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:29.347239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:29.347270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:29.466148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:29.466246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:29.466280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:29.466335] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:29.469531] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: DOWN (p=3.74%)
[2025-12-16T20:27:29.469815] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-16T20:27:29.469939] [INFO ] [sig       ] NAVI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:29.607980] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NAVI.txt
[2025-12-16T20:27:29.608114] [INFO ] [sig       ] [2192/3585] Completed NAVI in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-16T20:27:29.608160] [INFO ] [sig       ] [2193/3585] Forecasting NAZ...
[2025-12-16T20:27:29.608193] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-16T20:27:29.608223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-16T20:27:29.619565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-16T20:27:29.619892] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-16T20:27:29.620720] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-16T20:27:29.620774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:29.620807] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:29.620836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:29.620893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:29.677666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:29.678242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:29.678318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:29.678349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:29.779631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:29.779723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:29.779757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:29.779785] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:29.782886] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-12-16T20:27:29.783172] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-16T20:27:29.783288] [INFO ] [sig       ] NAZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:29.921016] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NAZ.txt
[2025-12-16T20:27:29.921143] [INFO ] [sig       ] [2193/3585] Completed NAZ in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-16T20:27:29.921180] [INFO ] [sig       ] [2194/3585] Forecasting NB...
[2025-12-16T20:27:29.921209] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-16T20:27:29.921239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-16T20:27:29.933016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-16T20:27:29.933291] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-16T20:27:29.934108] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-16T20:27:29.934161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:29.934193] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:29.934221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:29.934279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:29.990201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:29.990811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:29.990887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:29.990918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:30.102596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:30.102687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:30.102724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:30.102752] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:30.105773] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=87.70%)
[2025-12-16T20:27:30.106028] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-16T20:27:30.106144] [INFO ] [sig       ] NB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:30.243029] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NB.txt
[2025-12-16T20:27:30.243147] [INFO ] [sig       ] [2194/3585] Completed NB in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-16T20:27:30.243184] [INFO ] [sig       ] [2195/3585] Forecasting NBB...
[2025-12-16T20:27:30.243213] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-16T20:27:30.243244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-16T20:27:30.254956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-16T20:27:30.255235] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-16T20:27:30.256044] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-16T20:27:30.256108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:30.256141] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:30.256172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:30.256229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:30.312598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:30.313178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:30.313255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:30.313285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:30.430493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:30.430602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:30.430639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:30.430666] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:30.433782] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: UP (p=66.35%)
[2025-12-16T20:27:30.434063] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-16T20:27:30.434182] [INFO ] [sig       ] NBB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:30.572031] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NBB.txt
[2025-12-16T20:27:30.572135] [INFO ] [sig       ] [2195/3585] Completed NBB in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-16T20:27:30.572173] [INFO ] [sig       ] [2196/3585] Forecasting NBBK...
[2025-12-16T20:27:30.572201] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-16T20:27:30.572231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-16T20:27:30.583981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-16T20:27:30.584280] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-16T20:27:30.585119] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-16T20:27:30.585178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:30.585211] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:30.585240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:30.585297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:30.642313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:30.642927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:30.643003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:30.643034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:30.762565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:30.762686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:30.762720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:30.762747] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:30.765968] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=14.02%)
[2025-12-16T20:27:30.766227] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-16T20:27:30.766345] [INFO ] [sig       ] NBBK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:30.903042] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NBBK.txt
[2025-12-16T20:27:30.903149] [INFO ] [sig       ] [2196/3585] Completed NBBK in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-16T20:27:30.903187] [INFO ] [sig       ] [2197/3585] Forecasting NBHC...
[2025-12-16T20:27:30.903215] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-16T20:27:30.903245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-16T20:27:30.914425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-16T20:27:30.914707] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-16T20:27:30.915445] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-16T20:27:30.915496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:30.915527] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:30.915554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:30.915627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:30.971247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:30.971840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:30.971917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:30.971948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:31.085947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:31.086051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:31.086086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:31.086114] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:31.089268] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-16T20:27:31.089529] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-16T20:27:31.089666] [INFO ] [sig       ] NBHC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:31.224537] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NBHC.txt
[2025-12-16T20:27:31.224662] [INFO ] [sig       ] [2197/3585] Completed NBHC in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-16T20:27:31.224701] [INFO ] [sig       ] [2198/3585] Forecasting NBIX...
[2025-12-16T20:27:31.224730] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-16T20:27:31.224760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-16T20:27:31.236202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-16T20:27:31.236466] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-16T20:27:31.237231] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-16T20:27:31.237281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:31.237313] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:31.237339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:31.237394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:31.292036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:31.292638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:31.292713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:31.292744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:31.411689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:31.411791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:31.411826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:31.411854] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:31.414971] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-12-16T20:27:31.415230] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-16T20:27:31.415346] [INFO ] [sig       ] NBIX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:31.552192] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NBIX.txt
[2025-12-16T20:27:31.552304] [INFO ] [sig       ] [2198/3585] Completed NBIX in 0.3s | 2.94 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-16T20:27:31.552347] [INFO ] [sig       ] [2199/3585] Forecasting NBN...
[2025-12-16T20:27:31.552377] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-16T20:27:31.552406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-16T20:27:31.563466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-16T20:27:31.563750] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-16T20:27:31.564487] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-16T20:27:31.564538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:31.564589] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:31.564621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:31.564681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:31.620404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:31.621003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:31.621119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:31.621159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:31.737565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:31.737697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:31.737733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:31.737761] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:31.740963] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-12-16T20:27:31.741263] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-16T20:27:31.741379] [INFO ] [sig       ] NBN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:31.879038] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NBN.txt
[2025-12-16T20:27:31.879215] [INFO ] [sig       ] [2199/3585] Completed NBN in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-16T20:27:31.879258] [INFO ] [sig       ] [2200/3585] Forecasting NBTB...
[2025-12-16T20:27:31.879290] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-16T20:27:31.879321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-16T20:27:31.890754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-16T20:27:31.891061] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-16T20:27:31.891840] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-16T20:27:31.891892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:31.891924] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:31.891952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:31.892008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:31.949273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:31.949895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:31.949971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:31.950009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:32.068716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:32.068836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:32.068873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:32.068901] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:32.072266] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-16T20:27:32.072531] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-16T20:27:32.072689] [INFO ] [sig       ] NBTB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:32.208517] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NBTB.txt
[2025-12-16T20:27:32.208640] [INFO ] [sig       ] [2200/3585] Completed NBTB in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-16T20:27:32.208680] [INFO ] [sig       ] [2201/3585] Forecasting NBXG...
[2025-12-16T20:27:32.208709] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-16T20:27:32.208739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-16T20:27:32.219973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-16T20:27:32.220235] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-16T20:27:32.220989] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-16T20:27:32.221039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:32.221071] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:32.221097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:32.221153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:32.277845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:32.278444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:32.278522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:32.278554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:32.395779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:32.395887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:32.395923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:32.395950] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:32.399073] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=60.56%)
[2025-12-16T20:27:32.399355] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-16T20:27:32.399477] [INFO ] [sig       ] NBXG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:32.535856] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NBXG.txt
[2025-12-16T20:27:32.535968] [INFO ] [sig       ] [2201/3585] Completed NBXG in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-16T20:27:32.536006] [INFO ] [sig       ] [2202/3585] Forecasting NC...
[2025-12-16T20:27:32.536035] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-16T20:27:32.536064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-16T20:27:32.547005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-16T20:27:32.547310] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-16T20:27:32.548209] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-16T20:27:32.548261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:32.548293] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:32.548320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:32.548374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:32.603055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:32.603649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:32.603724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:32.603755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:32.703821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:32.703916] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:27:32.703966] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:32.703996] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:32.707035] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=55.76%)
[2025-12-16T20:27:32.707326] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-16T20:27:32.707444] [INFO ] [sig       ] NC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:32.844798] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NC.txt
[2025-12-16T20:27:32.844938] [INFO ] [sig       ] [2202/3585] Completed NC in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-16T20:27:32.844977] [INFO ] [sig       ] [2203/3585] Forecasting NCA...
[2025-12-16T20:27:32.845006] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-16T20:27:32.845042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-16T20:27:32.855906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-16T20:27:32.856201] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-16T20:27:32.856970] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-16T20:27:32.857020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:32.857053] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:32.857084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:32.857140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:32.913922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:32.914520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:32.914611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:32.914645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:33.033053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:33.033156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:33.033191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:33.033218] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:33.036307] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=86.93%)
[2025-12-16T20:27:33.036566] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-16T20:27:33.036701] [INFO ] [sig       ] NCA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:33.171560] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NCA.txt
[2025-12-16T20:27:33.171684] [INFO ] [sig       ] [2203/3585] Completed NCA in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-16T20:27:33.171723] [INFO ] [sig       ] [2204/3585] Forecasting NCLH...
[2025-12-16T20:27:33.171752] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-16T20:27:33.171782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-16T20:27:33.182919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-16T20:27:33.183188] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-16T20:27:33.183938] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-16T20:27:33.183989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:33.184020] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:33.184047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:33.184103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:33.240178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:33.240790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:33.240877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:33.240910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:33.357951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:33.358044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:33.358081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:33.358108] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:33.361265] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=57.34%)
[2025-12-16T20:27:33.361522] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-16T20:27:33.361656] [INFO ] [sig       ] NCLH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:33.499440] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NCLH.txt
[2025-12-16T20:27:33.499555] [INFO ] [sig       ] [2204/3585] Completed NCLH in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-16T20:27:33.499609] [INFO ] [sig       ] [2205/3585] Forecasting NCMI...
[2025-12-16T20:27:33.499640] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-16T20:27:33.499669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-16T20:27:33.510710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-16T20:27:33.510975] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-16T20:27:33.511731] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-16T20:27:33.511781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:33.511813] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:33.511839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:33.511898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:33.568435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:33.569027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:33.569106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:33.569139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:33.691916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:33.692016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:33.692052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:33.692080] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:33.695360] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-12-16T20:27:33.695648] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-16T20:27:33.695769] [INFO ] [sig       ] NCMI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:33.831946] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NCMI.txt
[2025-12-16T20:27:33.832058] [INFO ] [sig       ] [2205/3585] Completed NCMI in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-16T20:27:33.832103] [INFO ] [sig       ] [2206/3585] Forecasting NCNA...
[2025-12-16T20:27:33.832139] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-16T20:27:33.832174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-16T20:27:33.843216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-16T20:27:33.843491] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-16T20:27:33.844249] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-16T20:27:33.844300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:33.844367] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:33.844396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:33.844453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:33.901205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:33.901872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:33.901949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:33.901981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:34.013129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:34.013221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:34.013255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:34.013282] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:34.016384] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: UP (p=88.92%)
[2025-12-16T20:27:34.016660] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-16T20:27:34.016778] [INFO ] [sig       ] NCNA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:34.153277] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NCNA.txt
[2025-12-16T20:27:34.153381] [INFO ] [sig       ] [2206/3585] Completed NCNA in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-16T20:27:34.153418] [INFO ] [sig       ] [2207/3585] Forecasting NCNO...
[2025-12-16T20:27:34.153448] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-16T20:27:34.153478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-16T20:27:34.164417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-16T20:27:34.164703] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-16T20:27:34.165445] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-16T20:27:34.165495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:34.165527] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:34.165553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:34.165634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:34.221333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:34.221914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:34.221990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:34.222022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:34.341054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:34.341190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:34.341228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:34.341256] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:34.344540] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-12-16T20:27:34.344823] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-16T20:27:34.344943] [INFO ] [sig       ] NCNO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:34.482485] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NCNO.txt
[2025-12-16T20:27:34.482608] [INFO ] [sig       ] [2207/3585] Completed NCNO in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-16T20:27:34.482649] [INFO ] [sig       ] [2208/3585] Forecasting NCTY...
[2025-12-16T20:27:34.482677] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-16T20:27:34.482707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-16T20:27:34.494501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-16T20:27:34.494853] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-16T20:27:34.495670] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-16T20:27:34.495723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:34.495755] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:34.495784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:34.495841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:34.552892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:34.553499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:34.553593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:34.553627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:34.674120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:34.674219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:34.674254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:34.674282] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:34.677338] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=56.86%)
[2025-12-16T20:27:34.677609] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-16T20:27:34.677729] [INFO ] [sig       ] NCTY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:34.813435] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NCTY.txt
[2025-12-16T20:27:34.813540] [INFO ] [sig       ] [2208/3585] Completed NCTY in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-16T20:27:34.813597] [INFO ] [sig       ] [2209/3585] Forecasting NCZ...
[2025-12-16T20:27:34.813628] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-16T20:27:34.813658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-16T20:27:34.824680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-16T20:27:34.824943] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-16T20:27:34.825697] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-16T20:27:34.825747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:34.825778] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:34.825804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:34.825860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:34.881865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:34.882442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:34.882517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:34.882548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:35.000091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:35.000250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:35.000292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:35.000353] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:35.003645] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=59.58%)
[2025-12-16T20:27:35.003910] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-16T20:27:35.004030] [INFO ] [sig       ] NCZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:35.139214] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NCZ.txt
[2025-12-16T20:27:35.139379] [INFO ] [sig       ] [2209/3585] Completed NCZ in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-16T20:27:35.139420] [INFO ] [sig       ] [2210/3585] Forecasting NDAQ...
[2025-12-16T20:27:35.139457] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-16T20:27:35.139488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-16T20:27:35.150713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-16T20:27:35.150980] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-16T20:27:35.151785] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-16T20:27:35.151837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:35.151869] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:35.151896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:35.151951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:35.208345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:35.209009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:35.209091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:35.209126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:35.331148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:35.331302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:35.331341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:35.331370] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:35.334742] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: UP (p=67.93%)
[2025-12-16T20:27:35.335014] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-16T20:27:35.335140] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:35.471679] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NDAQ.txt
[2025-12-16T20:27:35.471796] [INFO ] [sig       ] [2210/3585] Completed NDAQ in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-16T20:27:35.471860] [INFO ] [sig       ] [2211/3585] Forecasting NDMO...
[2025-12-16T20:27:35.471894] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-16T20:27:35.471925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-16T20:27:35.482932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-16T20:27:35.483210] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-16T20:27:35.483981] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-16T20:27:35.484032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:35.484062] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:35.484088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:35.484143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:35.540719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:35.541323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:35.541404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:35.541436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:35.661312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:35.661462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:35.661503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:35.661533] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:35.664923] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-12-16T20:27:35.665220] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-16T20:27:35.665350] [INFO ] [sig       ] NDMO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:35.803749] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NDMO.txt
[2025-12-16T20:27:35.803874] [INFO ] [sig       ] [2211/3585] Completed NDMO in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-16T20:27:35.803917] [INFO ] [sig       ] [2212/3585] Forecasting NDRA...
[2025-12-16T20:27:35.803948] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-16T20:27:35.803978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-16T20:27:35.815646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-16T20:27:35.815960] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-16T20:27:35.816737] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-16T20:27:35.816790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:35.816822] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:35.816849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:35.816906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:35.874702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:35.875329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:35.875408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:35.875441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:35.993783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:35.993910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:35.993949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:35.993979] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:35.997269] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: DOWN (p=5.36%)
[2025-12-16T20:27:35.997538] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-16T20:27:35.997681] [INFO ] [sig       ] NDRA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:36.136585] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NDRA.txt
[2025-12-16T20:27:36.136719] [INFO ] [sig       ] [2212/3585] Completed NDRA in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-16T20:27:36.136758] [INFO ] [sig       ] [2213/3585] Forecasting NDSN...
[2025-12-16T20:27:36.136787] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-16T20:27:36.136817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-16T20:27:36.149222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-16T20:27:36.149655] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-16T20:27:36.150445] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-16T20:27:36.150497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:36.150531] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:36.150559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:36.150655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:36.206848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:36.207724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:36.207824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:36.207856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:36.330939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:36.331101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:36.331147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:36.331201] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:36.334591] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: UP (p=81.39%)
[2025-12-16T20:27:36.334860] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-16T20:27:36.334980] [INFO ] [sig       ] NDSN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:36.473647] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NDSN.txt
[2025-12-16T20:27:36.473808] [INFO ] [sig       ] [2213/3585] Completed NDSN in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-16T20:27:36.473850] [INFO ] [sig       ] [2214/3585] Forecasting NE...
[2025-12-16T20:27:36.473879] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-16T20:27:36.473909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-16T20:27:36.485631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-16T20:27:36.485962] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-16T20:27:36.486736] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-16T20:27:36.486787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:36.486819] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:36.486845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:36.486900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:36.543264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:36.544138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:36.544239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:36.544278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:36.662144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:36.662298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:36.662336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:36.662365] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:36.665676] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=29.75%)
[2025-12-16T20:27:36.665939] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-16T20:27:36.666059] [INFO ] [sig       ] NE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:36.801466] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NE.txt
[2025-12-16T20:27:36.801630] [INFO ] [sig       ] [2214/3585] Completed NE in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-16T20:27:36.801673] [INFO ] [sig       ] [2215/3585] Forecasting NEA...
[2025-12-16T20:27:36.801702] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-16T20:27:36.801732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-16T20:27:36.812821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-16T20:27:36.813144] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-16T20:27:36.813906] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-16T20:27:36.813956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:36.813988] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:36.814014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:36.814069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:36.869363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:36.870191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:36.870274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:36.870323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:36.992547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:36.992648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:36.992684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:36.992711] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:36.995731] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: UP (p=67.53%)
[2025-12-16T20:27:36.995989] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-16T20:27:36.996103] [INFO ] [sig       ] NEA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:37.133342] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NEA.txt
[2025-12-16T20:27:37.133448] [INFO ] [sig       ] [2215/3585] Completed NEA in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-16T20:27:37.133484] [INFO ] [sig       ] [2216/3585] Forecasting NECB...
[2025-12-16T20:27:37.133514] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-16T20:27:37.133543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-16T20:27:37.144392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-16T20:27:37.144690] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-16T20:27:37.145423] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-16T20:27:37.145472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:37.145503] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:37.145530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:37.145602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:37.201591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:37.202151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:37.202255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:37.202288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:37.320211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:37.320320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:37.320356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:37.320384] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:37.323446] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2025-12-16T20:27:37.323721] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-16T20:27:37.323838] [INFO ] [sig       ] NECB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:37.462951] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NECB.txt
[2025-12-16T20:27:37.463119] [INFO ] [sig       ] [2216/3585] Completed NECB in 0.3s | 2.94 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-16T20:27:37.463161] [INFO ] [sig       ] [2217/3585] Forecasting NEE...
[2025-12-16T20:27:37.463194] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-16T20:27:37.463227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-16T20:27:37.475256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-16T20:27:37.475665] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-16T20:27:37.476437] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-16T20:27:37.476489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:37.476521] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:37.476547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:37.476634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:37.533424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:37.534279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:37.534364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:37.534396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:37.652446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:37.652625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:37.652666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:37.652695] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:37.656119] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: UP (p=86.46%)
[2025-12-16T20:27:37.656412] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-16T20:27:37.656556] [INFO ] [sig       ] NEE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:37.796535] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NEE.txt
[2025-12-16T20:27:37.796700] [INFO ] [sig       ] [2217/3585] Completed NEE in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-16T20:27:37.796741] [INFO ] [sig       ] [2218/3585] Forecasting NEGG...
[2025-12-16T20:27:37.796771] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-16T20:27:37.796801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-16T20:27:37.808726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-16T20:27:37.809067] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-16T20:27:37.809876] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-16T20:27:37.809928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:37.809959] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:37.809985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:37.810040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:37.866238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:37.867109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:37.867198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:37.867232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:37.983736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:37.983896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:37.983935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:37.983963] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:37.987252] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: UP (p=87.28%)
[2025-12-16T20:27:37.987521] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-16T20:27:37.987662] [INFO ] [sig       ] NEGG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:38.124654] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NEGG.txt
[2025-12-16T20:27:38.124807] [INFO ] [sig       ] [2218/3585] Completed NEGG in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-16T20:27:38.124848] [INFO ] [sig       ] [2219/3585] Forecasting NEM...
[2025-12-16T20:27:38.124877] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-16T20:27:38.124908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-16T20:27:38.136095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-16T20:27:38.136461] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-16T20:27:38.137260] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-16T20:27:38.137326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:38.137359] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:38.137386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:38.137442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:38.193726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:38.194548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:38.194655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:38.194688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:38.320262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:38.320414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:38.320453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:38.320482] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:38.323791] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-16T20:27:38.324055] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-16T20:27:38.324174] [INFO ] [sig       ] NEM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:38.462747] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NEM.txt
[2025-12-16T20:27:38.462932] [INFO ] [sig       ] [2219/3585] Completed NEM in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-16T20:27:38.462973] [INFO ] [sig       ] [2220/3585] Forecasting NEO...
[2025-12-16T20:27:38.463005] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-16T20:27:38.463035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-16T20:27:38.474153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-16T20:27:38.474472] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-16T20:27:38.475256] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-16T20:27:38.475319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:38.475354] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:38.475380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:38.475436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:38.531529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:38.532367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:38.532447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:38.532479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:38.651004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:38.651153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:38.651195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:38.651231] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:38.654540] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: DOWN (p=34.78%)
[2025-12-16T20:27:38.654821] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-16T20:27:38.654940] [INFO ] [sig       ] NEO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:38.794614] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NEO.txt
[2025-12-16T20:27:38.794791] [INFO ] [sig       ] [2220/3585] Completed NEO in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-16T20:27:38.794832] [INFO ] [sig       ] [2221/3585] Forecasting NEOG...
[2025-12-16T20:27:38.794861] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-16T20:27:38.794892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-16T20:27:38.807406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-16T20:27:38.807883] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-16T20:27:38.808739] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-16T20:27:38.808793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:38.808837] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:38.808877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:38.808938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:38.866089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:38.867059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:38.867150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:38.867184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:38.985049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:38.985217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:38.985259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:38.985286] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:38.988813] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: UP (p=90.44%)
[2025-12-16T20:27:38.989101] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-16T20:27:38.989423] [INFO ] [sig       ] NEOG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:39.125011] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NEOG.txt
[2025-12-16T20:27:39.125121] [INFO ] [sig       ] [2221/3585] Completed NEOG in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-16T20:27:39.125159] [INFO ] [sig       ] [2222/3585] Forecasting NEON...
[2025-12-16T20:27:39.125188] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-16T20:27:39.125217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-16T20:27:39.136948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-16T20:27:39.137224] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-16T20:27:39.137988] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-16T20:27:39.138039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:39.138071] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:39.138097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:39.138151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:39.193392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:39.193971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:39.194047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:39.194079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:39.311819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:39.311908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:39.311942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:39.311970] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:39.314943] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: UP (p=86.21%)
[2025-12-16T20:27:39.315194] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-16T20:27:39.315310] [INFO ] [sig       ] NEON: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:39.449332] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NEON.txt
[2025-12-16T20:27:39.449441] [INFO ] [sig       ] [2222/3585] Completed NEON in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-16T20:27:39.449479] [INFO ] [sig       ] [2223/3585] Forecasting NEXA...
[2025-12-16T20:27:39.449509] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-16T20:27:39.449539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-16T20:27:39.460893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-16T20:27:39.461212] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-16T20:27:39.461998] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-16T20:27:39.462049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:39.462107] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:39.462134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:39.462197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:39.517713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:39.518289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:39.518366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:39.518398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:39.631440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:39.631529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:39.631594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:39.631626] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:39.634608] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=14.29%)
[2025-12-16T20:27:39.634865] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-16T20:27:39.634984] [INFO ] [sig       ] NEXA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:39.772489] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NEXA.txt
[2025-12-16T20:27:39.772611] [INFO ] [sig       ] [2223/3585] Completed NEXA in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-16T20:27:39.772650] [INFO ] [sig       ] [2224/3585] Forecasting NEXN...
[2025-12-16T20:27:39.772680] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-16T20:27:39.772709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-16T20:27:39.784145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-16T20:27:39.784414] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-16T20:27:39.785175] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-16T20:27:39.785237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:39.785275] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:39.785308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:39.785376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:39.844537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:39.845125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:39.845202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:39.845234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:39.965407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:39.965498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:39.965533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:39.965561] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:39.968604] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=66.77%)
[2025-12-16T20:27:39.968873] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-16T20:27:39.968991] [INFO ] [sig       ] NEXN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:40.103922] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NEXN.txt
[2025-12-16T20:27:40.104032] [INFO ] [sig       ] [2224/3585] Completed NEXN in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-16T20:27:40.104069] [INFO ] [sig       ] [2225/3585] Forecasting NFBK...
[2025-12-16T20:27:40.104098] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-16T20:27:40.104127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-16T20:27:40.115202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-16T20:27:40.115461] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-16T20:27:40.116213] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-16T20:27:40.116264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:40.116297] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:40.116323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:40.116378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:40.171587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:40.172165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:40.172242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:40.172277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:40.286268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:40.286351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:40.286386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:40.286414] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:40.289383] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: DOWN (p=7.24%)
[2025-12-16T20:27:40.289658] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-16T20:27:40.289779] [INFO ] [sig       ] NFBK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:40.425774] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NFBK.txt
[2025-12-16T20:27:40.425880] [INFO ] [sig       ] [2225/3585] Completed NFBK in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-16T20:27:40.425918] [INFO ] [sig       ] [2226/3585] Forecasting NFE...
[2025-12-16T20:27:40.425947] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-16T20:27:40.425977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-16T20:27:40.437545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-16T20:27:40.437843] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-16T20:27:40.438610] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-16T20:27:40.438663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:40.438694] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:40.438720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:40.438776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:40.494789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:40.495370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:40.495449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:40.495480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:40.615336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:40.615444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:40.615480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:40.615533] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:40.618615] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=22.11%)
[2025-12-16T20:27:40.618879] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-16T20:27:40.619000] [INFO ] [sig       ] NFE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:40.812468] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NFE.txt
[2025-12-16T20:27:40.812637] [INFO ] [sig       ] [2226/3585] Completed NFE in 0.4s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-16T20:27:40.812693] [INFO ] [sig       ] [2227/3585] Forecasting NFG...
[2025-12-16T20:27:40.812727] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-16T20:27:40.812758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-16T20:27:40.824722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-16T20:27:40.825065] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-16T20:27:40.825893] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-16T20:27:40.825945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:40.825989] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:40.826022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:40.826080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:40.883687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:40.884485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:40.884568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:40.884622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:41.010793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:41.010946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:41.010987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:41.011016] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:41.014466] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=11.77%)
[2025-12-16T20:27:41.014816] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-16T20:27:41.014952] [INFO ] [sig       ] NFG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:41.153548] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NFG.txt
[2025-12-16T20:27:41.153700] [INFO ] [sig       ] [2227/3585] Completed NFG in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-16T20:27:41.153740] [INFO ] [sig       ] [2228/3585] Forecasting NFJ...
[2025-12-16T20:27:41.153769] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-16T20:27:41.153799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-16T20:27:41.165770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-16T20:27:41.166081] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-16T20:27:41.166856] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-16T20:27:41.166907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:41.166940] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:41.166968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:41.167026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:41.223376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:41.224060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:41.224149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:41.224190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:41.348527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:41.348691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:41.348732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:41.348761] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:41.352133] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=95.71%)
[2025-12-16T20:27:41.352409] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-16T20:27:41.352532] [INFO ] [sig       ] NFJ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:41.489922] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NFJ.txt
[2025-12-16T20:27:41.490039] [INFO ] [sig       ] [2228/3585] Completed NFJ in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-16T20:27:41.490084] [INFO ] [sig       ] [2229/3585] Forecasting NFLX...
[2025-12-16T20:27:41.490114] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-16T20:27:41.490144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-16T20:27:41.501771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-16T20:27:41.502048] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-16T20:27:41.502816] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-16T20:27:41.502868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:41.502900] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:41.502927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:41.502983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:41.560491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:41.561104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:41.561185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:41.561218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:41.693350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:41.693499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:41.693542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:41.693588] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:41.696869] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: DOWN (p=25.41%)
[2025-12-16T20:27:41.697134] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-16T20:27:41.697253] [INFO ] [sig       ] NFLX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:41.835254] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NFLX.txt
[2025-12-16T20:27:41.835408] [INFO ] [sig       ] [2229/3585] Completed NFLX in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-16T20:27:41.835448] [INFO ] [sig       ] [2230/3585] Forecasting NFTY...
[2025-12-16T20:27:41.835479] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-16T20:27:41.835509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-16T20:27:41.846663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-16T20:27:41.847007] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-16T20:27:41.847820] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-16T20:27:41.847872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:41.847914] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:41.847941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:41.847997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:41.904094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:41.904961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:41.905040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:41.905072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:42.021451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:42.021622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:42.021661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:42.021689] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:42.025038] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: DOWN (p=11.03%)
[2025-12-16T20:27:42.025304] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-16T20:27:42.025421] [INFO ] [sig       ] NFTY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:42.162477] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NFTY.txt
[2025-12-16T20:27:42.162646] [INFO ] [sig       ] [2230/3585] Completed NFTY in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-16T20:27:42.162687] [INFO ] [sig       ] [2231/3585] Forecasting NGG...
[2025-12-16T20:27:42.162718] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-16T20:27:42.162748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-16T20:27:42.173480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-16T20:27:42.173825] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-16T20:27:42.174565] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-16T20:27:42.174641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:42.174674] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:42.174700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:42.174756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:42.229477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:42.230321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:42.230401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:42.230432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:42.350787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:42.350941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:42.350979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:42.351008] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:42.354281] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=89.87%)
[2025-12-16T20:27:42.354544] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-16T20:27:42.354682] [INFO ] [sig       ] NGG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:42.490893] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NGG.txt
[2025-12-16T20:27:42.491042] [INFO ] [sig       ] [2231/3585] Completed NGG in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-16T20:27:42.491082] [INFO ] [sig       ] [2232/3585] Forecasting NGL...
[2025-12-16T20:27:42.491111] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-16T20:27:42.491140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-16T20:27:42.501921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-16T20:27:42.502220] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-16T20:27:42.502974] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-16T20:27:42.503025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:42.503056] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:42.503082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:42.503137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:42.558557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:42.559455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:42.559537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:42.559570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:42.676869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:42.677018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:42.677057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:42.677085] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:42.680387] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-12-16T20:27:42.680665] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-16T20:27:42.680786] [INFO ] [sig       ] NGL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:42.817653] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NGL.txt
[2025-12-16T20:27:42.817802] [INFO ] [sig       ] [2232/3585] Completed NGL in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-16T20:27:42.817842] [INFO ] [sig       ] [2233/3585] Forecasting NGNE...
[2025-12-16T20:27:42.817871] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-16T20:27:42.817900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-16T20:27:42.829292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-16T20:27:42.829640] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-16T20:27:42.830406] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-16T20:27:42.830465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:42.830496] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:42.830524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:42.830598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:42.889539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:42.890380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:42.890493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:42.890527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:43.007968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:43.008122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:43.008160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:43.008188] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:43.011505] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=14.66%)
[2025-12-16T20:27:43.011789] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-16T20:27:43.011910] [INFO ] [sig       ] NGNE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:43.147523] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NGNE.txt
[2025-12-16T20:27:43.147691] [INFO ] [sig       ] [2233/3585] Completed NGNE in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-16T20:27:43.147737] [INFO ] [sig       ] [2234/3585] Forecasting NGS...
[2025-12-16T20:27:43.147768] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-16T20:27:43.147798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-16T20:27:43.158783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-16T20:27:43.159094] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-16T20:27:43.159888] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-16T20:27:43.159939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:43.159970] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:43.159997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:43.160052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:43.215960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:43.216546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:43.216639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:43.216672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:43.331916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:43.332004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:43.332039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:43.332067] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:43.335116] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2025-12-16T20:27:43.335395] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-16T20:27:43.335523] [INFO ] [sig       ] NGS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:43.472924] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NGS.txt
[2025-12-16T20:27:43.473027] [INFO ] [sig       ] [2234/3585] Completed NGS in 0.3s | 2.94 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-16T20:27:43.473065] [INFO ] [sig       ] [2235/3585] Forecasting NGVC...
[2025-12-16T20:27:43.473093] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-16T20:27:43.473122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-16T20:27:43.484118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-16T20:27:43.484392] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-16T20:27:43.485145] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-16T20:27:43.485195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:43.485227] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:43.485253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:43.485308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:43.540837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:43.541444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:43.541523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:43.541554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:43.659296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:43.659383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:43.659418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:43.659446] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:43.662538] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=10.15%)
[2025-12-16T20:27:43.662811] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-16T20:27:43.662946] [INFO ] [sig       ] NGVC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:43.800728] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NGVC.txt
[2025-12-16T20:27:43.800830] [INFO ] [sig       ] [2235/3585] Completed NGVC in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-16T20:27:43.800867] [INFO ] [sig       ] [2236/3585] Forecasting NHI...
[2025-12-16T20:27:43.800895] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-16T20:27:43.800924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-16T20:27:43.811869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-16T20:27:43.812131] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-16T20:27:43.812883] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-16T20:27:43.812934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:43.812965] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:43.812992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:43.813047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:43.869189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:43.869768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:43.869841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:43.869872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:43.985747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:43.985871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:43.985908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:43.985936] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:43.989100] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: UP (p=95.39%)
[2025-12-16T20:27:43.989376] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-16T20:27:43.989495] [INFO ] [sig       ] NHI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:44.126922] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NHI.txt
[2025-12-16T20:27:44.127045] [INFO ] [sig       ] [2236/3585] Completed NHI in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-16T20:27:44.127084] [INFO ] [sig       ] [2237/3585] Forecasting NHTC...
[2025-12-16T20:27:44.127113] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-16T20:27:44.127142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-16T20:27:44.138401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-16T20:27:44.138694] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-16T20:27:44.139449] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-16T20:27:44.139500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:44.139531] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:44.139557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:44.139631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:44.196413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:44.196991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:44.197066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:44.197098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:44.308190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:44.308287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:44.308322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:44.308364] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:44.311527] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-12-16T20:27:44.311801] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-16T20:27:44.311920] [INFO ] [sig       ] NHTC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:44.453051] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NHTC.txt
[2025-12-16T20:27:44.453156] [INFO ] [sig       ] [2237/3585] Completed NHTC in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-16T20:27:44.453194] [INFO ] [sig       ] [2238/3585] Forecasting NI...
[2025-12-16T20:27:44.453223] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-16T20:27:44.453252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-16T20:27:44.464489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-16T20:27:44.464786] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-16T20:27:44.465517] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-16T20:27:44.465583] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:44.465618] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:44.465645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:44.465700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:44.522090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:44.522700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:44.522777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:44.522809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:44.643692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:44.643856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:44.643897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:44.643928] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:44.647743] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: UP (p=95.11%)
[2025-12-16T20:27:44.648045] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-16T20:27:44.648186] [INFO ] [sig       ] NI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:44.786913] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NI.txt
[2025-12-16T20:27:44.787057] [INFO ] [sig       ] [2238/3585] Completed NI in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-16T20:27:44.787097] [INFO ] [sig       ] [2239/3585] Forecasting NIC...
[2025-12-16T20:27:44.787127] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-16T20:27:44.787157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-16T20:27:44.799236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-16T20:27:44.799514] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-16T20:27:44.800324] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-16T20:27:44.800387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:44.800425] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:44.800458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:44.800524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:44.856558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:44.857309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:44.857395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:44.857443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:44.974381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:44.974557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:44.974616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:44.974647] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:44.978449] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: UP (p=54.51%)
[2025-12-16T20:27:44.978748] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-16T20:27:44.978875] [INFO ] [sig       ] NIC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:45.114922] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NIC.txt
[2025-12-16T20:27:45.115057] [INFO ] [sig       ] [2239/3585] Completed NIC in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-16T20:27:45.115096] [INFO ] [sig       ] [2240/3585] Forecasting NICE...
[2025-12-16T20:27:45.115125] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-16T20:27:45.115154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-16T20:27:45.126562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-16T20:27:45.126875] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-16T20:27:45.127676] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-16T20:27:45.127727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:45.127784] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:45.127811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:45.127868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:45.184232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:45.184984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:45.185073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:45.185105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:45.308851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:45.309016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:45.309057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:45.309084] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:45.312637] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: DOWN (p=14.76%)
[2025-12-16T20:27:45.312911] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-16T20:27:45.313035] [INFO ] [sig       ] NICE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:45.449363] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NICE.txt
[2025-12-16T20:27:45.449513] [INFO ] [sig       ] [2240/3585] Completed NICE in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-16T20:27:45.449554] [INFO ] [sig       ] [2241/3585] Forecasting NIE...
[2025-12-16T20:27:45.449604] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-16T20:27:45.449636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-16T20:27:45.460918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-16T20:27:45.461197] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-16T20:27:45.462023] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-16T20:27:45.462074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:45.462104] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:45.462144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:45.462200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:45.518686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:45.519652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:45.519742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:45.519775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:45.638876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:45.639038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:45.639079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:45.639108] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:45.642732] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: UP (p=73.95%)
[2025-12-16T20:27:45.643039] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-16T20:27:45.643173] [INFO ] [sig       ] NIE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:45.782680] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NIE.txt
[2025-12-16T20:27:45.782819] [INFO ] [sig       ] [2241/3585] Completed NIE in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-16T20:27:45.782859] [INFO ] [sig       ] [2242/3585] Forecasting NIKL...
[2025-12-16T20:27:45.782890] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-16T20:27:45.782920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-16T20:27:45.794486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-16T20:27:45.794841] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-16T20:27:45.795655] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-16T20:27:45.795706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:45.795738] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:45.795764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:45.795821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:45.852156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:45.852982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:45.853063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:45.853094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:45.967676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:45.967831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:45.967871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:45.967898] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:45.971406] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2025-12-16T20:27:45.971691] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-16T20:27:45.971812] [INFO ] [sig       ] NIKL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:46.108732] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NIKL.txt
[2025-12-16T20:27:46.108872] [INFO ] [sig       ] [2242/3585] Completed NIKL in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-16T20:27:46.108912] [INFO ] [sig       ] [2243/3585] Forecasting NIM...
[2025-12-16T20:27:46.108941] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-16T20:27:46.108971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-16T20:27:46.119741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-16T20:27:46.120033] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-16T20:27:46.120806] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-16T20:27:46.120857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:46.120887] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:46.120913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:46.120968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:46.177076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:46.177810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:46.177890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:46.177922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:46.284249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:46.284408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:46.284447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:46.284514] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:46.288195] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: DOWN (p=6.50%)
[2025-12-16T20:27:46.288533] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-16T20:27:46.288688] [INFO ] [sig       ] NIM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:46.427403] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NIM.txt
[2025-12-16T20:27:46.427567] [INFO ] [sig       ] [2243/3585] Completed NIM in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-16T20:27:46.427629] [INFO ] [sig       ] [2244/3585] Forecasting NIO...
[2025-12-16T20:27:46.427658] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-16T20:27:46.427688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-16T20:27:46.439996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-16T20:27:46.440339] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-16T20:27:46.441157] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-16T20:27:46.441212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:46.441245] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:46.441273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:46.441336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:46.497064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:46.497805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:46.497885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:46.497916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:46.616324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:46.616465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:46.616504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:46.616531] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:46.619823] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: UP (p=93.26%)
[2025-12-16T20:27:46.620083] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-16T20:27:46.620202] [INFO ] [sig       ] NIO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:46.754658] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NIO.txt
[2025-12-16T20:27:46.754783] [INFO ] [sig       ] [2244/3585] Completed NIO in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-16T20:27:46.754820] [INFO ] [sig       ] [2245/3585] Forecasting NIPG...
[2025-12-16T20:27:46.754850] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-16T20:27:46.754885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-16T20:27:46.766164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-16T20:27:46.766487] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-16T20:27:46.767251] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-16T20:27:46.767302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:46.767333] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:46.767360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:46.767416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:46.822856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:46.823480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:46.823558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:46.823609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:46.936726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:46.936855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:46.936892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:46.936920] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:46.940149] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: UP (p=81.14%)
[2025-12-16T20:27:46.940434] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-16T20:27:46.940592] [INFO ] [sig       ] NIPG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:47.076218] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NIPG.txt
[2025-12-16T20:27:47.076352] [INFO ] [sig       ] [2245/3585] Completed NIPG in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-16T20:27:47.076392] [INFO ] [sig       ] [2246/3585] Forecasting NISN...
[2025-12-16T20:27:47.076423] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-16T20:27:47.076458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-16T20:27:47.087617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-16T20:27:47.087937] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-16T20:27:47.088759] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-16T20:27:47.088811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:47.088843] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:47.088871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:47.088927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:47.144670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:47.145259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:47.145336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:47.145368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:47.251150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:47.251283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:47.251322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:47.251352] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:47.254676] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: UP (p=58.35%)
[2025-12-16T20:27:47.254936] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-16T20:27:47.255053] [INFO ] [sig       ] NISN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:47.392123] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NISN.txt
[2025-12-16T20:27:47.392261] [INFO ] [sig       ] [2246/3585] Completed NISN in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-16T20:27:47.392301] [INFO ] [sig       ] [2247/3585] Forecasting NITO...
[2025-12-16T20:27:47.392330] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-16T20:27:47.392360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-16T20:27:47.403180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-16T20:27:47.403460] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-16T20:27:47.404225] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-16T20:27:47.404277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:47.404310] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:47.404337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:47.404393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:47.459511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:47.460108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:47.460184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:47.460216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:47.572269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:47.572403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:47.572448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:47.572482] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:47.575730] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: DOWN (p=29.95%)
[2025-12-16T20:27:47.575995] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-16T20:27:47.576116] [INFO ] [sig       ] NITO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:47.712425] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NITO.txt
[2025-12-16T20:27:47.712539] [INFO ] [sig       ] [2247/3585] Completed NITO in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-16T20:27:47.712594] [INFO ] [sig       ] [2248/3585] Forecasting NKSH...
[2025-12-16T20:27:47.712626] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-16T20:27:47.712655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-16T20:27:47.723505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-16T20:27:47.723984] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-16T20:27:47.724798] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-16T20:27:47.724850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:47.724882] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:47.724908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:47.724963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:47.780723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:47.781327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:47.781410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:47.781449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:47.892511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:47.892673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:47.892712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:47.892740] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:47.896010] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: UP (p=90.56%)
[2025-12-16T20:27:47.896269] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-16T20:27:47.896389] [INFO ] [sig       ] NKSH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:48.032766] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NKSH.txt
[2025-12-16T20:27:48.032901] [INFO ] [sig       ] [2248/3585] Completed NKSH in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-16T20:27:48.032938] [INFO ] [sig       ] [2249/3585] Forecasting NKTX...
[2025-12-16T20:27:48.032968] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-16T20:27:48.032997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-16T20:27:48.044282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-16T20:27:48.044570] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-16T20:27:48.045327] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-16T20:27:48.045377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:48.045409] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:48.045435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:48.045490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:48.102845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:48.103674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:48.103756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:48.103788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:48.222547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:48.222711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:48.222750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:48.222780] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:48.226219] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-12-16T20:27:48.226508] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-16T20:27:48.226653] [INFO ] [sig       ] NKTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:48.369002] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NKTX.txt
[2025-12-16T20:27:48.369126] [INFO ] [sig       ] [2249/3585] Completed NKTX in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-16T20:27:48.369187] [INFO ] [sig       ] [2250/3585] Forecasting NKX...
[2025-12-16T20:27:48.369224] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-16T20:27:48.369259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-16T20:27:48.380748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-16T20:27:48.381042] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-16T20:27:48.381896] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-16T20:27:48.381950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:48.381982] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:48.382012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:48.382068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:48.437855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:48.438432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:48.438537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:48.438596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:48.558915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:48.559067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:48.559105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:48.559134] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:48.562493] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=90.98%)
[2025-12-16T20:27:48.562801] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-16T20:27:48.562929] [INFO ] [sig       ] NKX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:48.702590] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NKX.txt
[2025-12-16T20:27:48.702726] [INFO ] [sig       ] [2250/3585] Completed NKX in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-16T20:27:48.702765] [INFO ] [sig       ] [2251/3585] Forecasting NLOP...
[2025-12-16T20:27:48.702796] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-16T20:27:48.702826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-16T20:27:48.713955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-16T20:27:48.714244] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-16T20:27:48.715034] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-16T20:27:48.715087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:48.715119] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:48.715146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:48.715201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:48.771173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:48.771895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:48.771973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:48.772006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:48.884693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:48.884841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:48.884879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:48.884907] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:48.888207] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=7.06%)
[2025-12-16T20:27:48.888472] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-16T20:27:48.888609] [INFO ] [sig       ] NLOP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:49.028107] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NLOP.txt
[2025-12-16T20:27:49.028244] [INFO ] [sig       ] [2251/3585] Completed NLOP in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-16T20:27:49.028283] [INFO ] [sig       ] [2252/3585] Forecasting NLY...
[2025-12-16T20:27:49.028313] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-16T20:27:49.028342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-16T20:27:49.039521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-16T20:27:49.039850] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-16T20:27:49.040650] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-16T20:27:49.040700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:49.040732] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:49.040758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:49.040813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:49.096818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:49.097473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:49.097565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:49.097619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:49.215905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:49.216055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:49.216093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:49.216122] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:49.219479] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=8.75%)
[2025-12-16T20:27:49.219784] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-16T20:27:49.219915] [INFO ] [sig       ] NLY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:49.354292] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NLY.txt
[2025-12-16T20:27:49.354423] [INFO ] [sig       ] [2252/3585] Completed NLY in 0.3s | 2.94 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-16T20:27:49.354462] [INFO ] [sig       ] [2253/3585] Forecasting NMAI...
[2025-12-16T20:27:49.354492] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-16T20:27:49.354521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-16T20:27:49.365686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-16T20:27:49.365961] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-16T20:27:49.366716] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-16T20:27:49.366766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:49.366799] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:49.366825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:49.366880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:49.421861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:49.422452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:49.422528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:49.422559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:49.536640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:49.536780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:49.536818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:49.536846] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:49.540256] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=93.40%)
[2025-12-16T20:27:49.540561] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-16T20:27:49.540715] [INFO ] [sig       ] NMAI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:49.680992] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NMAI.txt
[2025-12-16T20:27:49.681145] [INFO ] [sig       ] [2253/3585] Completed NMAI in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-16T20:27:49.681185] [INFO ] [sig       ] [2254/3585] Forecasting NMCO...
[2025-12-16T20:27:49.681217] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-16T20:27:49.681246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-16T20:27:49.692292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-16T20:27:49.692603] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-16T20:27:49.693373] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-16T20:27:49.693435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:49.693472] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:49.693498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:49.693554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:49.750202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:49.751017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:49.751095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:49.751128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:49.872133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:49.872248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:49.872286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:49.872315] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:49.875512] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=13.14%)
[2025-12-16T20:27:49.875786] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-16T20:27:49.875904] [INFO ] [sig       ] NMCO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:50.011848] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NMCO.txt
[2025-12-16T20:27:50.011964] [INFO ] [sig       ] [2254/3585] Completed NMCO in 0.3s | 2.94 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-16T20:27:50.012002] [INFO ] [sig       ] [2255/3585] Forecasting NMFC...
[2025-12-16T20:27:50.012031] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-16T20:27:50.012061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-16T20:27:50.022866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-16T20:27:50.023140] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-16T20:27:50.023906] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-16T20:27:50.023956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:50.023988] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:50.024015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:50.024071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:50.078936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:50.079639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:50.079717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:50.079749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:50.196034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:50.196179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:50.196217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:50.196245] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:50.199528] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=62.24%)
[2025-12-16T20:27:50.199807] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-16T20:27:50.199927] [INFO ] [sig       ] NMFC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:50.335959] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NMFC.txt
[2025-12-16T20:27:50.336101] [INFO ] [sig       ] [2255/3585] Completed NMFC in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-16T20:27:50.336141] [INFO ] [sig       ] [2256/3585] Forecasting NMG...
[2025-12-16T20:27:50.336170] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-16T20:27:50.336202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-16T20:27:50.350763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-16T20:27:50.351061] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-16T20:27:50.351859] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-16T20:27:50.351909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:50.351942] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:50.351968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:50.352023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:50.408130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:50.408816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:50.408895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:50.408928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:50.527456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:50.527639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:50.527681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:50.527710] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:50.531229] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: UP (p=71.97%)
[2025-12-16T20:27:50.531500] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-16T20:27:50.531664] [INFO ] [sig       ] NMG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:50.670290] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NMG.txt
[2025-12-16T20:27:50.670421] [INFO ] [sig       ] [2256/3585] Completed NMG in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-16T20:27:50.670461] [INFO ] [sig       ] [2257/3585] Forecasting NMI...
[2025-12-16T20:27:50.670495] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-16T20:27:50.670531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-16T20:27:50.682791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-16T20:27:50.683117] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-16T20:27:50.683912] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-16T20:27:50.683964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:50.684022] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:50.684051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:50.684110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:50.740783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:50.741473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:50.741567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:50.741631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:50.845829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:50.845980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:50.846018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:50.846046] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:50.849427] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=94.20%)
[2025-12-16T20:27:50.849718] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-16T20:27:50.849839] [INFO ] [sig       ] NMI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:50.985711] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NMI.txt
[2025-12-16T20:27:50.985843] [INFO ] [sig       ] [2257/3585] Completed NMI in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-16T20:27:50.985888] [INFO ] [sig       ] [2258/3585] Forecasting NMIH...
[2025-12-16T20:27:50.985919] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-16T20:27:50.985948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-16T20:27:50.996977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-16T20:27:50.997267] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-16T20:27:50.998057] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-16T20:27:50.998108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:50.998138] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:50.998164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:50.998219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:51.052559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:51.053184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:51.053261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:51.053293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:51.162998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:51.163150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:51.163191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:51.163220] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:51.166564] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: DOWN (p=14.21%)
[2025-12-16T20:27:51.166846] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-16T20:27:51.166966] [INFO ] [sig       ] NMIH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:51.308032] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NMIH.txt
[2025-12-16T20:27:51.308183] [INFO ] [sig       ] [2258/3585] Completed NMIH in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-16T20:27:51.308222] [INFO ] [sig       ] [2259/3585] Forecasting NMM...
[2025-12-16T20:27:51.308251] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-16T20:27:51.308282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-16T20:27:51.319333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-16T20:27:51.319657] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-16T20:27:51.320408] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-16T20:27:51.320459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:51.320490] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:51.320517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:51.320590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:51.376182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:51.376789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:51.376870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:51.376901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:51.494397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:51.494551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:51.494618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:51.494654] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:51.497983] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: UP (p=90.49%)
[2025-12-16T20:27:51.498263] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-16T20:27:51.498384] [INFO ] [sig       ] NMM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:51.635280] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NMM.txt
[2025-12-16T20:27:51.635432] [INFO ] [sig       ] [2259/3585] Completed NMM in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-16T20:27:51.635471] [INFO ] [sig       ] [2260/3585] Forecasting NMRA...
[2025-12-16T20:27:51.635500] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-16T20:27:51.635532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-16T20:27:51.647646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-16T20:27:51.648007] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-16T20:27:51.648800] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-16T20:27:51.648853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:51.648885] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:51.648913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:51.648971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:51.706131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:51.706966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:51.707050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:51.707084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:51.828815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:51.828963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:51.829003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:51.829065] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:51.832601] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=14.31%)
[2025-12-16T20:27:51.832901] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-16T20:27:51.833044] [INFO ] [sig       ] NMRA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:51.970707] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NMRA.txt
[2025-12-16T20:27:51.970817] [INFO ] [sig       ] [2260/3585] Completed NMRA in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-16T20:27:51.970855] [INFO ] [sig       ] [2261/3585] Forecasting NMRK...
[2025-12-16T20:27:51.970885] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-16T20:27:51.970914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-16T20:27:51.981834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-16T20:27:51.982125] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-16T20:27:51.982890] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-16T20:27:51.982941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:51.982972] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:51.982999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:51.983055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:52.039555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:52.040400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:52.040481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:52.040513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:52.163781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:52.163920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:52.163975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:52.164004] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:52.167296] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: UP (p=61.05%)
[2025-12-16T20:27:52.167560] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-16T20:27:52.167700] [INFO ] [sig       ] NMRK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:52.314845] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NMRK.txt
[2025-12-16T20:27:52.314989] [INFO ] [sig       ] [2261/3585] Completed NMRK in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-16T20:27:52.315029] [INFO ] [sig       ] [2262/3585] Forecasting NN...
[2025-12-16T20:27:52.315059] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-16T20:27:52.315089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-16T20:27:52.326894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-16T20:27:52.327238] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-16T20:27:52.328053] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-16T20:27:52.328105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:52.328137] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:52.328163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:52.328219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:52.383531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:52.384352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:52.384437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:52.384469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:52.503067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:52.503220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:52.503261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:52.503291] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:52.506609] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-12-16T20:27:52.506878] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-16T20:27:52.507012] [INFO ] [sig       ] NN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:52.644225] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NN.txt
[2025-12-16T20:27:52.644374] [INFO ] [sig       ] [2262/3585] Completed NN in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-16T20:27:52.644415] [INFO ] [sig       ] [2263/3585] Forecasting NNDM...
[2025-12-16T20:27:52.644447] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-16T20:27:52.644481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-16T20:27:52.657025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-16T20:27:52.657429] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-16T20:27:52.658243] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-16T20:27:52.658296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:52.658329] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:52.658358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:52.658414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:52.716321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:52.717196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:52.717286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:52.717318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:52.838177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:52.838334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:52.838374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:52.838402] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:52.842007] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2025-12-16T20:27:52.842299] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-16T20:27:52.842425] [INFO ] [sig       ] NNDM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:52.988023] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NNDM.txt
[2025-12-16T20:27:52.988175] [INFO ] [sig       ] [2263/3585] Completed NNDM in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-16T20:27:52.988213] [INFO ] [sig       ] [2264/3585] Forecasting NNE...
[2025-12-16T20:27:52.988244] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-16T20:27:52.988273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-16T20:27:52.999477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-16T20:27:52.999882] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-16T20:27:53.000678] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-16T20:27:53.000729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:53.000761] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:53.000789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:53.000846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:53.057627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:53.058455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:53.058541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:53.058595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:53.182540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:53.182896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:53.182937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:53.182966] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:53.186284] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: DOWN (p=13.92%)
[2025-12-16T20:27:53.186561] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-16T20:27:53.186704] [INFO ] [sig       ] NNE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:53.328057] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NNE.txt
[2025-12-16T20:27:53.328207] [INFO ] [sig       ] [2264/3585] Completed NNE in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-16T20:27:53.328247] [INFO ] [sig       ] [2265/3585] Forecasting NNI...
[2025-12-16T20:27:53.328277] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-16T20:27:53.328307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-16T20:27:53.340228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-16T20:27:53.340618] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-16T20:27:53.341387] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-16T20:27:53.341439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:53.341485] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:53.341513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:53.341569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:53.397562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:53.398400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:53.398481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:53.398513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:53.516979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:53.517133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:53.517173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:53.517201] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:53.520515] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: UP (p=58.72%)
[2025-12-16T20:27:53.520797] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-16T20:27:53.520917] [INFO ] [sig       ] NNI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:53.661969] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NNI.txt
[2025-12-16T20:27:53.662119] [INFO ] [sig       ] [2265/3585] Completed NNI in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-16T20:27:53.662158] [INFO ] [sig       ] [2266/3585] Forecasting NNN...
[2025-12-16T20:27:53.662188] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-16T20:27:53.662219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-16T20:27:53.673784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-16T20:27:53.674158] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-16T20:27:53.674948] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-16T20:27:53.675001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:53.675033] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:53.675061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:53.675117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:53.733263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:53.734139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:53.734223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:53.734256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:53.852044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:53.852198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:53.852238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:53.852268] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:53.855799] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-12-16T20:27:53.856093] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-16T20:27:53.856225] [INFO ] [sig       ] NNN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:53.995354] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NNN.txt
[2025-12-16T20:27:53.995521] [INFO ] [sig       ] [2266/3585] Completed NNN in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-16T20:27:53.995589] [INFO ] [sig       ] [2267/3585] Forecasting NNOX...
[2025-12-16T20:27:53.995629] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-16T20:27:53.995665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-16T20:27:54.007608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-16T20:27:54.008010] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-16T20:27:54.008819] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-16T20:27:54.008870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:54.008901] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:54.008929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:54.008985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:54.065703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:54.066518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:54.066648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:54.066682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:54.188891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:54.189043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:54.189082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:54.189110] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:54.192479] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: UP (p=99.24%)
[2025-12-16T20:27:54.192768] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-16T20:27:54.192891] [INFO ] [sig       ] NNOX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:54.332260] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NNOX.txt
[2025-12-16T20:27:54.332401] [INFO ] [sig       ] [2267/3585] Completed NNOX in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-16T20:27:54.332440] [INFO ] [sig       ] [2268/3585] Forecasting NNY...
[2025-12-16T20:27:54.332471] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-16T20:27:54.332500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-16T20:27:54.344294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-16T20:27:54.344673] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-16T20:27:54.345421] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-16T20:27:54.345472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:54.345503] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:54.345530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:54.345605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:54.403053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:54.403933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:54.404017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:54.404048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:54.510384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:54.510517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:54.510556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:54.510601] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:54.513849] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=14.73%)
[2025-12-16T20:27:54.514121] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-16T20:27:54.514242] [INFO ] [sig       ] NNY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:54.651199] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NNY.txt
[2025-12-16T20:27:54.651321] [INFO ] [sig       ] [2268/3585] Completed NNY in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-16T20:27:54.651359] [INFO ] [sig       ] [2269/3585] Forecasting NOA...
[2025-12-16T20:27:54.651394] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-16T20:27:54.651426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-16T20:27:54.663276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-16T20:27:54.663549] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-16T20:27:54.664333] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-16T20:27:54.664383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:54.664414] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:54.664440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:54.664495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:54.720675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:54.721340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:54.721417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:54.721449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:54.843463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:54.843614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:54.843658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:54.843688] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:54.846961] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=70.83%)
[2025-12-16T20:27:54.847224] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-16T20:27:54.847343] [INFO ] [sig       ] NOA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:54.983867] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NOA.txt
[2025-12-16T20:27:54.984006] [INFO ] [sig       ] [2269/3585] Completed NOA in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-16T20:27:54.984046] [INFO ] [sig       ] [2270/3585] Forecasting NOAH...
[2025-12-16T20:27:54.984076] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-16T20:27:54.984106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-16T20:27:54.995770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-16T20:27:54.996042] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-16T20:27:54.996790] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-16T20:27:54.996841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:54.996873] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:54.996899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:54.996954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:55.052338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:55.052965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:55.053043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:55.053074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:55.178455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:55.178675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:55.178718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:55.178748] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:55.182233] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=41.20%)
[2025-12-16T20:27:55.182511] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-16T20:27:55.182655] [INFO ] [sig       ] NOAH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:55.323699] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NOAH.txt
[2025-12-16T20:27:55.323895] [INFO ] [sig       ] [2270/3585] Completed NOAH in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-16T20:27:55.323939] [INFO ] [sig       ] [2271/3585] Forecasting NODK...
[2025-12-16T20:27:55.323968] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-16T20:27:55.323998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-16T20:27:55.335063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-16T20:27:55.335431] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-16T20:27:55.336273] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-16T20:27:55.336327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:55.336360] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:55.336387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:55.336443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:55.393067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:55.393987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:55.394079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:55.394113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:55.494359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:55.494515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:55.494560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:55.494620] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:55.498120] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: UP (p=73.96%)
[2025-12-16T20:27:55.498450] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-16T20:27:55.498604] [INFO ] [sig       ] NODK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:55.640662] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NODK.txt
[2025-12-16T20:27:55.640794] [INFO ] [sig       ] [2271/3585] Completed NODK in 0.3s | 2.95 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-16T20:27:55.640833] [INFO ] [sig       ] [2272/3585] Forecasting NOG...
[2025-12-16T20:27:55.640863] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-16T20:27:55.640892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-16T20:27:55.656860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-16T20:27:55.657388] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-16T20:27:55.658598] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-16T20:27:55.658668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:55.658717] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:55.658760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:55.658847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:55.723775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:55.724708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:55.724797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:55.724830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:55.847056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:55.847218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:55.847258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:55.847305] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:55.850864] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2025-12-16T20:27:55.851198] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-16T20:27:55.851333] [INFO ] [sig       ] NOG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:55.989789] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NOG.txt
[2025-12-16T20:27:55.989924] [INFO ] [sig       ] [2272/3585] Completed NOG in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-16T20:27:55.989962] [INFO ] [sig       ] [2273/3585] Forecasting NOMD...
[2025-12-16T20:27:55.989991] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-16T20:27:55.990019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-16T20:27:56.001422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-16T20:27:56.001692] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-16T20:27:56.002425] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-16T20:27:56.002475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:56.002506] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:56.002532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:56.002607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:56.058492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:56.059162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:56.059246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:56.059278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:56.177667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:56.177814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:56.177850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:56.177878] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:56.181159] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=19.35%)
[2025-12-16T20:27:56.181424] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-16T20:27:56.181543] [INFO ] [sig       ] NOMD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:56.319848] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NOMD.txt
[2025-12-16T20:27:56.319986] [INFO ] [sig       ] [2273/3585] Completed NOMD in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-16T20:27:56.320025] [INFO ] [sig       ] [2274/3585] Forecasting NOTE...
[2025-12-16T20:27:56.320055] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-16T20:27:56.320085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-16T20:27:56.331951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-16T20:27:56.332253] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-16T20:27:56.333008] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-16T20:27:56.333058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:56.333115] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:56.333143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:56.333199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:56.388652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:56.389266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:56.389343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:56.389386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:56.510294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:56.510438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:56.510476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:56.510504] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:56.513817] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=50.34%)
[2025-12-16T20:27:56.514080] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-16T20:27:56.514199] [INFO ] [sig       ] NOTE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:56.654900] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NOTE.txt
[2025-12-16T20:27:56.655068] [INFO ] [sig       ] [2274/3585] Completed NOTE in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-16T20:27:56.655109] [INFO ] [sig       ] [2275/3585] Forecasting NPCE...
[2025-12-16T20:27:56.655140] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-16T20:27:56.655169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-16T20:27:56.666603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-16T20:27:56.666929] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-16T20:27:56.667745] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-16T20:27:56.667795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:56.667827] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:56.667853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:56.667907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:56.722610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:56.723482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:56.723566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:56.723622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:56.841777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:56.841939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:56.841978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:56.842005] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:56.845382] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=32.18%)
[2025-12-16T20:27:56.845681] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-16T20:27:56.845804] [INFO ] [sig       ] NPCE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:56.983464] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NPCE.txt
[2025-12-16T20:27:56.983649] [INFO ] [sig       ] [2275/3585] Completed NPCE in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-16T20:27:56.983692] [INFO ] [sig       ] [2276/3585] Forecasting NPFD...
[2025-12-16T20:27:56.983723] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-16T20:27:56.983753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-16T20:27:56.995232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-16T20:27:56.995563] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-16T20:27:56.996343] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-16T20:27:56.996394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:56.996427] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:56.996453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:56.996521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:57.051398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:57.052283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:57.052401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:57.052436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:57.169426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:57.169605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:57.169653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:57.169687] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:57.173034] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: DOWN (p=49.42%)
[2025-12-16T20:27:57.173318] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-16T20:27:57.173438] [INFO ] [sig       ] NPFD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:57.309642] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NPFD.txt
[2025-12-16T20:27:57.309783] [INFO ] [sig       ] [2276/3585] Completed NPFD in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-16T20:27:57.309823] [INFO ] [sig       ] [2277/3585] Forecasting NPK...
[2025-12-16T20:27:57.309852] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-16T20:27:57.309882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-16T20:27:57.321003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-16T20:27:57.321260] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-16T20:27:57.322033] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-16T20:27:57.322085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:57.322116] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:57.322143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:57.322197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:57.377430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:57.378032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:57.378111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:57.378143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:57.498111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:57.498229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:57.498265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:57.498323] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:57.501531] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=53.39%)
[2025-12-16T20:27:57.501813] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-16T20:27:57.501935] [INFO ] [sig       ] NPK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:57.637486] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NPK.txt
[2025-12-16T20:27:57.637626] [INFO ] [sig       ] [2277/3585] Completed NPK in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-16T20:27:57.637669] [INFO ] [sig       ] [2278/3585] Forecasting NPO...
[2025-12-16T20:27:57.637699] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-16T20:27:57.637729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-16T20:27:57.648995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-16T20:27:57.649272] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-16T20:27:57.650037] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-16T20:27:57.650098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:57.650130] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:57.650157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:57.650212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:57.705613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:57.706182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:57.706257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:57.706289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:57.823685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:57.823799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:57.823835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:57.823862] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:57.826984] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-12-16T20:27:57.827243] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-16T20:27:57.827360] [INFO ] [sig       ] NPO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:57.962711] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NPO.txt
[2025-12-16T20:27:57.962983] [INFO ] [sig       ] [2278/3585] Completed NPO in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-16T20:27:57.963021] [INFO ] [sig       ] [2279/3585] Forecasting NQP...
[2025-12-16T20:27:57.963050] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-16T20:27:57.963079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-16T20:27:57.974331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-16T20:27:57.974604] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-16T20:27:57.975334] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-16T20:27:57.975384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:57.975415] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:57.975441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:57.975497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:58.031478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:58.032074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:58.032150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:58.032182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:58.147801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:58.147932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:58.147969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:58.147996] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:58.151292] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2025-12-16T20:27:58.151611] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-16T20:27:58.151744] [INFO ] [sig       ] NQP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:58.287309] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NQP.txt
[2025-12-16T20:27:58.287424] [INFO ] [sig       ] [2279/3585] Completed NQP in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-16T20:27:58.287461] [INFO ] [sig       ] [2280/3585] Forecasting NRC...
[2025-12-16T20:27:58.287490] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-16T20:27:58.287520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-16T20:27:58.298734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-16T20:27:58.298984] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-16T20:27:58.299771] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-16T20:27:58.299821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:58.299852] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:58.299878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:58.299931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:58.355039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:58.355618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:58.355715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:58.355747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:58.472068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:58.472184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:58.472224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:58.472252] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:58.475388] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: UP (p=65.87%)
[2025-12-16T20:27:58.475670] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-16T20:27:58.475790] [INFO ] [sig       ] NRC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:58.615340] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NRC.txt
[2025-12-16T20:27:58.615451] [INFO ] [sig       ] [2280/3585] Completed NRC in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-16T20:27:58.615488] [INFO ] [sig       ] [2281/3585] Forecasting NRDS...
[2025-12-16T20:27:58.615517] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-16T20:27:58.615546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-16T20:27:58.626775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-16T20:27:58.627128] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-16T20:27:58.627950] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-16T20:27:58.628004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:58.628036] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:58.628062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:58.628117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:58.683775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:58.684444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:58.684522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:58.684554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:58.802297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:58.802432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:58.802470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:58.802498] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:58.805820] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: UP (p=91.76%)
[2025-12-16T20:27:58.806078] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-16T20:27:58.806195] [INFO ] [sig       ] NRDS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:27:58.941489] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NRDS.txt
[2025-12-16T20:27:58.941642] [INFO ] [sig       ] [2281/3585] Completed NRDS in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-16T20:27:58.941682] [INFO ] [sig       ] [2282/3585] Forecasting NREF...
[2025-12-16T20:27:58.941712] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-16T20:27:58.941740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-16T20:27:58.953183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-16T20:27:58.953461] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-16T20:27:58.954213] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-16T20:27:58.954264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:58.954295] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:58.954321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:58.954375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:59.011039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:59.011855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:59.011945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:59.011978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:59.133280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:59.133433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:59.133472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:59.133501] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:59.136816] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: DOWN (p=19.88%)
[2025-12-16T20:27:59.137078] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-16T20:27:59.137194] [INFO ] [sig       ] NREF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:59.273266] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NREF.txt
[2025-12-16T20:27:59.273415] [INFO ] [sig       ] [2282/3585] Completed NREF in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-16T20:27:59.273455] [INFO ] [sig       ] [2283/3585] Forecasting NRG...
[2025-12-16T20:27:59.273486] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-16T20:27:59.273516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-16T20:27:59.288738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-16T20:27:59.289202] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-16T20:27:59.290104] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-16T20:27:59.290161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:59.290197] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:59.290228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:59.290297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:59.357219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:59.358057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:59.358139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:59.358171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:59.481900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:59.482050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:59.482087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:59.482116] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:59.485448] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: DOWN (p=33.27%)
[2025-12-16T20:27:59.485746] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-16T20:27:59.485868] [INFO ] [sig       ] NRG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:59.623910] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NRG.txt
[2025-12-16T20:27:59.624044] [INFO ] [sig       ] [2283/3585] Completed NRG in 0.4s | 2.95 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-16T20:27:59.624082] [INFO ] [sig       ] [2284/3585] Forecasting NRIM...
[2025-12-16T20:27:59.624111] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-16T20:27:59.624141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-16T20:27:59.635332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-16T20:27:59.635643] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-16T20:27:59.636413] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-16T20:27:59.636467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:59.636499] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:59.636528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:59.636603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:27:59.692675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:27:59.693401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:27:59.693519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:27:59.693553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:27:59.816198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:27:59.816365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:27:59.816407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:27:59.816437] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:27:59.819941] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=6.70%)
[2025-12-16T20:27:59.820221] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-16T20:27:59.820349] [INFO ] [sig       ] NRIM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:27:59.958366] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NRIM.txt
[2025-12-16T20:27:59.958511] [INFO ] [sig       ] [2284/3585] Completed NRIM in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-16T20:27:59.958551] [INFO ] [sig       ] [2285/3585] Forecasting NRIX...
[2025-12-16T20:27:59.958597] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-16T20:27:59.958630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-16T20:27:59.969424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-16T20:27:59.969725] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-16T20:27:59.970464] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-16T20:27:59.970515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:27:59.970547] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:27:59.970591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:27:59.970649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:00.026132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:00.027007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:00.027092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:00.027127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:00.151150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:00.151313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:00.151359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:00.151389] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:00.154959] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: UP (p=71.08%)
[2025-12-16T20:28:00.155230] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-16T20:28:00.155356] [INFO ] [sig       ] NRIX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:00.292163] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NRIX.txt
[2025-12-16T20:28:00.292307] [INFO ] [sig       ] [2285/3585] Completed NRIX in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-16T20:28:00.292347] [INFO ] [sig       ] [2286/3585] Forecasting NRK...
[2025-12-16T20:28:00.292376] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-16T20:28:00.292408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-16T20:28:00.303655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-16T20:28:00.303988] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-16T20:28:00.304808] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-16T20:28:00.304860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:00.304895] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:00.304934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:00.305012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:00.361126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:00.361899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:00.361983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:00.362015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:00.477295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:00.477453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:00.477495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:00.477525] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:00.481336] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=22.58%)
[2025-12-16T20:28:00.481726] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-16T20:28:00.481882] [INFO ] [sig       ] NRK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:00.622038] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NRK.txt
[2025-12-16T20:28:00.622161] [INFO ] [sig       ] [2286/3585] Completed NRK in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-16T20:28:00.622199] [INFO ] [sig       ] [2287/3585] Forecasting NRP...
[2025-12-16T20:28:00.622228] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-16T20:28:00.622258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-16T20:28:00.634139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-16T20:28:00.634471] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-16T20:28:00.635257] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-16T20:28:00.635309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:00.635342] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:00.635371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:00.635429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:00.693529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:00.694190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:00.694270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:00.694303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:00.811184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:00.811316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:00.811354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:00.811384] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:00.814718] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=13.78%)
[2025-12-16T20:28:00.815015] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-16T20:28:00.815139] [INFO ] [sig       ] NRP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:00.952964] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NRP.txt
[2025-12-16T20:28:00.953120] [INFO ] [sig       ] [2287/3585] Completed NRP in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-16T20:28:00.953159] [INFO ] [sig       ] [2288/3585] Forecasting NRXP...
[2025-12-16T20:28:00.953189] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-16T20:28:00.953220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-16T20:28:00.963760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-16T20:28:00.964051] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-16T20:28:00.964820] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-16T20:28:00.964871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:00.964903] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:00.964930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:00.964985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:01.020102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:01.020695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:01.020776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:01.020808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:01.144993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:01.145160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:01.145199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:01.145227] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:01.148824] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: DOWN (p=35.53%)
[2025-12-16T20:28:01.149235] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-16T20:28:01.149382] [INFO ] [sig       ] NRXP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:01.301749] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NRXP.txt
[2025-12-16T20:28:01.302516] [INFO ] [sig       ] [2288/3585] Completed NRXP in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-16T20:28:01.302596] [INFO ] [sig       ] [2289/3585] Forecasting NSC...
[2025-12-16T20:28:01.302636] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-16T20:28:01.302677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-16T20:28:01.313507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-16T20:28:01.313845] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-16T20:28:01.314636] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-16T20:28:01.314690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:01.314735] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:01.314765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:01.314836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:01.370707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:01.371287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:01.371365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:01.371397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:01.488849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:01.488993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:01.489030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:01.489060] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:01.492519] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: UP (p=94.36%)
[2025-12-16T20:28:01.492799] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-16T20:28:01.492919] [INFO ] [sig       ] NSC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:01.631284] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NSC.txt
[2025-12-16T20:28:01.631436] [INFO ] [sig       ] [2289/3585] Completed NSC in 0.3s | 2.95 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-16T20:28:01.631479] [INFO ] [sig       ] [2290/3585] Forecasting NSP...
[2025-12-16T20:28:01.631510] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-16T20:28:01.631541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-16T20:28:01.642874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-16T20:28:01.643168] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-16T20:28:01.643960] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-16T20:28:01.644012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:01.644046] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:01.644074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:01.644139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:01.701079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:01.701796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:01.701875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:01.701907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:01.843268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:01.843420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:01.843460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:01.843490] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:01.846922] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=90.24%)
[2025-12-16T20:28:01.847194] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-16T20:28:01.847317] [INFO ] [sig       ] NSP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:01.994317] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NSP.txt
[2025-12-16T20:28:01.994444] [INFO ] [sig       ] [2290/3585] Completed NSP in 0.4s | 2.95 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-16T20:28:01.994482] [INFO ] [sig       ] [2291/3585] Forecasting NSSC...
[2025-12-16T20:28:01.994511] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-16T20:28:01.994542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-16T20:28:02.007065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-16T20:28:02.007546] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-16T20:28:02.008305] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-16T20:28:02.008356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:02.008414] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:02.008443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:02.008500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:02.086442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:02.087286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:02.087368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:02.087401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:02.217048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:02.217226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:02.217279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:02.217319] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:02.221472] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: UP (p=66.07%)
[2025-12-16T20:28:02.221847] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-16T20:28:02.221996] [INFO ] [sig       ] NSSC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:02.413836] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NSSC.txt
[2025-12-16T20:28:02.414018] [INFO ] [sig       ] [2291/3585] Completed NSSC in 0.4s | 2.95 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-16T20:28:02.414076] [INFO ] [sig       ] [2292/3585] Forecasting NTAP...
[2025-12-16T20:28:02.414109] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-16T20:28:02.414142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-16T20:28:02.431446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-16T20:28:02.431992] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-16T20:28:02.433287] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-16T20:28:02.433364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:02.433417] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:02.433463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:02.433552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:02.523922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:02.525063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:02.525178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:02.525226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:02.700117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:02.700333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:02.700406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:02.700457] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:02.706188] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: UP (p=63.92%)
[2025-12-16T20:28:02.706762] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-16T20:28:02.706979] [INFO ] [sig       ] NTAP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:02.938551] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NTAP.txt
[2025-12-16T20:28:02.938739] [INFO ] [sig       ] [2292/3585] Completed NTAP in 0.5s | 2.94 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-16T20:28:02.938791] [INFO ] [sig       ] [2293/3585] Forecasting NTB...
[2025-12-16T20:28:02.938853] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-16T20:28:02.938894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-16T20:28:02.955766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-16T20:28:02.956219] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-16T20:28:02.957210] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-16T20:28:02.957273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:02.957321] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:02.957382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:02.957475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:03.050254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:03.051525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:03.051693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:03.051744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:03.207744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:03.207904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:03.207947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:03.207978] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:03.211629] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2025-12-16T20:28:03.211944] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-16T20:28:03.212082] [INFO ] [sig       ] NTB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:03.358933] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NTB.txt
[2025-12-16T20:28:03.359093] [INFO ] [sig       ] [2293/3585] Completed NTB in 0.4s | 2.94 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-16T20:28:03.359135] [INFO ] [sig       ] [2294/3585] Forecasting NTES...
[2025-12-16T20:28:03.359192] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-16T20:28:03.359228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-16T20:28:03.372482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-16T20:28:03.372910] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-16T20:28:03.373724] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-16T20:28:03.373775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:03.373807] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:03.373833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:03.373888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:03.438431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:03.439320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:03.439404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:03.439436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:03.561517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:03.561679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:03.561721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:03.561800] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:03.565341] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: DOWN (p=24.16%)
[2025-12-16T20:28:03.565694] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-16T20:28:03.565840] [INFO ] [sig       ] NTES: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:03.714082] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NTES.txt
[2025-12-16T20:28:03.714225] [INFO ] [sig       ] [2294/3585] Completed NTES in 0.4s | 2.94 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-16T20:28:03.714267] [INFO ] [sig       ] [2295/3585] Forecasting NTIC...
[2025-12-16T20:28:03.714297] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-16T20:28:03.714329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-16T20:28:03.726872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-16T20:28:03.727228] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-16T20:28:03.728122] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-16T20:28:03.728176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:03.728208] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:03.728236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:03.728293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:03.788301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:03.789128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:03.789245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:03.789280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:03.900863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:03.901008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:03.901047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:03.901078] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:03.904493] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: DOWN (p=45.76%)
[2025-12-16T20:28:03.904819] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-16T20:28:03.904966] [INFO ] [sig       ] NTIC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:04.047518] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NTIC.txt
[2025-12-16T20:28:04.047670] [INFO ] [sig       ] [2295/3585] Completed NTIC in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-16T20:28:04.047712] [INFO ] [sig       ] [2296/3585] Forecasting NTLA...
[2025-12-16T20:28:04.047743] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-16T20:28:04.047776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-16T20:28:04.059422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-16T20:28:04.059746] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-16T20:28:04.060515] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-16T20:28:04.060569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:04.060621] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:04.060649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:04.060706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:04.121007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:04.121886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:04.121978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:04.122016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:04.249935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:04.250082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:04.250121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:04.250171] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:04.253750] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=42.78%)
[2025-12-16T20:28:04.254067] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-16T20:28:04.254199] [INFO ] [sig       ] NTLA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:04.406039] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NTLA.txt
[2025-12-16T20:28:04.406241] [INFO ] [sig       ] [2296/3585] Completed NTLA in 0.4s | 2.94 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-16T20:28:04.406300] [INFO ] [sig       ] [2297/3585] Forecasting NTNX...
[2025-12-16T20:28:04.406344] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-16T20:28:04.406392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-16T20:28:04.420621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-16T20:28:04.420939] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-16T20:28:04.421764] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-16T20:28:04.421817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:04.421850] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:04.421879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:04.421935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:04.481492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:04.482363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:04.482453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:04.482487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:04.623108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:04.623256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:04.623295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:04.623325] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:04.626749] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-12-16T20:28:04.627037] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-16T20:28:04.627162] [INFO ] [sig       ] NTNX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:04.776991] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NTNX.txt
[2025-12-16T20:28:04.777131] [INFO ] [sig       ] [2297/3585] Completed NTNX in 0.4s | 2.94 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-16T20:28:04.777171] [INFO ] [sig       ] [2298/3585] Forecasting NTRA...
[2025-12-16T20:28:04.777201] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-16T20:28:04.777231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-16T20:28:04.789505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-16T20:28:04.789943] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-16T20:28:04.790985] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-16T20:28:04.791051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:04.791099] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:04.791138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:04.791219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:04.855949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:04.856684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:04.856779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:04.856813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:04.984745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:04.984899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:04.984939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:04.984967] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:04.988255] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: UP (p=95.81%)
[2025-12-16T20:28:04.988524] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-16T20:28:04.988661] [INFO ] [sig       ] NTRA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:05.125668] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NTRA.txt
[2025-12-16T20:28:05.125841] [INFO ] [sig       ] [2298/3585] Completed NTRA in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-16T20:28:05.125887] [INFO ] [sig       ] [2299/3585] Forecasting NTRB...
[2025-12-16T20:28:05.125919] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-16T20:28:05.125951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-16T20:28:05.137940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-16T20:28:05.138285] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-16T20:28:05.139100] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-16T20:28:05.139176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:05.139211] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:05.139239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:05.139301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:05.199338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:05.200101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:05.200187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:05.200233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:05.320861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:05.321020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:05.321069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:05.321112] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:05.324509] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: UP (p=97.17%)
[2025-12-16T20:28:05.324807] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-16T20:28:05.324957] [INFO ] [sig       ] NTRB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:05.470399] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NTRB.txt
[2025-12-16T20:28:05.470603] [INFO ] [sig       ] [2299/3585] Completed NTRB in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-16T20:28:05.470655] [INFO ] [sig       ] [2300/3585] Forecasting NTRS...
[2025-12-16T20:28:05.470687] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-16T20:28:05.470718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-16T20:28:05.482554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-16T20:28:05.482919] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-16T20:28:05.483796] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-16T20:28:05.483855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:05.483910] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:05.483946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:05.484014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:05.544964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:05.545857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:05.545941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:05.545979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:05.668664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:05.668817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:05.668857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:05.668887] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:05.672472] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: UP (p=57.34%)
[2025-12-16T20:28:05.672775] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-16T20:28:05.672910] [INFO ] [sig       ] NTRS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:05.828322] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NTRS.txt
[2025-12-16T20:28:05.828461] [INFO ] [sig       ] [2300/3585] Completed NTRS in 0.4s | 2.94 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-16T20:28:05.828501] [INFO ] [sig       ] [2301/3585] Forecasting NTRSO...
[2025-12-16T20:28:05.828530] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-16T20:28:05.828559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-16T20:28:05.842066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-16T20:28:05.842414] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-16T20:28:05.843180] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-16T20:28:05.843232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:05.843263] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:05.843291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:05.843346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:05.898844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:05.899681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:05.899790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:05.899824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:06.017422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:06.017595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:06.017635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:06.017664] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:06.020962] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: UP (p=87.16%)
[2025-12-16T20:28:06.021224] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-16T20:28:06.021344] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:06.156443] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NTRSO.txt
[2025-12-16T20:28:06.156592] [INFO ] [sig       ] [2301/3585] Completed NTRSO in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-16T20:28:06.156633] [INFO ] [sig       ] [2302/3585] Forecasting NUKK...
[2025-12-16T20:28:06.156664] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-16T20:28:06.156693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-16T20:28:06.168111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-16T20:28:06.168438] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-16T20:28:06.169222] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-16T20:28:06.169274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:06.169305] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:06.169331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:06.169386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:06.224684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:06.225363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:06.225443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:06.225474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:06.345674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:06.345827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:06.345866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:06.345894] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:06.349232] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: DOWN (p=8.43%)
[2025-12-16T20:28:06.349494] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-16T20:28:06.349631] [INFO ] [sig       ] NUKK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:06.484790] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NUKK.txt
[2025-12-16T20:28:06.484955] [INFO ] [sig       ] [2302/3585] Completed NUKK in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-16T20:28:06.485002] [INFO ] [sig       ] [2303/3585] Forecasting NUS...
[2025-12-16T20:28:06.485038] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-16T20:28:06.485068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-16T20:28:06.497111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-16T20:28:06.497420] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-16T20:28:06.498170] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-16T20:28:06.498221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:06.498252] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:06.498279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:06.498334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:06.553673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:06.554423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:06.554505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:06.554537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:06.676731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:06.676900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:06.676939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:06.676969] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:06.680824] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=40.28%)
[2025-12-16T20:28:06.681102] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-16T20:28:06.681226] [INFO ] [sig       ] NUS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:06.820058] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NUS.txt
[2025-12-16T20:28:06.820201] [INFO ] [sig       ] [2303/3585] Completed NUS in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-16T20:28:06.820241] [INFO ] [sig       ] [2304/3585] Forecasting NUTX...
[2025-12-16T20:28:06.820278] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-16T20:28:06.820308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-16T20:28:06.833741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-16T20:28:06.834030] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-16T20:28:06.834801] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-16T20:28:06.834853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:06.834885] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:06.834911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:06.834967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:06.895216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:06.896157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:06.896242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:06.896275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:07.014244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:07.014404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:07.014443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:07.014472] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:07.017880] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: UP (p=92.77%)
[2025-12-16T20:28:07.018176] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-16T20:28:07.018306] [INFO ] [sig       ] NUTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:07.155446] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NUTX.txt
[2025-12-16T20:28:07.155629] [INFO ] [sig       ] [2304/3585] Completed NUTX in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-16T20:28:07.155671] [INFO ] [sig       ] [2305/3585] Forecasting NUVB...
[2025-12-16T20:28:07.155701] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-16T20:28:07.155731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-16T20:28:07.166742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-16T20:28:07.167068] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-16T20:28:07.167850] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-16T20:28:07.167907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:07.167939] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:07.167966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:07.168021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:07.227030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:07.227858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:07.227947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:07.227980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:07.350320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:07.350469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:07.350506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:07.350536] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:07.353903] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=62.57%)
[2025-12-16T20:28:07.354190] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-16T20:28:07.354309] [INFO ] [sig       ] NUVB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:07.491767] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NUVB.txt
[2025-12-16T20:28:07.491896] [INFO ] [sig       ] [2305/3585] Completed NUVB in 0.3s | 2.94 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-16T20:28:07.491934] [INFO ] [sig       ] [2306/3585] Forecasting NUVL...
[2025-12-16T20:28:07.491963] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-16T20:28:07.491993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-16T20:28:07.503509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-16T20:28:07.503813] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-16T20:28:07.504589] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-16T20:28:07.504641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:07.504672] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:07.504698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:07.504753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:07.560664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:07.561276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:07.561362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:07.561402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:07.680416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:07.680563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:07.680619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:07.680649] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:07.684023] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=9.50%)
[2025-12-16T20:28:07.684294] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-16T20:28:07.684412] [INFO ] [sig       ] NUVL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:07.822614] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NUVL.txt
[2025-12-16T20:28:07.822743] [INFO ] [sig       ] [2306/3585] Completed NUVL in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-16T20:28:07.822792] [INFO ] [sig       ] [2307/3585] Forecasting NUWE...
[2025-12-16T20:28:07.822823] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-16T20:28:07.822853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-16T20:28:07.834682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-16T20:28:07.834987] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-16T20:28:07.835739] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-16T20:28:07.835790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:07.835822] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:07.835852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:07.835919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:07.892417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:07.893056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:07.893133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:07.893165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:08.007840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:08.007992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:08.008030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:08.008077] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:08.011448] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-12-16T20:28:08.011733] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-16T20:28:08.011854] [INFO ] [sig       ] NUWE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:08.148123] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NUWE.txt
[2025-12-16T20:28:08.148255] [INFO ] [sig       ] [2307/3585] Completed NUWE in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-16T20:28:08.148295] [INFO ] [sig       ] [2308/3585] Forecasting NVAX...
[2025-12-16T20:28:08.148325] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-16T20:28:08.148354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-16T20:28:08.159342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-16T20:28:08.159627] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-16T20:28:08.160368] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-16T20:28:08.160419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:08.160477] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:08.160505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:08.160561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:08.217347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:08.217993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:08.218068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:08.218101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:08.336447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:08.336615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:08.336655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:08.336683] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:08.340075] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: DOWN (p=49.76%)
[2025-12-16T20:28:08.340347] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-16T20:28:08.340469] [INFO ] [sig       ] NVAX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:08.478916] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NVAX.txt
[2025-12-16T20:28:08.479064] [INFO ] [sig       ] [2308/3585] Completed NVAX in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-16T20:28:08.479103] [INFO ] [sig       ] [2309/3585] Forecasting NVD...
[2025-12-16T20:28:08.479132] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-16T20:28:08.479177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-16T20:28:08.490425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-16T20:28:08.490721] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-16T20:28:08.491479] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-16T20:28:08.491530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:08.491562] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:08.491611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:08.491668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:08.547668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:08.548271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:08.548346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:08.548391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:08.659136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:08.659306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:08.659345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:08.659374] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:08.662702] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=13.31%)
[2025-12-16T20:28:08.662974] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-16T20:28:08.663093] [INFO ] [sig       ] NVD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:08.804434] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NVD.txt
[2025-12-16T20:28:08.804591] [INFO ] [sig       ] [2309/3585] Completed NVD in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-16T20:28:08.804632] [INFO ] [sig       ] [2310/3585] Forecasting NVDA...
[2025-12-16T20:28:08.804662] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-16T20:28:08.804691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-16T20:28:08.816523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-16T20:28:08.816917] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-16T20:28:08.817705] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-16T20:28:08.817759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:08.817792] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:08.817818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:08.817875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:08.874255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:08.875038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:08.875118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:08.875149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:08.998274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:08.998430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:08.998469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:08.998498] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:09.001860] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-12-16T20:28:09.002129] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-16T20:28:09.002251] [INFO ] [sig       ] NVDA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:09.140564] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NVDA.txt
[2025-12-16T20:28:09.140736] [INFO ] [sig       ] [2310/3585] Completed NVDA in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-16T20:28:09.140778] [INFO ] [sig       ] [2311/3585] Forecasting NVDD...
[2025-12-16T20:28:09.140809] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-16T20:28:09.140847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-16T20:28:09.152085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-16T20:28:09.152377] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-16T20:28:09.153141] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-16T20:28:09.153192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:09.153223] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:09.153262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:09.153318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:09.209392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:09.210033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:09.210110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:09.210143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:09.330092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:09.330249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:09.330288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:09.330348] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:09.333668] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: UP (p=50.70%)
[2025-12-16T20:28:09.333947] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-16T20:28:09.334066] [INFO ] [sig       ] NVDD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:09.471313] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NVDD.txt
[2025-12-16T20:28:09.471443] [INFO ] [sig       ] [2311/3585] Completed NVDD in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-16T20:28:09.471482] [INFO ] [sig       ] [2312/3585] Forecasting NVDL...
[2025-12-16T20:28:09.471511] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-16T20:28:09.471541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-16T20:28:09.482858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-16T20:28:09.483174] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-16T20:28:09.483939] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-16T20:28:09.484002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:09.484041] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:09.484073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:09.484134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:09.540146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:09.540806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:09.540888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:09.540928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:09.660564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:09.660733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:09.660771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:09.660800] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:09.664112] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: DOWN (p=32.01%)
[2025-12-16T20:28:09.664386] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-16T20:28:09.664508] [INFO ] [sig       ] NVDL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:09.802200] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NVDL.txt
[2025-12-16T20:28:09.802332] [INFO ] [sig       ] [2312/3585] Completed NVDL in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-16T20:28:09.802371] [INFO ] [sig       ] [2313/3585] Forecasting NVDS...
[2025-12-16T20:28:09.802400] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-16T20:28:09.802430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-16T20:28:09.813477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-16T20:28:09.813815] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-16T20:28:09.814559] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-16T20:28:09.814628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:09.814660] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:09.814687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:09.814743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:09.870942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:09.871662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:09.871741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:09.871774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:09.995320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:09.995478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:09.995516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:09.995547] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:09.998888] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: UP (p=79.93%)
[2025-12-16T20:28:09.999198] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-16T20:28:09.999329] [INFO ] [sig       ] NVDS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:10.137071] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NVDS.txt
[2025-12-16T20:28:10.137205] [INFO ] [sig       ] [2313/3585] Completed NVDS in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-16T20:28:10.137244] [INFO ] [sig       ] [2314/3585] Forecasting NVEC...
[2025-12-16T20:28:10.137274] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-16T20:28:10.137304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-16T20:28:10.148521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-16T20:28:10.148850] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-16T20:28:10.149638] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-16T20:28:10.149689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:10.149720] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:10.149746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:10.149801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:10.208606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:10.209432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:10.209539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:10.209588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:10.329674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:10.329844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:10.329884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:10.329912] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:10.333322] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2025-12-16T20:28:10.333622] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-16T20:28:10.333755] [INFO ] [sig       ] NVEC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:10.474930] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NVEC.txt
[2025-12-16T20:28:10.475077] [INFO ] [sig       ] [2314/3585] Completed NVEC in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-16T20:28:10.475117] [INFO ] [sig       ] [2315/3585] Forecasting NVG...
[2025-12-16T20:28:10.475146] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-16T20:28:10.475191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-16T20:28:10.487513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-16T20:28:10.487870] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-16T20:28:10.488660] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-16T20:28:10.488712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:10.488744] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:10.488771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:10.488825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:10.551232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:10.552104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:10.552185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:10.552217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:10.675875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:10.676028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:10.676068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:10.676097] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:10.679643] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-12-16T20:28:10.679932] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-16T20:28:10.680086] [INFO ] [sig       ] NVG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:10.818625] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NVG.txt
[2025-12-16T20:28:10.818767] [INFO ] [sig       ] [2315/3585] Completed NVG in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-16T20:28:10.818807] [INFO ] [sig       ] [2316/3585] Forecasting NVGS...
[2025-12-16T20:28:10.818837] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-16T20:28:10.818867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-16T20:28:10.830418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-16T20:28:10.830770] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-16T20:28:10.831559] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-16T20:28:10.831638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:10.831671] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:10.831697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:10.831752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:10.888761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:10.889625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:10.889707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:10.889740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:11.014015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:11.014167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:11.014207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:11.014235] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:11.017612] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=38.17%)
[2025-12-16T20:28:11.017898] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-16T20:28:11.018024] [INFO ] [sig       ] NVGS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:11.172414] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NVGS.txt
[2025-12-16T20:28:11.172591] [INFO ] [sig       ] [2316/3585] Completed NVGS in 0.4s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-16T20:28:11.172635] [INFO ] [sig       ] [2317/3585] Forecasting NVMI...
[2025-12-16T20:28:11.172665] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-16T20:28:11.172694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-16T20:28:11.184671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-16T20:28:11.185059] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-16T20:28:11.185851] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-16T20:28:11.185910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:11.185949] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:11.185977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:11.186034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:11.241938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:11.242611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:11.242691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:11.242724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:11.359124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:11.359296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:11.359335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:11.359364] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:11.362772] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: UP (p=70.64%)
[2025-12-16T20:28:11.363048] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-16T20:28:11.363171] [INFO ] [sig       ] NVMI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:11.499609] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NVMI.txt
[2025-12-16T20:28:11.499740] [INFO ] [sig       ] [2317/3585] Completed NVMI in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-16T20:28:11.499779] [INFO ] [sig       ] [2318/3585] Forecasting NVO...
[2025-12-16T20:28:11.499808] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-16T20:28:11.499837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-16T20:28:11.511454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-16T20:28:11.511819] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-16T20:28:11.512551] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-16T20:28:11.512625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:11.512657] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:11.512684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:11.512740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:11.569925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:11.570647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:11.570753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:11.570786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:11.701371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:11.701527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:11.701567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:11.701616] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:11.705019] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: UP (p=52.90%)
[2025-12-16T20:28:11.705320] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-16T20:28:11.705452] [INFO ] [sig       ] NVO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:11.847952] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NVO.txt
[2025-12-16T20:28:11.848132] [INFO ] [sig       ] [2318/3585] Completed NVO in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-16T20:28:11.848175] [INFO ] [sig       ] [2319/3585] Forecasting NVRI...
[2025-12-16T20:28:11.848205] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-16T20:28:11.848235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-16T20:28:11.861048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-16T20:28:11.861425] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-16T20:28:11.862257] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-16T20:28:11.862311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:11.862344] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:11.862371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:11.862428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:11.920303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:11.921241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:11.921336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:11.921371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:12.042519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:12.042672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:12.042714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:12.042744] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:12.046198] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=94.15%)
[2025-12-16T20:28:12.046473] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-16T20:28:12.046621] [INFO ] [sig       ] NVRI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:12.186455] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NVRI.txt
[2025-12-16T20:28:12.186658] [INFO ] [sig       ] [2319/3585] Completed NVRI in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-16T20:28:12.186711] [INFO ] [sig       ] [2320/3585] Forecasting NVS...
[2025-12-16T20:28:12.186750] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-16T20:28:12.186789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-16T20:28:12.202090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-16T20:28:12.202548] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-16T20:28:12.203651] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-16T20:28:12.203716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:12.203762] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:12.203802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:12.203884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:12.265178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:12.266013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:12.266092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:12.266125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:12.386670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:12.386824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:12.386863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:12.386891] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:12.390168] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=18.80%)
[2025-12-16T20:28:12.390429] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-16T20:28:12.390549] [INFO ] [sig       ] NVS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:12.527049] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NVS.txt
[2025-12-16T20:28:12.527217] [INFO ] [sig       ] [2320/3585] Completed NVS in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-16T20:28:12.527258] [INFO ] [sig       ] [2321/3585] Forecasting NVTS...
[2025-12-16T20:28:12.527287] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-16T20:28:12.527317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-16T20:28:12.538593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-16T20:28:12.538880] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-16T20:28:12.539692] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-16T20:28:12.539743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:12.539774] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:12.539800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:12.539855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:12.595396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:12.596003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:12.596079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:12.596110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:12.707516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:12.707672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:12.707713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:12.707743] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:12.711062] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: UP (p=56.47%)
[2025-12-16T20:28:12.711322] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-16T20:28:12.711444] [INFO ] [sig       ] NVTS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:12.848685] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NVTS.txt
[2025-12-16T20:28:12.848836] [INFO ] [sig       ] [2321/3585] Completed NVTS in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-16T20:28:12.848876] [INFO ] [sig       ] [2322/3585] Forecasting NVX...
[2025-12-16T20:28:12.848905] [INFO ] [sig       ] Generating forecast for: NVX
[2025-12-16T20:28:12.848934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVX' from 'https://tdm.silogroup.org/data/derivative_storage/NVX.csv'.
[2025-12-16T20:28:12.860153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVX'.
[2025-12-16T20:28:12.860472] [INFO ] [FORECASTER] Starting predict_future for NVX
[2025-12-16T20:28:12.861292] [DEBUG] [LOCAL     ] No optimal features file found for NVX: ./output/feature-sets/NVX.txt
[2025-12-16T20:28:12.861345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:12.861378] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:12.861405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:12.861461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:12.919018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:12.919674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:12.919772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:12.919804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:13.039509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:13.039670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:13.039712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:13.039741] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:13.043079] [DEBUG] [FORECASTER] NVX: Forecast T+1@11:T+2@11: UP (p=70.79%)
[2025-12-16T20:28:13.043348] [INFO ] [FORECASTER] Completed predict_future for NVX
[2025-12-16T20:28:13.043470] [INFO ] [sig       ] NVX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:13.179344] [INFO ] [LOCAL     ] Saved forecast: NVX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NVX.txt
[2025-12-16T20:28:13.179499] [INFO ] [sig       ] [2322/3585] Completed NVX in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-16T20:28:13.179538] [INFO ] [sig       ] [2323/3585] Forecasting NWBI...
[2025-12-16T20:28:13.179585] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-16T20:28:13.179619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-16T20:28:13.190874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-16T20:28:13.191212] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-16T20:28:13.191976] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-16T20:28:13.192030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:13.192063] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:13.192090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:13.192145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:13.248343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:13.249228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:13.249312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:13.249343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:13.371658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:13.371826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:13.371866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:13.371894] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:13.375905] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: UP (p=58.01%)
[2025-12-16T20:28:13.376191] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-16T20:28:13.376500] [INFO ] [sig       ] NWBI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:13.512105] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NWBI.txt
[2025-12-16T20:28:13.512245] [INFO ] [sig       ] [2323/3585] Completed NWBI in 0.3s | 2.94 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-16T20:28:13.512284] [INFO ] [sig       ] [2324/3585] Forecasting NWE...
[2025-12-16T20:28:13.512313] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-16T20:28:13.512343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-16T20:28:13.523253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-16T20:28:13.523556] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-16T20:28:13.524378] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-16T20:28:13.524441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:13.524476] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:13.524502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:13.524558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:13.582616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:13.583280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:13.583358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:13.583391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:13.701523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:13.701682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:13.701721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:13.701760] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:13.705122] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-12-16T20:28:13.705384] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-16T20:28:13.705504] [INFO ] [sig       ] NWE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:13.843863] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NWE.txt
[2025-12-16T20:28:13.843988] [INFO ] [sig       ] [2324/3585] Completed NWE in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-16T20:28:13.844028] [INFO ] [sig       ] [2325/3585] Forecasting NWFL...
[2025-12-16T20:28:13.844057] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-16T20:28:13.844086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-16T20:28:13.855155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-16T20:28:13.855503] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-16T20:28:13.856331] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-16T20:28:13.856383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:13.856449] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:13.856489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:13.856570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:13.915476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:13.916140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:13.916407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:13.916438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:14.024139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:14.024280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:14.024317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:14.024345] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:14.027811] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: UP (p=63.79%)
[2025-12-16T20:28:14.028072] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-16T20:28:14.028193] [INFO ] [sig       ] NWFL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:14.166509] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NWFL.txt
[2025-12-16T20:28:14.166668] [INFO ] [sig       ] [2325/3585] Completed NWFL in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-16T20:28:14.166710] [INFO ] [sig       ] [2326/3585] Forecasting NWG...
[2025-12-16T20:28:14.166741] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-16T20:28:14.166770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-16T20:28:14.178016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-16T20:28:14.178335] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-16T20:28:14.179185] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-16T20:28:14.179237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:14.179270] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:14.179297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:14.179354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:14.237084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:14.237922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:14.238004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:14.238040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:14.355909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:14.356052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:14.356091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:14.356119] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:14.359487] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: UP (p=94.64%)
[2025-12-16T20:28:14.359774] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-16T20:28:14.359898] [INFO ] [sig       ] NWG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:14.496583] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NWG.txt
[2025-12-16T20:28:14.496709] [INFO ] [sig       ] [2326/3585] Completed NWG in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-16T20:28:14.496746] [INFO ] [sig       ] [2327/3585] Forecasting NWL...
[2025-12-16T20:28:14.496776] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-16T20:28:14.496806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-16T20:28:14.508136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-16T20:28:14.508435] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-16T20:28:14.509236] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-16T20:28:14.509288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:14.509322] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:14.509350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:14.509406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:14.567927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:14.568610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:14.568690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:14.568722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:14.691067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:14.691219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:14.691256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:14.691283] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:14.694650] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: DOWN (p=5.38%)
[2025-12-16T20:28:14.694915] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-16T20:28:14.695042] [INFO ] [sig       ] NWL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:14.834895] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NWL.txt
[2025-12-16T20:28:14.835034] [INFO ] [sig       ] [2327/3585] Completed NWL in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-16T20:28:14.835090] [INFO ] [sig       ] [2328/3585] Forecasting NWPX...
[2025-12-16T20:28:14.835126] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-16T20:28:14.835163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-16T20:28:14.845861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-16T20:28:14.846160] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-16T20:28:14.846915] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-16T20:28:14.846966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:14.846996] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:14.847023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:14.847079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:14.904453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:14.905134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:14.905228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:14.905262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:15.027729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:15.027872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:15.027910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:15.027978] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:15.031476] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: UP (p=96.25%)
[2025-12-16T20:28:15.031770] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-16T20:28:15.031897] [INFO ] [sig       ] NWPX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:15.169700] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NWPX.txt
[2025-12-16T20:28:15.169832] [INFO ] [sig       ] [2328/3585] Completed NWPX in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-16T20:28:15.169870] [INFO ] [sig       ] [2329/3585] Forecasting NWS...
[2025-12-16T20:28:15.169900] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-16T20:28:15.169930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-16T20:28:15.181232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-16T20:28:15.181549] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-16T20:28:15.182333] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-16T20:28:15.182384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:15.182417] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:15.182444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:15.182501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:15.238973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:15.239864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:15.239954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:15.239986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:15.362329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:15.362477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:15.362516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:15.362544] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:15.365993] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=89.93%)
[2025-12-16T20:28:15.366265] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-16T20:28:15.366404] [INFO ] [sig       ] NWS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:15.502995] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NWS.txt
[2025-12-16T20:28:15.503111] [INFO ] [sig       ] [2329/3585] Completed NWS in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-16T20:28:15.503150] [INFO ] [sig       ] [2330/3585] Forecasting NWSA...
[2025-12-16T20:28:15.503178] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-16T20:28:15.503207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-16T20:28:15.514520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-16T20:28:15.514836] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-16T20:28:15.515646] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-16T20:28:15.515698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:15.515731] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:15.515758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:15.515815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:15.574226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:15.574910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:15.574988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:15.575027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:15.693016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:15.693160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:15.693198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:15.693227] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:15.696496] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: DOWN (p=20.58%)
[2025-12-16T20:28:15.696776] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-16T20:28:15.696896] [INFO ] [sig       ] NWSA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:15.833402] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NWSA.txt
[2025-12-16T20:28:15.833555] [INFO ] [sig       ] [2330/3585] Completed NWSA in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-16T20:28:15.833615] [INFO ] [sig       ] [2331/3585] Forecasting NX...
[2025-12-16T20:28:15.833645] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-16T20:28:15.833676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-16T20:28:15.845372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-16T20:28:15.845756] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-16T20:28:15.846510] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-16T20:28:15.846562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:15.846624] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:15.846657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:15.846713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:15.907891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:15.908930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:15.909034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:15.909072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:16.040657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:16.040813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:16.040871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:16.040902] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:16.044458] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=65.51%)
[2025-12-16T20:28:16.044776] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-16T20:28:16.044905] [INFO ] [sig       ] NX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:16.187044] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NX.txt
[2025-12-16T20:28:16.187198] [INFO ] [sig       ] [2331/3585] Completed NX in 0.4s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-16T20:28:16.187239] [INFO ] [sig       ] [2332/3585] Forecasting NXC...
[2025-12-16T20:28:16.187271] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-16T20:28:16.187302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-16T20:28:16.199008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-16T20:28:16.199416] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-16T20:28:16.200254] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-16T20:28:16.200308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:16.200342] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:16.200369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:16.200427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:16.259596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:16.260422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:16.260504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:16.260538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:16.368193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:16.368343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:16.368383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:16.368413] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:16.371834] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=35.46%)
[2025-12-16T20:28:16.372142] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-16T20:28:16.372287] [INFO ] [sig       ] NXC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:16.509602] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NXC.txt
[2025-12-16T20:28:16.509770] [INFO ] [sig       ] [2332/3585] Completed NXC in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-16T20:28:16.509811] [INFO ] [sig       ] [2333/3585] Forecasting NXE...
[2025-12-16T20:28:16.509840] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-16T20:28:16.509870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-16T20:28:16.521211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-16T20:28:16.521611] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-16T20:28:16.522393] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-16T20:28:16.522445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:16.522475] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:16.522501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:16.522556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:16.579692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:16.580626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:16.580750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:16.580801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:16.703613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:16.703767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:16.703807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:16.703837] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:16.707478] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: DOWN (p=29.42%)
[2025-12-16T20:28:16.707848] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-16T20:28:16.707981] [INFO ] [sig       ] NXE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:16.852180] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NXE.txt
[2025-12-16T20:28:16.852526] [INFO ] [sig       ] [2333/3585] Completed NXE in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-16T20:28:16.852582] [INFO ] [sig       ] [2334/3585] Forecasting NXG...
[2025-12-16T20:28:16.852621] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-16T20:28:16.852665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-16T20:28:16.865303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-16T20:28:16.865650] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-16T20:28:16.866642] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-16T20:28:16.866703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:16.866747] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:16.866787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:16.866847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:16.929641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:16.930507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:16.930611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:16.930648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:17.057423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:17.057589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:17.057631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:17.057661] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:17.061167] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: UP (p=91.05%)
[2025-12-16T20:28:17.061445] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-16T20:28:17.061570] [INFO ] [sig       ] NXG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:17.208478] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NXG.txt
[2025-12-16T20:28:17.208641] [INFO ] [sig       ] [2334/3585] Completed NXG in 0.4s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-16T20:28:17.208684] [INFO ] [sig       ] [2335/3585] Forecasting NXGL...
[2025-12-16T20:28:17.208715] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-16T20:28:17.208746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-16T20:28:17.221147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-16T20:28:17.221515] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-16T20:28:17.222330] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-16T20:28:17.222382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:17.222427] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:17.222457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:17.222515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:17.285300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:17.286209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:17.286338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:17.286374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:17.408330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:17.408482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:17.408522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:17.408551] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:17.412255] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: UP (p=87.34%)
[2025-12-16T20:28:17.412640] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-16T20:28:17.412811] [INFO ] [sig       ] NXGL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:17.559884] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NXGL.txt
[2025-12-16T20:28:17.560036] [INFO ] [sig       ] [2335/3585] Completed NXGL in 0.4s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-16T20:28:17.560076] [INFO ] [sig       ] [2336/3585] Forecasting NXP...
[2025-12-16T20:28:17.560105] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-16T20:28:17.560135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-16T20:28:17.572438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-16T20:28:17.572728] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-16T20:28:17.573539] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-16T20:28:17.573619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:17.573662] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:17.573696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:17.573774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:17.634850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:17.635535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:17.635633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:17.635669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:17.755886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:17.756005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:17.756042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:17.756070] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:17.759620] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=80.03%)
[2025-12-16T20:28:17.759882] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-16T20:28:17.760001] [INFO ] [sig       ] NXP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:17.903650] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NXP.txt
[2025-12-16T20:28:17.903757] [INFO ] [sig       ] [2336/3585] Completed NXP in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-16T20:28:17.903794] [INFO ] [sig       ] [2337/3585] Forecasting NXPI...
[2025-12-16T20:28:17.903822] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-16T20:28:17.903850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-16T20:28:17.915051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-16T20:28:17.915320] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-16T20:28:17.916096] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-16T20:28:17.916147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:17.916179] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:17.916207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:17.916264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:17.974556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:17.975165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:17.975246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:17.975279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:18.098646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:18.098821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:18.098883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:18.098926] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:18.102812] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=25.19%)
[2025-12-16T20:28:18.103101] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-16T20:28:18.103233] [INFO ] [sig       ] NXPI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:18.244875] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NXPI.txt
[2025-12-16T20:28:18.245043] [INFO ] [sig       ] [2337/3585] Completed NXPI in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-16T20:28:18.245086] [INFO ] [sig       ] [2338/3585] Forecasting NYXH...
[2025-12-16T20:28:18.245118] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-16T20:28:18.245152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-16T20:28:18.260045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-16T20:28:18.260701] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-16T20:28:18.261933] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-16T20:28:18.261996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:18.262039] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:18.262078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:18.262155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:18.322698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:18.323505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:18.323603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:18.323638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:18.438336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:18.438481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:18.438519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:18.438547] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:18.441877] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=86.75%)
[2025-12-16T20:28:18.442144] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-16T20:28:18.442261] [INFO ] [sig       ] NYXH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:18.580717] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/NYXH.txt
[2025-12-16T20:28:18.580884] [INFO ] [sig       ] [2338/3585] Completed NYXH in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-16T20:28:18.580925] [INFO ] [sig       ] [2339/3585] Forecasting NZF...
[2025-12-16T20:28:18.580955] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-16T20:28:18.581000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-16T20:28:18.592373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-16T20:28:18.592673] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-16T20:28:18.593409] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-16T20:28:18.593460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:18.593492] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:18.593519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:18.593600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:18.650325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:18.650938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:18.651014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:18.651063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:18.769173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:18.769309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:18.769349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:18.769378] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:18.772716] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-12-16T20:28:18.772993] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-16T20:28:18.773116] [INFO ] [sig       ] NZF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:18.914762] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/NZF.txt
[2025-12-16T20:28:18.914895] [INFO ] [sig       ] [2339/3585] Completed NZF in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-16T20:28:18.914934] [INFO ] [sig       ] [2340/3585] Forecasting OABI...
[2025-12-16T20:28:18.914965] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-16T20:28:18.914994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-16T20:28:18.926203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-16T20:28:18.926472] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-16T20:28:18.927238] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-16T20:28:18.927289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:18.927322] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:18.927350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:18.927405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:18.983136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:18.983749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:18.983839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:18.983873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:19.105167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:19.105323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:19.105361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:19.105389] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:19.108745] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: DOWN (p=27.66%)
[2025-12-16T20:28:19.109008] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-16T20:28:19.109126] [INFO ] [sig       ] OABI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:19.246172] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OABI.txt
[2025-12-16T20:28:19.246295] [INFO ] [sig       ] [2340/3585] Completed OABI in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-16T20:28:19.246334] [INFO ] [sig       ] [2341/3585] Forecasting OBDC...
[2025-12-16T20:28:19.246362] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-16T20:28:19.246391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-16T20:28:19.257480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-16T20:28:19.257758] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-16T20:28:19.258482] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-16T20:28:19.258533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:19.258564] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:19.258614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:19.258670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:19.313832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:19.314415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:19.314493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:19.314525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:19.430254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:19.430410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:19.430449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:19.430478] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:19.433785] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-12-16T20:28:19.434048] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-16T20:28:19.434179] [INFO ] [sig       ] OBDC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:19.570014] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OBDC.txt
[2025-12-16T20:28:19.570125] [INFO ] [sig       ] [2341/3585] Completed OBDC in 0.3s | 2.94 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-16T20:28:19.570162] [INFO ] [sig       ] [2342/3585] Forecasting OBIL...
[2025-12-16T20:28:19.570191] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-16T20:28:19.570220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-16T20:28:19.581775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-16T20:28:19.582120] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-16T20:28:19.582890] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-16T20:28:19.582941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:19.582999] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:19.583026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:19.583082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:19.639311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:19.640073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:19.640162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:19.640201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:19.747395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:19.747507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:19.747543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:19.747602] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:19.750813] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=88.05%)
[2025-12-16T20:28:19.751070] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-16T20:28:19.751202] [INFO ] [sig       ] OBIL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:19.888299] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OBIL.txt
[2025-12-16T20:28:19.888424] [INFO ] [sig       ] [2342/3585] Completed OBIL in 0.3s | 2.95 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-16T20:28:19.888463] [INFO ] [sig       ] [2343/3585] Forecasting OBIO...
[2025-12-16T20:28:19.888493] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-16T20:28:19.888523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-16T20:28:19.899675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-16T20:28:19.899958] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-16T20:28:19.900703] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-16T20:28:19.900753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:19.900784] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:19.900810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:19.900865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:19.958236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:19.958922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:19.959001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:19.959035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:20.081344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:20.081519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:20.081596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:20.081648] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:20.085267] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=87.23%)
[2025-12-16T20:28:20.085543] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-16T20:28:20.085690] [INFO ] [sig       ] OBIO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:20.238230] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OBIO.txt
[2025-12-16T20:28:20.238358] [INFO ] [sig       ] [2343/3585] Completed OBIO in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-16T20:28:20.238398] [INFO ] [sig       ] [2344/3585] Forecasting OBK...
[2025-12-16T20:28:20.238427] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-16T20:28:20.238455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-16T20:28:20.249313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-16T20:28:20.249609] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-16T20:28:20.250340] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-16T20:28:20.250390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:20.250423] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:20.250449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:20.250504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:20.307394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:20.308170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:20.308250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:20.308284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:20.431074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:20.431276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:20.431326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:20.431360] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:20.434888] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-16T20:28:20.435172] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-16T20:28:20.435296] [INFO ] [sig       ] OBK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:20.582303] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OBK.txt
[2025-12-16T20:28:20.582443] [INFO ] [sig       ] [2344/3585] Completed OBK in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-16T20:28:20.582484] [INFO ] [sig       ] [2345/3585] Forecasting OC...
[2025-12-16T20:28:20.582516] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-16T20:28:20.582556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-16T20:28:20.595025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-16T20:28:20.595374] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-16T20:28:20.596147] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-16T20:28:20.596202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:20.596234] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:20.596260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:20.596315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:20.655305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:20.655993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:20.656074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:20.656108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:20.784246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:20.784394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:20.784433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:20.784495] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:20.788256] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=41.69%)
[2025-12-16T20:28:20.788525] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-16T20:28:20.788668] [INFO ] [sig       ] OC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:20.932709] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OC.txt
[2025-12-16T20:28:20.932836] [INFO ] [sig       ] [2345/3585] Completed OC in 0.4s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-16T20:28:20.932875] [INFO ] [sig       ] [2346/3585] Forecasting OCCI...
[2025-12-16T20:28:20.932904] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-16T20:28:20.932935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-16T20:28:20.944323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-16T20:28:20.944624] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-16T20:28:20.945357] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-16T20:28:20.945408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:20.945439] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:20.945465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:20.945531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:21.004131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:21.004978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:21.005064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:21.005098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:21.123510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:21.123666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:21.123706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:21.123735] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:21.127061] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: DOWN (p=10.15%)
[2025-12-16T20:28:21.127337] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-16T20:28:21.127461] [INFO ] [sig       ] OCCI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:21.267104] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OCCI.txt
[2025-12-16T20:28:21.267231] [INFO ] [sig       ] [2346/3585] Completed OCCI in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-16T20:28:21.267269] [INFO ] [sig       ] [2347/3585] Forecasting OCFC...
[2025-12-16T20:28:21.267298] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-16T20:28:21.267327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-16T20:28:21.278903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-16T20:28:21.279222] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-16T20:28:21.280011] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-16T20:28:21.280063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:21.280096] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:21.280124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:21.280182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:21.338240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:21.339063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:21.339142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:21.339200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:21.464054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:21.464191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:21.464230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:21.464261] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:21.467532] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: UP (p=77.91%)
[2025-12-16T20:28:21.467813] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-16T20:28:21.467933] [INFO ] [sig       ] OCFC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:21.612132] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OCFC.txt
[2025-12-16T20:28:21.612265] [INFO ] [sig       ] [2347/3585] Completed OCFC in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-16T20:28:21.612304] [INFO ] [sig       ] [2348/3585] Forecasting OCGN...
[2025-12-16T20:28:21.612334] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-16T20:28:21.612364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-16T20:28:21.624260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-16T20:28:21.624602] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-16T20:28:21.625408] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-16T20:28:21.625473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:21.625506] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:21.625534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:21.625610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:21.684379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:21.685102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:21.685187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:21.685230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:21.804735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:21.804864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:21.804902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:21.804930] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:21.808200] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=27.59%)
[2025-12-16T20:28:21.808465] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-16T20:28:21.808601] [INFO ] [sig       ] OCGN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:21.951728] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OCGN.txt
[2025-12-16T20:28:21.951870] [INFO ] [sig       ] [2348/3585] Completed OCGN in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-16T20:28:21.951917] [INFO ] [sig       ] [2349/3585] Forecasting OCSL...
[2025-12-16T20:28:21.951949] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-16T20:28:21.951980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-16T20:28:21.963736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-16T20:28:21.964024] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-16T20:28:21.964818] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-16T20:28:21.964877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:21.964920] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:21.964949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:21.965005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:22.022131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:22.022777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:22.022865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:22.022904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:22.143235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:22.143386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:22.143427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:22.143457] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:22.146883] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: DOWN (p=24.96%)
[2025-12-16T20:28:22.147156] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-16T20:28:22.147284] [INFO ] [sig       ] OCSL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:22.282528] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OCSL.txt
[2025-12-16T20:28:22.282689] [INFO ] [sig       ] [2349/3585] Completed OCSL in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-16T20:28:22.282729] [INFO ] [sig       ] [2350/3585] Forecasting OCUL...
[2025-12-16T20:28:22.282759] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-16T20:28:22.282790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-16T20:28:22.296944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-16T20:28:22.297489] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-16T20:28:22.298394] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-16T20:28:22.298448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:22.298481] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:22.298507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:22.298563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:22.354518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:22.355540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:22.355658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:22.355691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:22.482559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:22.482832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:22.482884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:22.482914] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:22.487513] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: UP (p=56.00%)
[2025-12-16T20:28:22.487910] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-16T20:28:22.488088] [INFO ] [sig       ] OCUL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:22.636019] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OCUL.txt
[2025-12-16T20:28:22.636189] [INFO ] [sig       ] [2350/3585] Completed OCUL in 0.4s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-16T20:28:22.636231] [INFO ] [sig       ] [2351/3585] Forecasting ODC...
[2025-12-16T20:28:22.636261] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-16T20:28:22.636292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-16T20:28:22.649944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-16T20:28:22.650409] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-16T20:28:22.651279] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-16T20:28:22.651331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:22.651364] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:22.651390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:22.651447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:22.707981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:22.708794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:22.708890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:22.708934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:22.824637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:22.824865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:22.824909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:22.824939] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:22.828707] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: DOWN (p=28.02%)
[2025-12-16T20:28:22.829014] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-16T20:28:22.829177] [INFO ] [sig       ] ODC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:22.968128] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ODC.txt
[2025-12-16T20:28:22.968324] [INFO ] [sig       ] [2351/3585] Completed ODC in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-16T20:28:22.968372] [INFO ] [sig       ] [2352/3585] Forecasting ODD...
[2025-12-16T20:28:22.968403] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-16T20:28:22.968435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-16T20:28:22.982073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-16T20:28:22.982491] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-16T20:28:22.983375] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-16T20:28:22.983429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:22.983462] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:22.983490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:22.983548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:23.053864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:23.054993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:23.055150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:23.055188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:23.178838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:23.179077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:23.179133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:23.179186] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:23.183043] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: DOWN (p=30.81%)
[2025-12-16T20:28:23.183346] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-16T20:28:23.183479] [INFO ] [sig       ] ODD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:23.325226] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ODD.txt
[2025-12-16T20:28:23.325413] [INFO ] [sig       ] [2352/3585] Completed ODD in 0.4s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-16T20:28:23.325458] [INFO ] [sig       ] [2353/3585] Forecasting ODFL...
[2025-12-16T20:28:23.325490] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-16T20:28:23.325522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-16T20:28:23.338694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-16T20:28:23.339247] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-16T20:28:23.340159] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-16T20:28:23.340214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:23.340248] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:23.340275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:23.340334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:23.398549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:23.399696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:23.399791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:23.399827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:23.523658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:23.523915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:23.523962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:23.523992] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:23.527950] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: DOWN (p=3.51%)
[2025-12-16T20:28:23.528316] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-16T20:28:23.528455] [INFO ] [sig       ] ODFL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:23.668550] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ODFL.txt
[2025-12-16T20:28:23.668748] [INFO ] [sig       ] [2353/3585] Completed ODFL in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-16T20:28:23.668790] [INFO ] [sig       ] [2354/3585] Forecasting OEC...
[2025-12-16T20:28:23.668819] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-16T20:28:23.668850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-16T20:28:23.681673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-16T20:28:23.682094] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-16T20:28:23.682977] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-16T20:28:23.683030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:23.683062] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:23.683088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:23.683146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:23.739315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:23.740399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:23.740498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:23.740531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:23.861073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:23.861298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:23.861341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:23.861370] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:23.865216] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: UP (p=85.60%)
[2025-12-16T20:28:23.865544] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-16T20:28:23.865693] [INFO ] [sig       ] OEC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:24.005432] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OEC.txt
[2025-12-16T20:28:24.005635] [INFO ] [sig       ] [2354/3585] Completed OEC in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-16T20:28:24.005679] [INFO ] [sig       ] [2355/3585] Forecasting OESX...
[2025-12-16T20:28:24.005709] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-16T20:28:24.005740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-16T20:28:24.018667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-16T20:28:24.019198] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-16T20:28:24.020063] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-16T20:28:24.020119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:24.020152] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:24.020178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:24.020234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:24.075681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:24.076639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:24.076734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:24.076767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:24.194505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:24.194775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:24.194819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:24.194848] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:24.198546] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=96.85%)
[2025-12-16T20:28:24.198855] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-16T20:28:24.198987] [INFO ] [sig       ] OESX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:24.337431] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OESX.txt
[2025-12-16T20:28:24.337666] [INFO ] [sig       ] [2355/3585] Completed OESX in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-16T20:28:24.337713] [INFO ] [sig       ] [2356/3585] Forecasting OFG...
[2025-12-16T20:28:24.337743] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-16T20:28:24.337774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-16T20:28:24.350492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-16T20:28:24.350914] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-16T20:28:24.351798] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-16T20:28:24.351851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:24.351884] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:24.351919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:24.351979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:24.408807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:24.409698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:24.409793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:24.409826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:24.531240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:24.531465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:24.531510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:24.531539] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:24.535332] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=71.58%)
[2025-12-16T20:28:24.535653] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-16T20:28:24.535787] [INFO ] [sig       ] OFG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:24.678355] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OFG.txt
[2025-12-16T20:28:24.678551] [INFO ] [sig       ] [2356/3585] Completed OFG in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-16T20:28:24.678619] [INFO ] [sig       ] [2357/3585] Forecasting OFIX...
[2025-12-16T20:28:24.678649] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-16T20:28:24.678681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-16T20:28:24.692282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-16T20:28:24.692728] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-16T20:28:24.693627] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-16T20:28:24.693680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:24.693712] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:24.693744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:24.693818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:24.752523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:24.753677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:24.753777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:24.753810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:24.881202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:24.881429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:24.881473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:24.881504] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:24.885591] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: DOWN (p=23.97%)
[2025-12-16T20:28:24.885956] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-16T20:28:24.886117] [INFO ] [sig       ] OFIX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:25.141515] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OFIX.txt
[2025-12-16T20:28:25.141751] [INFO ] [sig       ] [2357/3585] Completed OFIX in 0.5s | 2.94 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-16T20:28:25.141796] [INFO ] [sig       ] [2358/3585] Forecasting OFLX...
[2025-12-16T20:28:25.141828] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-16T20:28:25.141859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-16T20:28:25.154759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-16T20:28:25.155204] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-16T20:28:25.156085] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-16T20:28:25.156137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:25.156170] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:25.156196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:25.156253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:25.212427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:25.213462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:25.213560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:25.213613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:25.335633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:25.335896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:25.335973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:25.336007] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:25.339725] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=24.77%)
[2025-12-16T20:28:25.340069] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-16T20:28:25.340204] [INFO ] [sig       ] OFLX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:25.481607] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OFLX.txt
[2025-12-16T20:28:25.481805] [INFO ] [sig       ] [2358/3585] Completed OFLX in 0.3s | 2.94 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-16T20:28:25.481851] [INFO ] [sig       ] [2359/3585] Forecasting OFS...
[2025-12-16T20:28:25.481881] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-16T20:28:25.481912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-16T20:28:25.495218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-16T20:28:25.495707] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-16T20:28:25.496569] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-16T20:28:25.496639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:25.496727] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:25.496758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:25.496817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:25.552271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:25.553310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:25.553424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:25.553464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:25.673294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:25.673453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:25.673493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:25.673522] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:25.676988] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: UP (p=59.03%)
[2025-12-16T20:28:25.677314] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-16T20:28:25.677476] [INFO ] [sig       ] OFS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:25.819374] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OFS.txt
[2025-12-16T20:28:25.819543] [INFO ] [sig       ] [2359/3585] Completed OFS in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-16T20:28:25.819602] [INFO ] [sig       ] [2360/3585] Forecasting OGE...
[2025-12-16T20:28:25.819634] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-16T20:28:25.819664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-16T20:28:25.833250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-16T20:28:25.833871] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-16T20:28:25.834795] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-16T20:28:25.834848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:25.834881] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:25.834908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:25.834965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:25.892066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:25.893248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:25.893353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:25.893386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:26.015738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:26.015979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:26.016031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:26.016070] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:26.019924] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: UP (p=94.14%)
[2025-12-16T20:28:26.020220] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-16T20:28:26.020357] [INFO ] [sig       ] OGE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:26.171956] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OGE.txt
[2025-12-16T20:28:26.172150] [INFO ] [sig       ] [2360/3585] Completed OGE in 0.4s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-16T20:28:26.172194] [INFO ] [sig       ] [2361/3585] Forecasting OGI...
[2025-12-16T20:28:26.172224] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-16T20:28:26.172255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-16T20:28:26.185973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-16T20:28:26.186396] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-16T20:28:26.187445] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-16T20:28:26.187503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:26.187538] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:26.187590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:26.187846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:26.244749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:26.245725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:26.245817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:26.245849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:26.374617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:26.374840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:26.374883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:26.374911] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:26.378882] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=31.91%)
[2025-12-16T20:28:26.379232] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-16T20:28:26.379394] [INFO ] [sig       ] OGI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:26.526534] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OGI.txt
[2025-12-16T20:28:26.526744] [INFO ] [sig       ] [2361/3585] Completed OGI in 0.4s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-16T20:28:26.526789] [INFO ] [sig       ] [2362/3585] Forecasting OGN...
[2025-12-16T20:28:26.526820] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-16T20:28:26.526852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-16T20:28:26.541746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-16T20:28:26.542109] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-16T20:28:26.543039] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-16T20:28:26.543092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:26.543125] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:26.543151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:26.543210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:26.601613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:26.602742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:26.602847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:26.602889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:26.728813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:26.729039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:26.729113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:26.729142] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:26.733108] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=19.49%)
[2025-12-16T20:28:26.733454] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-16T20:28:26.733612] [INFO ] [sig       ] OGN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:26.887613] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OGN.txt
[2025-12-16T20:28:26.887791] [INFO ] [sig       ] [2362/3585] Completed OGN in 0.4s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-16T20:28:26.887839] [INFO ] [sig       ] [2363/3585] Forecasting OHI...
[2025-12-16T20:28:26.887872] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-16T20:28:26.887903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-16T20:28:26.900463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-16T20:28:26.900832] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-16T20:28:26.901730] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-16T20:28:26.901781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:26.901814] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:26.901841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:26.901899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:26.957397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:26.958120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:26.958211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:26.958243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:27.074483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:27.074716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:27.074760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:27.074790] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:27.078543] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=94.67%)
[2025-12-16T20:28:27.078871] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-16T20:28:27.079022] [INFO ] [sig       ] OHI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:27.224714] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OHI.txt
[2025-12-16T20:28:27.224923] [INFO ] [sig       ] [2363/3585] Completed OHI in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-16T20:28:27.224988] [INFO ] [sig       ] [2364/3585] Forecasting OI...
[2025-12-16T20:28:27.225019] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-16T20:28:27.225050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-16T20:28:27.237685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-16T20:28:27.238103] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-16T20:28:27.238976] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-16T20:28:27.239028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:27.239060] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:27.239087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:27.239144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:27.294402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:27.295155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:27.295247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:27.295278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:27.414222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:27.414426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:27.414469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:27.414498] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:27.418699] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-12-16T20:28:27.419000] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-16T20:28:27.419133] [INFO ] [sig       ] OI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:27.564782] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OI.txt
[2025-12-16T20:28:27.564987] [INFO ] [sig       ] [2364/3585] Completed OI in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-16T20:28:27.565031] [INFO ] [sig       ] [2365/3585] Forecasting OIA...
[2025-12-16T20:28:27.565060] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-16T20:28:27.565092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-16T20:28:27.579251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-16T20:28:27.579842] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-16T20:28:27.580737] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-16T20:28:27.580791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:27.580825] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:27.580852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:27.580910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:27.639283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:27.640442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:27.640543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:27.640595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:27.762402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:27.762648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:27.762699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:27.762728] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:27.766729] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: DOWN (p=10.65%)
[2025-12-16T20:28:27.767088] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-16T20:28:27.767232] [INFO ] [sig       ] OIA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:27.911443] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OIA.txt
[2025-12-16T20:28:27.911615] [INFO ] [sig       ] [2365/3585] Completed OIA in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-16T20:28:27.911659] [INFO ] [sig       ] [2366/3585] Forecasting OII...
[2025-12-16T20:28:27.911689] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-16T20:28:27.911719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-16T20:28:27.924778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-16T20:28:27.925150] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-16T20:28:27.926124] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-16T20:28:27.926204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:27.926241] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:27.926268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:27.926327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:27.983197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:27.983929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:27.984022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:27.984084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:28.104060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:28.104304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:28.104348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:28.104429] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:28.108347] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: UP (p=68.78%)
[2025-12-16T20:28:28.108682] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-16T20:28:28.108820] [INFO ] [sig       ] OII: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:28.248888] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OII.txt
[2025-12-16T20:28:28.249047] [INFO ] [sig       ] [2366/3585] Completed OII in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-16T20:28:28.249088] [INFO ] [sig       ] [2367/3585] Forecasting OIS...
[2025-12-16T20:28:28.249117] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-16T20:28:28.249182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-16T20:28:28.261481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-16T20:28:28.261834] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-16T20:28:28.262691] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-16T20:28:28.262742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:28.262774] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:28.262799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:28.262856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:28.318867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:28.319717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:28.319835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:28.319872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:28.444982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:28.445232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:28.445284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:28.445312] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:28.449481] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: DOWN (p=22.12%)
[2025-12-16T20:28:28.449995] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-16T20:28:28.450128] [INFO ] [sig       ] OIS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:28.597028] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OIS.txt
[2025-12-16T20:28:28.597267] [INFO ] [sig       ] [2367/3585] Completed OIS in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-16T20:28:28.597314] [INFO ] [sig       ] [2368/3585] Forecasting OKE...
[2025-12-16T20:28:28.597347] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-16T20:28:28.597383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-16T20:28:28.611888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-16T20:28:28.612353] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-16T20:28:28.613257] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-16T20:28:28.613309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:28.613342] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:28.613369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:28.613427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:28.672780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:28.673996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:28.674097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:28.674164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:28.800312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:28.800540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:28.800602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:28.800634] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:28.804393] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-12-16T20:28:28.804717] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-16T20:28:28.804869] [INFO ] [sig       ] OKE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:28.950200] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OKE.txt
[2025-12-16T20:28:28.950423] [INFO ] [sig       ] [2368/3585] Completed OKE in 0.4s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-16T20:28:28.950470] [INFO ] [sig       ] [2369/3585] Forecasting OKTA...
[2025-12-16T20:28:28.950500] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-16T20:28:28.950531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-16T20:28:28.964844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-16T20:28:28.965414] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-16T20:28:28.966373] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-16T20:28:28.966432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:28.966466] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:28.966494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:28.966554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:29.025041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:29.026152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:29.026258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:29.026292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:29.151431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:29.151673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:29.151718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:29.151749] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:29.155680] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: DOWN (p=21.95%)
[2025-12-16T20:28:29.156030] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-16T20:28:29.156172] [INFO ] [sig       ] OKTA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:29.305258] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OKTA.txt
[2025-12-16T20:28:29.305426] [INFO ] [sig       ] [2369/3585] Completed OKTA in 0.4s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-16T20:28:29.305473] [INFO ] [sig       ] [2370/3585] Forecasting OKYO...
[2025-12-16T20:28:29.305505] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-16T20:28:29.305534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-16T20:28:29.317384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-16T20:28:29.317790] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-16T20:28:29.318545] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-16T20:28:29.318617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:29.318651] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:29.318678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:29.318757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:29.374164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:29.375057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:29.375143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:29.375177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:29.494866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:29.495021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:29.495071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:29.495111] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:29.498623] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: UP (p=94.40%)
[2025-12-16T20:28:29.498905] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-16T20:28:29.499036] [INFO ] [sig       ] OKYO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:29.638732] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OKYO.txt
[2025-12-16T20:28:29.638881] [INFO ] [sig       ] [2370/3585] Completed OKYO in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-16T20:28:29.638922] [INFO ] [sig       ] [2371/3585] Forecasting OLED...
[2025-12-16T20:28:29.638952] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-16T20:28:29.638982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-16T20:28:29.651045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-16T20:28:29.651408] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-16T20:28:29.652190] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-16T20:28:29.652242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:29.652274] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:29.652299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:29.652354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:29.709843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:29.710730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:29.710814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:29.710847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:29.832779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:29.832935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:29.832975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:29.833005] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:29.836403] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: UP (p=71.66%)
[2025-12-16T20:28:29.836701] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-16T20:28:29.836825] [INFO ] [sig       ] OLED: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:29.990207] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OLED.txt
[2025-12-16T20:28:29.990360] [INFO ] [sig       ] [2371/3585] Completed OLED in 0.4s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-16T20:28:29.990401] [INFO ] [sig       ] [2372/3585] Forecasting OLLI...
[2025-12-16T20:28:29.990430] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-16T20:28:29.990459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-16T20:28:30.001593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-16T20:28:30.001920] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-16T20:28:30.002701] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-16T20:28:30.002752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:30.002784] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:30.002811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:30.002866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:30.057955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:30.058783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:30.058864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:30.058896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:30.175319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:30.175471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:30.175510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:30.175539] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:30.178866] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-12-16T20:28:30.179133] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-16T20:28:30.179278] [INFO ] [sig       ] OLLI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:30.316120] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OLLI.txt
[2025-12-16T20:28:30.316265] [INFO ] [sig       ] [2372/3585] Completed OLLI in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-16T20:28:30.316333] [INFO ] [sig       ] [2373/3585] Forecasting OLMA...
[2025-12-16T20:28:30.316364] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-16T20:28:30.316395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-16T20:28:30.327419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-16T20:28:30.327768] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-16T20:28:30.328526] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-16T20:28:30.328593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:30.328627] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:30.328653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:30.328709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:30.385308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:30.386274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:30.386359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:30.386392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:30.514610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:30.514761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:30.514801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:30.514830] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:30.518166] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=95.90%)
[2025-12-16T20:28:30.518432] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-16T20:28:30.518553] [INFO ] [sig       ] OLMA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:30.656528] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OLMA.txt
[2025-12-16T20:28:30.656676] [INFO ] [sig       ] [2373/3585] Completed OLMA in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-16T20:28:30.656717] [INFO ] [sig       ] [2374/3585] Forecasting OLN...
[2025-12-16T20:28:30.656746] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-16T20:28:30.656780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-16T20:28:30.668112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-16T20:28:30.668406] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-16T20:28:30.669195] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-16T20:28:30.669248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:30.669279] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:30.669305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:30.669360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:30.725888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:30.726483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:30.726560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:30.726610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:30.844692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:30.844821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:30.844856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:30.844884] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:30.848066] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=90.18%)
[2025-12-16T20:28:30.848329] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-16T20:28:30.848448] [INFO ] [sig       ] OLN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:30.985199] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OLN.txt
[2025-12-16T20:28:30.985359] [INFO ] [sig       ] [2374/3585] Completed OLN in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-16T20:28:30.985406] [INFO ] [sig       ] [2375/3585] Forecasting OLP...
[2025-12-16T20:28:30.985440] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-16T20:28:30.985477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-16T20:28:30.997816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-16T20:28:30.998197] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-16T20:28:30.998978] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-16T20:28:30.999029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:30.999060] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:30.999087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:30.999143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:31.055432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:31.056325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:31.056409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:31.056442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:31.174293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:31.174441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:31.174478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:31.174506] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:31.177802] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=44.39%)
[2025-12-16T20:28:31.178066] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-16T20:28:31.178189] [INFO ] [sig       ] OLP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:31.333098] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OLP.txt
[2025-12-16T20:28:31.333257] [INFO ] [sig       ] [2375/3585] Completed OLP in 0.3s | 2.94 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-16T20:28:31.333298] [INFO ] [sig       ] [2376/3585] Forecasting OLPX...
[2025-12-16T20:28:31.333327] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-16T20:28:31.333356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-16T20:28:31.344964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-16T20:28:31.345273] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-16T20:28:31.346034] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-16T20:28:31.346085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:31.346116] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:31.346170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:31.346228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:31.402073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:31.402843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:31.402922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:31.402954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:31.525435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:31.525619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:31.525659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:31.525687] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:31.528941] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-12-16T20:28:31.529229] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-16T20:28:31.529350] [INFO ] [sig       ] OLPX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:31.666167] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OLPX.txt
[2025-12-16T20:28:31.666273] [INFO ] [sig       ] [2376/3585] Completed OLPX in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-16T20:28:31.666310] [INFO ] [sig       ] [2377/3585] Forecasting OM...
[2025-12-16T20:28:31.666338] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-16T20:28:31.666367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-16T20:28:31.677909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-16T20:28:31.678192] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-16T20:28:31.679050] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-16T20:28:31.679103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:31.679136] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:31.679191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:31.679254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:31.737375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:31.737977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:31.738056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:31.738089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:31.857684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:31.857788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:31.857824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:31.857852] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:31.860987] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: DOWN (p=30.10%)
[2025-12-16T20:28:31.861259] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-16T20:28:31.861377] [INFO ] [sig       ] OM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:32.001020] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OM.txt
[2025-12-16T20:28:32.001130] [INFO ] [sig       ] [2377/3585] Completed OM in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-16T20:28:32.001169] [INFO ] [sig       ] [2378/3585] Forecasting OMAB...
[2025-12-16T20:28:32.001197] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-16T20:28:32.001227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-16T20:28:32.012645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-16T20:28:32.012929] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-16T20:28:32.013751] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-16T20:28:32.013803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:32.013835] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:32.013863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:32.013921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:32.072419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:32.073047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:32.073123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:32.073155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:32.190175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:32.190291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:32.190329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:32.190357] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:32.193639] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2025-12-16T20:28:32.193906] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-16T20:28:32.194027] [INFO ] [sig       ] OMAB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:32.329466] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OMAB.txt
[2025-12-16T20:28:32.329587] [INFO ] [sig       ] [2378/3585] Completed OMAB in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-16T20:28:32.329627] [INFO ] [sig       ] [2379/3585] Forecasting OMC...
[2025-12-16T20:28:32.329656] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-16T20:28:32.329686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-16T20:28:32.340371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-16T20:28:32.340683] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-16T20:28:32.341471] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-16T20:28:32.341524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:32.341555] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:32.341617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:32.341688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:32.399065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:32.399707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:32.399787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:32.399819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:32.516712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:32.516821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:32.516857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:32.516884] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:32.521327] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: UP (p=78.75%)
[2025-12-16T20:28:32.521675] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-16T20:28:32.521806] [INFO ] [sig       ] OMC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:32.660916] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OMC.txt
[2025-12-16T20:28:32.661017] [INFO ] [sig       ] [2379/3585] Completed OMC in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-16T20:28:32.661053] [INFO ] [sig       ] [2380/3585] Forecasting OMCL...
[2025-12-16T20:28:32.661082] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-16T20:28:32.661112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-16T20:28:32.672384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-16T20:28:32.672704] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-16T20:28:32.673492] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-16T20:28:32.673544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:32.673599] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:32.673634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:32.673693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:32.732424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:32.733037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:32.733116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:32.733148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:32.853111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:32.853205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:32.853240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:32.853267] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:32.856340] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=17.61%)
[2025-12-16T20:28:32.856612] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-16T20:28:32.856737] [INFO ] [sig       ] OMCL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:32.997528] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OMCL.txt
[2025-12-16T20:28:32.997654] [INFO ] [sig       ] [2380/3585] Completed OMCL in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-16T20:28:32.997694] [INFO ] [sig       ] [2381/3585] Forecasting OMEX...
[2025-12-16T20:28:32.997723] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-16T20:28:32.997752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-16T20:28:33.009417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-16T20:28:33.009719] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-16T20:28:33.010494] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-16T20:28:33.010547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:33.010605] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:33.010635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:33.010694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:33.067543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:33.068129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:33.068208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:33.068240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:33.185609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:33.185755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:33.185792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:33.185820] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:33.189068] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=10.72%)
[2025-12-16T20:28:33.189370] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-16T20:28:33.189500] [INFO ] [sig       ] OMEX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:33.327721] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OMEX.txt
[2025-12-16T20:28:33.327848] [INFO ] [sig       ] [2381/3585] Completed OMEX in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-16T20:28:33.327886] [INFO ] [sig       ] [2382/3585] Forecasting OMF...
[2025-12-16T20:28:33.327915] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-16T20:28:33.327944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-16T20:28:33.339541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-16T20:28:33.339864] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-16T20:28:33.340722] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-16T20:28:33.340775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:33.340806] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:33.340833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:33.340891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:33.397734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:33.398442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:33.398535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:33.398598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:33.517648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:33.517802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:33.517840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:33.517868] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:33.521208] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: UP (p=52.88%)
[2025-12-16T20:28:33.521486] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-16T20:28:33.521663] [INFO ] [sig       ] OMF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:33.658555] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OMF.txt
[2025-12-16T20:28:33.658692] [INFO ] [sig       ] [2382/3585] Completed OMF in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-16T20:28:33.658731] [INFO ] [sig       ] [2383/3585] Forecasting OMI...
[2025-12-16T20:28:33.658760] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-16T20:28:33.658789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-16T20:28:33.671228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-16T20:28:33.671517] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-16T20:28:33.672365] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-16T20:28:33.672416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:33.672460] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:33.672489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:33.672546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:33.729838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:33.730425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:33.730504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:33.730534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:33.847880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:33.847971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:33.848005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:33.848032] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:33.851035] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: UP (p=91.45%)
[2025-12-16T20:28:33.851289] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-16T20:28:33.851407] [INFO ] [sig       ] OMI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:33.988649] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OMI.txt
[2025-12-16T20:28:33.988754] [INFO ] [sig       ] [2383/3585] Completed OMI in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-16T20:28:33.988792] [INFO ] [sig       ] [2384/3585] Forecasting ON...
[2025-12-16T20:28:33.988821] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-16T20:28:33.988850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-16T20:28:34.001149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-16T20:28:34.001426] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-16T20:28:34.002241] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-16T20:28:34.002294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:34.002326] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:34.002354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:34.002412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:34.058651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:34.059232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:34.059309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:34.059341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:34.183436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:34.183544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:34.183597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:34.183626] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:34.186720] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=48.12%)
[2025-12-16T20:28:34.186975] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-16T20:28:34.187093] [INFO ] [sig       ] ON: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:34.325246] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ON.txt
[2025-12-16T20:28:34.325349] [INFO ] [sig       ] [2384/3585] Completed ON in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-16T20:28:34.325387] [INFO ] [sig       ] [2385/3585] Forecasting ONB...
[2025-12-16T20:28:34.325416] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-16T20:28:34.325444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-16T20:28:34.337426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-16T20:28:34.337766] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-16T20:28:34.338520] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-16T20:28:34.338593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:34.338633] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:34.338661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:34.338720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:34.394694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:34.395282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:34.395362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:34.395393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:34.513598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:34.513686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:34.513720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:34.513747] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:34.516745] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=38.91%)
[2025-12-16T20:28:34.516997] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-16T20:28:34.517115] [INFO ] [sig       ] ONB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:34.653038] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ONB.txt
[2025-12-16T20:28:34.653142] [INFO ] [sig       ] [2385/3585] Completed ONB in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-16T20:28:34.653179] [INFO ] [sig       ] [2386/3585] Forecasting ONCO...
[2025-12-16T20:28:34.653208] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-16T20:28:34.653237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-16T20:28:34.664894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-16T20:28:34.665176] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-16T20:28:34.665988] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-16T20:28:34.666042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:34.666075] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:34.666104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:34.666161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:34.723085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:34.723684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:34.723764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:34.723825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:34.844106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:34.844206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:34.844241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:34.844269] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:34.847311] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2025-12-16T20:28:34.847566] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-16T20:28:34.847703] [INFO ] [sig       ] ONCO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:34.987001] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ONCO.txt
[2025-12-16T20:28:34.987107] [INFO ] [sig       ] [2386/3585] Completed ONCO in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-16T20:28:34.987150] [INFO ] [sig       ] [2387/3585] Forecasting ONDS...
[2025-12-16T20:28:34.987181] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-16T20:28:34.987211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-16T20:28:34.998859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-16T20:28:34.999132] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-16T20:28:34.999978] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-16T20:28:35.000030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:35.000063] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:35.000090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:35.000147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:35.057880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:35.058457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:35.058538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:35.058587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:35.175253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:35.175346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:35.175381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:35.175407] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:35.178430] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-12-16T20:28:35.178703] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-16T20:28:35.178821] [INFO ] [sig       ] ONDS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:35.317267] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ONDS.txt
[2025-12-16T20:28:35.317373] [INFO ] [sig       ] [2387/3585] Completed ONDS in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-16T20:28:35.317409] [INFO ] [sig       ] [2388/3585] Forecasting ONEQ...
[2025-12-16T20:28:35.317438] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-16T20:28:35.317466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-16T20:28:35.328934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-16T20:28:35.329234] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-16T20:28:35.330064] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-16T20:28:35.330117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:35.330149] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:35.330176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:35.330234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:35.385258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:35.385857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:35.385933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:35.385964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:35.503436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:35.503526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:35.503564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:35.503633] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:35.506793] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: DOWN (p=32.48%)
[2025-12-16T20:28:35.507057] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-16T20:28:35.507197] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:35.645808] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ONEQ.txt
[2025-12-16T20:28:35.645911] [INFO ] [sig       ] [2388/3585] Completed ONEQ in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-16T20:28:35.645947] [INFO ] [sig       ] [2389/3585] Forecasting ONL...
[2025-12-16T20:28:35.645975] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-16T20:28:35.646005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-16T20:28:35.657611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-16T20:28:35.657902] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-16T20:28:35.658753] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-16T20:28:35.658990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:35.659023] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:35.659052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:35.659110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:35.718652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:35.719440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:35.719518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:35.719548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:35.842025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:35.842117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:35.842152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:35.842178] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:35.845359] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=43.27%)
[2025-12-16T20:28:35.845634] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-16T20:28:35.845945] [INFO ] [sig       ] ONL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:35.983452] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ONL.txt
[2025-12-16T20:28:35.983595] [INFO ] [sig       ] [2389/3585] Completed ONL in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-16T20:28:35.983642] [INFO ] [sig       ] [2390/3585] Forecasting ONON...
[2025-12-16T20:28:35.983676] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-16T20:28:35.983705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-16T20:28:35.995650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-16T20:28:35.995933] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-16T20:28:35.996778] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-16T20:28:35.996832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:35.996866] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:35.996893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:35.996951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:36.052958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:36.053533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:36.053628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:36.053662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:36.175274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:36.175362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:36.175397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:36.175441] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:36.178493] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: UP (p=69.26%)
[2025-12-16T20:28:36.178763] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-16T20:28:36.178881] [INFO ] [sig       ] ONON: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:36.317298] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ONON.txt
[2025-12-16T20:28:36.317402] [INFO ] [sig       ] [2390/3585] Completed ONON in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-16T20:28:36.317438] [INFO ] [sig       ] [2391/3585] Forecasting ONTF...
[2025-12-16T20:28:36.317466] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-16T20:28:36.317497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-16T20:28:36.328722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-16T20:28:36.328981] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-16T20:28:36.329767] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-16T20:28:36.329818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:36.329849] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:36.329875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:36.329930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:36.385370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:36.385958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:36.386035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:36.386066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:36.506255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:36.506341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:36.506378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:36.506405] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:36.509447] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: UP (p=86.83%)
[2025-12-16T20:28:36.509721] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-16T20:28:36.509840] [INFO ] [sig       ] ONTF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:36.646299] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ONTF.txt
[2025-12-16T20:28:36.646403] [INFO ] [sig       ] [2391/3585] Completed ONTF in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-16T20:28:36.646440] [INFO ] [sig       ] [2392/3585] Forecasting ONTO...
[2025-12-16T20:28:36.646469] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-16T20:28:36.646497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-16T20:28:36.657747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-16T20:28:36.658008] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-16T20:28:36.658760] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-16T20:28:36.658811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:36.658844] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:36.658871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:36.658927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:36.713441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:36.714021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:36.714108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:36.714140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:36.833688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:36.833775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:36.833811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:36.833839] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:36.836828] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: UP (p=96.72%)
[2025-12-16T20:28:36.837081] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-16T20:28:36.837196] [INFO ] [sig       ] ONTO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:36.972474] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ONTO.txt
[2025-12-16T20:28:36.972615] [INFO ] [sig       ] [2392/3585] Completed ONTO in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-16T20:28:36.972663] [INFO ] [sig       ] [2393/3585] Forecasting OOMA...
[2025-12-16T20:28:36.972698] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-16T20:28:36.972734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-16T20:28:36.984886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-16T20:28:36.985137] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-16T20:28:36.985883] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-16T20:28:36.985933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:36.985989] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:36.986017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:36.986073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:37.043485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:37.044072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:37.044149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:37.044180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:37.161819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:37.161905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:37.161940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:37.161966] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:37.164985] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=21.25%)
[2025-12-16T20:28:37.165236] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-16T20:28:37.165353] [INFO ] [sig       ] OOMA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:37.301660] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OOMA.txt
[2025-12-16T20:28:37.301764] [INFO ] [sig       ] [2393/3585] Completed OOMA in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-16T20:28:37.301802] [INFO ] [sig       ] [2394/3585] Forecasting OPAD...
[2025-12-16T20:28:37.301831] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-16T20:28:37.301860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-16T20:28:37.313791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-16T20:28:37.314050] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-16T20:28:37.314843] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-16T20:28:37.314894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:37.314936] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:37.314964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:37.315018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:37.370700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:37.371286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:37.371361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:37.371392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:37.488869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:37.488962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:37.488997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:37.489025] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:37.492012] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: UP (p=83.02%)
[2025-12-16T20:28:37.492265] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-16T20:28:37.492381] [INFO ] [sig       ] OPAD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:37.627986] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OPAD.txt
[2025-12-16T20:28:37.628090] [INFO ] [sig       ] [2394/3585] Completed OPAD in 0.3s | 2.94 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-16T20:28:37.628128] [INFO ] [sig       ] [2395/3585] Forecasting OPAL...
[2025-12-16T20:28:37.628157] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-16T20:28:37.628186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-16T20:28:37.639213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-16T20:28:37.639469] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-16T20:28:37.640212] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-16T20:28:37.640263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:37.640295] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:37.640321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:37.640377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:37.695386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:37.695986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:37.696062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:37.696092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:37.815947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:37.816035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:37.816069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:37.816096] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:37.819170] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: UP (p=81.12%)
[2025-12-16T20:28:37.819422] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-16T20:28:37.819539] [INFO ] [sig       ] OPAL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:37.955503] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OPAL.txt
[2025-12-16T20:28:37.955620] [INFO ] [sig       ] [2395/3585] Completed OPAL in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-16T20:28:37.955659] [INFO ] [sig       ] [2396/3585] Forecasting OPBK...
[2025-12-16T20:28:37.955688] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-16T20:28:37.955718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-16T20:28:37.966895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-16T20:28:37.967178] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-16T20:28:37.967943] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-16T20:28:37.967995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:37.968027] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:37.968053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:37.968108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:38.022631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:38.023204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:38.023282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:38.023313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:38.141094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:38.141184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:38.141219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:38.141276] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:38.144341] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=38.51%)
[2025-12-16T20:28:38.144630] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-16T20:28:38.144750] [INFO ] [sig       ] OPBK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:38.282904] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OPBK.txt
[2025-12-16T20:28:38.283013] [INFO ] [sig       ] [2396/3585] Completed OPBK in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-16T20:28:38.283051] [INFO ] [sig       ] [2397/3585] Forecasting OPCH...
[2025-12-16T20:28:38.283080] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-16T20:28:38.283109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-16T20:28:38.294909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-16T20:28:38.295176] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-16T20:28:38.295957] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-16T20:28:38.296009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:38.296040] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:38.296065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:38.296119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:38.351797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:38.352356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:38.352432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:38.352462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:38.472841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:38.472940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:38.472974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:38.473002] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:38.476053] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: UP (p=62.96%)
[2025-12-16T20:28:38.476305] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-16T20:28:38.476422] [INFO ] [sig       ] OPCH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:38.615658] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OPCH.txt
[2025-12-16T20:28:38.615767] [INFO ] [sig       ] [2397/3585] Completed OPCH in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-16T20:28:38.615804] [INFO ] [sig       ] [2398/3585] Forecasting OPEN...
[2025-12-16T20:28:38.615839] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-16T20:28:38.615869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-16T20:28:38.627005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-16T20:28:38.627268] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-16T20:28:38.628048] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-16T20:28:38.628099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:38.628130] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:38.628156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:38.628213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:38.683606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:38.684166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:38.684243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:38.684274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:38.804796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:38.804965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:38.805007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:38.805035] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:38.808453] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: UP (p=94.72%)
[2025-12-16T20:28:38.808753] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-16T20:28:38.808881] [INFO ] [sig       ] OPEN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:38.946311] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OPEN.txt
[2025-12-16T20:28:38.946456] [INFO ] [sig       ] [2398/3585] Completed OPEN in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-16T20:28:38.946495] [INFO ] [sig       ] [2399/3585] Forecasting OPFI...
[2025-12-16T20:28:38.946524] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-16T20:28:38.946555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-16T20:28:38.959124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-16T20:28:38.959481] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-16T20:28:38.960284] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-16T20:28:38.960336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:38.960367] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:38.960393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:38.960449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:39.016668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:39.017652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:39.017758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:39.017796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:39.150034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:39.150213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:39.150254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:39.150283] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:39.153810] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=72.70%)
[2025-12-16T20:28:39.154115] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-16T20:28:39.154247] [INFO ] [sig       ] OPFI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:39.295601] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OPFI.txt
[2025-12-16T20:28:39.295800] [INFO ] [sig       ] [2399/3585] Completed OPFI in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-16T20:28:39.295856] [INFO ] [sig       ] [2400/3585] Forecasting OPK...
[2025-12-16T20:28:39.295900] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-16T20:28:39.295943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-16T20:28:39.308154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-16T20:28:39.308480] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-16T20:28:39.309291] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-16T20:28:39.309344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:39.309377] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:39.309405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:39.309462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:39.366626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:39.367364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:39.367445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:39.367479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:39.486518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:39.486725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:39.486787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:39.486827] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:39.491265] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: UP (p=95.63%)
[2025-12-16T20:28:39.491745] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-16T20:28:39.491924] [INFO ] [sig       ] OPK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:39.640221] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OPK.txt
[2025-12-16T20:28:39.640365] [INFO ] [sig       ] [2400/3585] Completed OPK in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-16T20:28:39.640406] [INFO ] [sig       ] [2401/3585] Forecasting OPP...
[2025-12-16T20:28:39.640438] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-16T20:28:39.640467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-16T20:28:39.652402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-16T20:28:39.652741] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-16T20:28:39.653607] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-16T20:28:39.653660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:39.653715] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:39.653742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:39.653798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:39.711564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:39.712322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:39.712403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:39.712435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:39.842012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:39.842181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:39.842239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:39.842303] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:39.846361] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: DOWN (p=45.77%)
[2025-12-16T20:28:39.846689] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-16T20:28:39.846837] [INFO ] [sig       ] OPP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:40.017280] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OPP.txt
[2025-12-16T20:28:40.017438] [INFO ] [sig       ] [2401/3585] Completed OPP in 0.4s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-16T20:28:40.017481] [INFO ] [sig       ] [2402/3585] Forecasting OPRA...
[2025-12-16T20:28:40.017514] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-16T20:28:40.017546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-16T20:28:40.030034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-16T20:28:40.030411] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-16T20:28:40.031225] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-16T20:28:40.031278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:40.031311] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:40.031338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:40.031393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:40.090092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:40.091017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:40.091104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:40.091137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:40.211482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:40.211678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:40.211732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:40.211766] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:40.215157] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: DOWN (p=8.13%)
[2025-12-16T20:28:40.215428] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-16T20:28:40.215551] [INFO ] [sig       ] OPRA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:40.352100] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OPRA.txt
[2025-12-16T20:28:40.352232] [INFO ] [sig       ] [2402/3585] Completed OPRA in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-16T20:28:40.352271] [INFO ] [sig       ] [2403/3585] Forecasting OPRX...
[2025-12-16T20:28:40.352301] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-16T20:28:40.352330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-16T20:28:40.363881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-16T20:28:40.364166] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-16T20:28:40.364960] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-16T20:28:40.365012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:40.365044] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:40.365071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:40.365127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:40.421773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:40.422380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:40.422503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:40.422566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:40.548104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:40.548255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:40.548297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:40.548326] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:40.551780] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2025-12-16T20:28:40.552044] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-16T20:28:40.552165] [INFO ] [sig       ] OPRX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:40.691617] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OPRX.txt
[2025-12-16T20:28:40.691776] [INFO ] [sig       ] [2403/3585] Completed OPRX in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-16T20:28:40.691821] [INFO ] [sig       ] [2404/3585] Forecasting OPTX...
[2025-12-16T20:28:40.691853] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-16T20:28:40.691887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-16T20:28:40.703706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-16T20:28:40.703987] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-16T20:28:40.704763] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-16T20:28:40.704814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:40.704846] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:40.704872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:40.704927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:40.761293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:40.761919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:40.761996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:40.762028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:40.884044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:40.884187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:40.884226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:40.884253] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:40.887544] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: DOWN (p=23.42%)
[2025-12-16T20:28:40.887827] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-16T20:28:40.887948] [INFO ] [sig       ] OPTX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:41.023095] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OPTX.txt
[2025-12-16T20:28:41.023219] [INFO ] [sig       ] [2404/3585] Completed OPTX in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-16T20:28:41.023258] [INFO ] [sig       ] [2405/3585] Forecasting OPXS...
[2025-12-16T20:28:41.023288] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-16T20:28:41.023317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-16T20:28:41.034486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-16T20:28:41.034831] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-16T20:28:41.035568] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-16T20:28:41.035637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:41.035669] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:41.035700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:41.035767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:41.090441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:41.091028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:41.091104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:41.091136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:41.206788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:41.206914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:41.206951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:41.206980] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:41.210222] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-16T20:28:41.210481] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-16T20:28:41.210618] [INFO ] [sig       ] OPXS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:41.348824] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OPXS.txt
[2025-12-16T20:28:41.348937] [INFO ] [sig       ] [2405/3585] Completed OPXS in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-16T20:28:41.348974] [INFO ] [sig       ] [2406/3585] Forecasting ORA...
[2025-12-16T20:28:41.349003] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-16T20:28:41.349033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-16T20:28:41.360057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-16T20:28:41.360319] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-16T20:28:41.361103] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-16T20:28:41.361154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:41.361187] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:41.361213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:41.361269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:41.416374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:41.416977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:41.417052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:41.417084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:41.535841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:41.535953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:41.535989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:41.536018] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:41.539144] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=9.32%)
[2025-12-16T20:28:41.539436] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-16T20:28:41.539556] [INFO ] [sig       ] ORA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:41.690826] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ORA.txt
[2025-12-16T20:28:41.691016] [INFO ] [sig       ] [2406/3585] Completed ORA in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-16T20:28:41.691073] [INFO ] [sig       ] [2407/3585] Forecasting ORC...
[2025-12-16T20:28:41.691115] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-16T20:28:41.691156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-16T20:28:41.702335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-16T20:28:41.702635] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-16T20:28:41.703386] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-16T20:28:41.703449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:41.703484] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:41.703512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:41.703570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:41.759679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:41.760278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:41.760355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:41.760388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:41.879332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:41.879472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:41.879512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:41.879543] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:41.882896] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: DOWN (p=6.65%)
[2025-12-16T20:28:41.883166] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-16T20:28:41.883288] [INFO ] [sig       ] ORC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:42.019590] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ORC.txt
[2025-12-16T20:28:42.019699] [INFO ] [sig       ] [2407/3585] Completed ORC in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-16T20:28:42.019737] [INFO ] [sig       ] [2408/3585] Forecasting ORGO...
[2025-12-16T20:28:42.019766] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-16T20:28:42.019800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-16T20:28:42.030986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-16T20:28:42.031273] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-16T20:28:42.032074] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-16T20:28:42.032126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:42.032159] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:42.032187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:42.032243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:42.089082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:42.089693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:42.089782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:42.089822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:42.204502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:42.204619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:42.204656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:42.204685] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:42.207795] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-12-16T20:28:42.208056] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-16T20:28:42.208174] [INFO ] [sig       ] ORGO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:42.343530] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ORGO.txt
[2025-12-16T20:28:42.343657] [INFO ] [sig       ] [2408/3585] Completed ORGO in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-16T20:28:42.343696] [INFO ] [sig       ] [2409/3585] Forecasting ORIC...
[2025-12-16T20:28:42.343724] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-16T20:28:42.343753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-16T20:28:42.355042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-16T20:28:42.355330] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-16T20:28:42.356146] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-16T20:28:42.356199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:42.356232] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:42.356259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:42.356316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:42.412793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:42.413374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:42.413454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:42.413486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:42.535562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:42.535743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:42.535782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:42.535811] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:42.539364] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=43.77%)
[2025-12-16T20:28:42.539730] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-16T20:28:42.539877] [INFO ] [sig       ] ORIC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:42.683452] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ORIC.txt
[2025-12-16T20:28:42.683626] [INFO ] [sig       ] [2409/3585] Completed ORIC in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-16T20:28:42.683667] [INFO ] [sig       ] [2410/3585] Forecasting ORKA...
[2025-12-16T20:28:42.683698] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-16T20:28:42.683728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-16T20:28:42.698598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-16T20:28:42.698934] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-16T20:28:42.699771] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-16T20:28:42.699830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:42.699898] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:42.699938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:42.700019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:42.757360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:42.758221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:42.758304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:42.758338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:42.881230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:42.881377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:42.881418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:42.881447] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:42.884908] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: DOWN (p=9.21%)
[2025-12-16T20:28:42.885179] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-16T20:28:42.885296] [INFO ] [sig       ] ORKA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:43.022301] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ORKA.txt
[2025-12-16T20:28:43.022412] [INFO ] [sig       ] [2410/3585] Completed ORKA in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-16T20:28:43.022450] [INFO ] [sig       ] [2411/3585] Forecasting ORLY...
[2025-12-16T20:28:43.022478] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-16T20:28:43.022507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-16T20:28:43.033531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-16T20:28:43.033813] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-16T20:28:43.034558] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-16T20:28:43.034627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:43.034661] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:43.034688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:43.034745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:43.091397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:43.092006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:43.092087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:43.092120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:43.209526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:43.209637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:43.209674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:43.209703] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:43.212758] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-12-16T20:28:43.213015] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-16T20:28:43.213133] [INFO ] [sig       ] ORLY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:43.349337] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ORLY.txt
[2025-12-16T20:28:43.349441] [INFO ] [sig       ] [2411/3585] Completed ORLY in 0.3s | 2.94 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-16T20:28:43.349479] [INFO ] [sig       ] [2412/3585] Forecasting ORMP...
[2025-12-16T20:28:43.349508] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-16T20:28:43.349538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-16T20:28:43.360883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-16T20:28:43.361135] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-16T20:28:43.361894] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-16T20:28:43.361944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:43.361977] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:43.362004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:43.362060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:43.417734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:43.418305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:43.418380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:43.418412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:43.534326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:43.534414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:43.534448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:43.534475] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:43.537515] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: UP (p=60.42%)
[2025-12-16T20:28:43.537783] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-16T20:28:43.537899] [INFO ] [sig       ] ORMP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:43.676015] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ORMP.txt
[2025-12-16T20:28:43.676124] [INFO ] [sig       ] [2412/3585] Completed ORMP in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-16T20:28:43.676162] [INFO ] [sig       ] [2413/3585] Forecasting ORN...
[2025-12-16T20:28:43.676191] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-16T20:28:43.676221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-16T20:28:43.687128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-16T20:28:43.687390] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-16T20:28:43.688142] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-16T20:28:43.688192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:43.688224] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:43.688250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:43.688305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:43.745024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:43.745685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:43.745763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:43.745795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:43.868740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:43.868885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:43.868925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:43.868983] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:43.872398] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=70.25%)
[2025-12-16T20:28:43.872697] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-16T20:28:43.872824] [INFO ] [sig       ] ORN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:44.010925] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ORN.txt
[2025-12-16T20:28:44.011063] [INFO ] [sig       ] [2413/3585] Completed ORN in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-16T20:28:44.011112] [INFO ] [sig       ] [2414/3585] Forecasting ORRF...
[2025-12-16T20:28:44.011153] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-16T20:28:44.011195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-16T20:28:44.022654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-16T20:28:44.022970] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-16T20:28:44.023736] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-16T20:28:44.023791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:44.023824] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:44.023850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:44.023905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:44.084380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:44.085358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:44.085453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:44.085487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:44.210479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:44.210675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:44.210726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:44.210762] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:44.214269] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=2.45%)
[2025-12-16T20:28:44.214594] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-16T20:28:44.214734] [INFO ] [sig       ] ORRF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:44.353614] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ORRF.txt
[2025-12-16T20:28:44.353776] [INFO ] [sig       ] [2414/3585] Completed ORRF in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-16T20:28:44.353815] [INFO ] [sig       ] [2415/3585] Forecasting OS...
[2025-12-16T20:28:44.353846] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-16T20:28:44.353876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-16T20:28:44.365244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-16T20:28:44.365633] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-16T20:28:44.366395] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-16T20:28:44.366446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:44.366477] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:44.366503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:44.366559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:44.423795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:44.424636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:44.424727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:44.424767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:44.552717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:44.552875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:44.552918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:44.552948] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:44.556605] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: UP (p=56.28%)
[2025-12-16T20:28:44.556957] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-16T20:28:44.557097] [INFO ] [sig       ] OS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:44.702739] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OS.txt
[2025-12-16T20:28:44.702877] [INFO ] [sig       ] [2415/3585] Completed OS in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-16T20:28:44.702915] [INFO ] [sig       ] [2416/3585] Forecasting OSBC...
[2025-12-16T20:28:44.702945] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-16T20:28:44.702975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-16T20:28:44.715086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-16T20:28:44.715364] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-16T20:28:44.716145] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-16T20:28:44.716196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:44.716227] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:44.716254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:44.716309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:44.772890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:44.773550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:44.773649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:44.773684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:44.890405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:44.890553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:44.890617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:44.890648] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:44.894110] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: UP (p=98.96%)
[2025-12-16T20:28:44.894381] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-16T20:28:44.894509] [INFO ] [sig       ] OSBC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:45.035311] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OSBC.txt
[2025-12-16T20:28:45.035444] [INFO ] [sig       ] [2416/3585] Completed OSBC in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-16T20:28:45.035483] [INFO ] [sig       ] [2417/3585] Forecasting OSIS...
[2025-12-16T20:28:45.035512] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-16T20:28:45.035542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-16T20:28:45.046799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-16T20:28:45.047104] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-16T20:28:45.047875] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-16T20:28:45.047926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:45.047958] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:45.047985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:45.048039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:45.104505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:45.105381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:45.105466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:45.105499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:45.233912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:45.234077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:45.234127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:45.234163] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:45.238486] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=5.39%)
[2025-12-16T20:28:45.238833] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-16T20:28:45.238983] [INFO ] [sig       ] OSIS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:45.391985] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OSIS.txt
[2025-12-16T20:28:45.392158] [INFO ] [sig       ] [2417/3585] Completed OSIS in 0.4s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-16T20:28:45.392200] [INFO ] [sig       ] [2418/3585] Forecasting OSPN...
[2025-12-16T20:28:45.392232] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-16T20:28:45.392263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-16T20:28:45.408386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-16T20:28:45.408866] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-16T20:28:45.409993] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-16T20:28:45.410073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:45.410117] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:45.410155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:45.410234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:45.480857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:45.481750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:45.481833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:45.481866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:45.601531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:45.601696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:45.601735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:45.601765] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:45.605083] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: UP (p=89.40%)
[2025-12-16T20:28:45.605351] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-16T20:28:45.605473] [INFO ] [sig       ] OSPN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:45.742274] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OSPN.txt
[2025-12-16T20:28:45.742406] [INFO ] [sig       ] [2418/3585] Completed OSPN in 0.4s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-16T20:28:45.742445] [INFO ] [sig       ] [2419/3585] Forecasting OSS...
[2025-12-16T20:28:45.742473] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-16T20:28:45.742503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-16T20:28:45.753880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-16T20:28:45.754175] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-16T20:28:45.754970] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-16T20:28:45.755021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:45.755053] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:45.755080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:45.755135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:45.810666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:45.811368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:45.811445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:45.811478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:45.926065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:45.926205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:45.926243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:45.926271] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:45.929597] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2025-12-16T20:28:45.929868] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-16T20:28:45.929987] [INFO ] [sig       ] OSS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:46.066216] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OSS.txt
[2025-12-16T20:28:46.066345] [INFO ] [sig       ] [2419/3585] Completed OSS in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-16T20:28:46.066383] [INFO ] [sig       ] [2420/3585] Forecasting OTEX...
[2025-12-16T20:28:46.066413] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-16T20:28:46.066443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-16T20:28:46.077882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-16T20:28:46.078164] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-16T20:28:46.078915] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-16T20:28:46.078967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:46.078997] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:46.079024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:46.079079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:46.134943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:46.135602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:46.135705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:46.135738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:46.257191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:46.257342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:46.257380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:46.257409] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:46.260709] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=89.52%)
[2025-12-16T20:28:46.260974] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-16T20:28:46.261101] [INFO ] [sig       ] OTEX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:46.397298] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OTEX.txt
[2025-12-16T20:28:46.397442] [INFO ] [sig       ] [2420/3585] Completed OTEX in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-16T20:28:46.397482] [INFO ] [sig       ] [2421/3585] Forecasting OTIS...
[2025-12-16T20:28:46.397512] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-16T20:28:46.397542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-16T20:28:46.412496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-16T20:28:46.412975] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-16T20:28:46.414033] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-16T20:28:46.414100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:46.414147] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:46.414193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:46.414279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:46.486652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:46.487496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:46.487605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:46.487644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:46.606500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:46.606669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:46.606709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:46.606738] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:46.610010] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: DOWN (p=15.74%)
[2025-12-16T20:28:46.610277] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-16T20:28:46.610398] [INFO ] [sig       ] OTIS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:46.747641] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OTIS.txt
[2025-12-16T20:28:46.747768] [INFO ] [sig       ] [2421/3585] Completed OTIS in 0.4s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-16T20:28:46.747813] [INFO ] [sig       ] [2422/3585] Forecasting OTLY...
[2025-12-16T20:28:46.747845] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-16T20:28:46.747875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-16T20:28:46.759256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-16T20:28:46.759533] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-16T20:28:46.760287] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-16T20:28:46.760338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:46.760370] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:46.760397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:46.760457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:46.816290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:46.816977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:46.817061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:46.817096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:46.938113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:46.938302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:46.938342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:46.938371] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:46.941701] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2025-12-16T20:28:46.941961] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-16T20:28:46.942080] [INFO ] [sig       ] OTLY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:47.080484] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OTLY.txt
[2025-12-16T20:28:47.080637] [INFO ] [sig       ] [2422/3585] Completed OTLY in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-16T20:28:47.080679] [INFO ] [sig       ] [2423/3585] Forecasting OVID...
[2025-12-16T20:28:47.080712] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-16T20:28:47.080743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-16T20:28:47.092601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-16T20:28:47.092895] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-16T20:28:47.093648] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-16T20:28:47.093699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:47.093731] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:47.093758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:47.093816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:47.152004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:47.152770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:47.152852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:47.152887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:47.272609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:47.272756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:47.272797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:47.272828] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:47.276407] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-16T20:28:47.276727] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-16T20:28:47.276885] [INFO ] [sig       ] OVID: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:47.419463] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OVID.txt
[2025-12-16T20:28:47.419638] [INFO ] [sig       ] [2423/3585] Completed OVID in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-16T20:28:47.419681] [INFO ] [sig       ] [2424/3585] Forecasting OVLY...
[2025-12-16T20:28:47.419712] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-16T20:28:47.419742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-16T20:28:47.430502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-16T20:28:47.430887] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-16T20:28:47.431678] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-16T20:28:47.431730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:47.431762] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:47.431789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:47.431845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:47.487971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:47.488831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:47.488914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:47.488948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:47.587948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:47.588106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:47.588146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:47.588175] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:47.591682] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-12-16T20:28:47.591981] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-16T20:28:47.592112] [INFO ] [sig       ] OVLY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:47.740482] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OVLY.txt
[2025-12-16T20:28:47.740658] [INFO ] [sig       ] [2424/3585] Completed OVLY in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-16T20:28:47.740708] [INFO ] [sig       ] [2425/3585] Forecasting OWL...
[2025-12-16T20:28:47.740739] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-16T20:28:47.740773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-16T20:28:47.752970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-16T20:28:47.753376] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-16T20:28:47.754188] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-16T20:28:47.754241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:47.754272] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:47.754298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:47.754353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:47.813494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:47.814368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:47.814462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:47.814495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:47.934373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:47.934531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:47.934612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:47.934645] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:47.938325] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=62.15%)
[2025-12-16T20:28:47.938773] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-16T20:28:47.938940] [INFO ] [sig       ] OWL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:48.079902] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OWL.txt
[2025-12-16T20:28:48.080067] [INFO ] [sig       ] [2425/3585] Completed OWL in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-16T20:28:48.080106] [INFO ] [sig       ] [2426/3585] Forecasting OXLC...
[2025-12-16T20:28:48.080134] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-16T20:28:48.080163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-16T20:28:48.092811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-16T20:28:48.093184] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-16T20:28:48.093960] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-16T20:28:48.094011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:48.094044] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:48.094070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:48.094125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:48.151685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:48.152525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:48.152629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:48.152664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:48.275780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:48.275927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:48.275968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:48.275997] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:48.279410] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: DOWN (p=35.44%)
[2025-12-16T20:28:48.279713] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-16T20:28:48.279869] [INFO ] [sig       ] OXLC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:48.423540] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OXLC.txt
[2025-12-16T20:28:48.423708] [INFO ] [sig       ] [2426/3585] Completed OXLC in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-16T20:28:48.423747] [INFO ] [sig       ] [2427/3585] Forecasting OXM...
[2025-12-16T20:28:48.423778] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-16T20:28:48.423808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-16T20:28:48.436345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-16T20:28:48.436714] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-16T20:28:48.437598] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-16T20:28:48.437652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:48.437711] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:48.437739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:48.437800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:48.496716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:48.497553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:48.497651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:48.497684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:48.623808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:48.623974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:48.624013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:48.624041] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:48.627376] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=74.49%)
[2025-12-16T20:28:48.627659] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-16T20:28:48.627787] [INFO ] [sig       ] OXM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:48.770716] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OXM.txt
[2025-12-16T20:28:48.770873] [INFO ] [sig       ] [2427/3585] Completed OXM in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-16T20:28:48.770913] [INFO ] [sig       ] [2428/3585] Forecasting OXSQ...
[2025-12-16T20:28:48.770944] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-16T20:28:48.770974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-16T20:28:48.782480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-16T20:28:48.782869] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-16T20:28:48.783646] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-16T20:28:48.783697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:48.783729] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:48.783755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:48.783817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:48.844711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:48.845517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:48.845630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:48.845667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:48.967307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:48.967462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:48.967504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:48.967533] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:48.971100] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: DOWN (p=15.39%)
[2025-12-16T20:28:48.971385] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-16T20:28:48.971513] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:49.110870] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/OXSQ.txt
[2025-12-16T20:28:49.111010] [INFO ] [sig       ] [2428/3585] Completed OXSQ in 0.3s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-16T20:28:49.111048] [INFO ] [sig       ] [2429/3585] Forecasting OZEM...
[2025-12-16T20:28:49.111077] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-16T20:28:49.111105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-16T20:28:49.122274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-16T20:28:49.122614] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-16T20:28:49.123352] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-16T20:28:49.123402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:49.123472] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:49.123501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:49.123555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:49.180565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:49.181276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:49.181362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:49.181397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:49.293118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:49.293298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:49.293344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:49.293375] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:49.297222] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=75.48%)
[2025-12-16T20:28:49.297608] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-16T20:28:49.297756] [INFO ] [sig       ] OZEM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:49.483290] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OZEM.txt
[2025-12-16T20:28:49.483519] [INFO ] [sig       ] [2429/3585] Completed OZEM in 0.4s | 2.94 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-16T20:28:49.483607] [INFO ] [sig       ] [2430/3585] Forecasting OZK...
[2025-12-16T20:28:49.483663] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-16T20:28:49.483717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-16T20:28:49.499497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-16T20:28:49.500012] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-16T20:28:49.501066] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-16T20:28:49.501132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:49.501174] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:49.501207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:49.501286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:49.591469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:49.592432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:49.592523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:49.592558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:49.769015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:49.769232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:49.769298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:49.771332] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:49.777107] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: UP (p=88.10%)
[2025-12-16T20:28:49.777663] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-16T20:28:49.777884] [INFO ] [sig       ] OZK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:49.987141] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OZK.txt
[2025-12-16T20:28:49.987383] [INFO ] [sig       ] [2430/3585] Completed OZK in 0.5s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-16T20:28:49.987448] [INFO ] [sig       ] [2431/3585] Forecasting OZKAP...
[2025-12-16T20:28:49.987486] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-16T20:28:49.987528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-16T20:28:50.003795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-16T20:28:50.004275] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-16T20:28:50.005254] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-16T20:28:50.005315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:50.005350] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:50.005379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:50.005446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:50.081645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:50.082848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:50.083006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:50.083063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:50.210921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:50.211082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:50.211122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:50.211149] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:50.214591] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: UP (p=99.30%)
[2025-12-16T20:28:50.214889] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-16T20:28:50.215021] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:50.352644] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/OZKAP.txt
[2025-12-16T20:28:50.352786] [INFO ] [sig       ] [2431/3585] Completed OZKAP in 0.4s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-16T20:28:50.352825] [INFO ] [sig       ] [2432/3585] Forecasting PAA...
[2025-12-16T20:28:50.352854] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-16T20:28:50.352885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-16T20:28:50.365771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-16T20:28:50.366171] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-16T20:28:50.366969] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-16T20:28:50.367021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:50.367053] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:50.367080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:50.367136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:50.423554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:50.424199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:50.424280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:50.424312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:50.542544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:50.542674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:50.542711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:50.542739] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:50.546022] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=91.78%)
[2025-12-16T20:28:50.546283] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-16T20:28:50.546405] [INFO ] [sig       ] PAA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:50.682804] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PAA.txt
[2025-12-16T20:28:50.682933] [INFO ] [sig       ] [2432/3585] Completed PAA in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-16T20:28:50.682972] [INFO ] [sig       ] [2433/3585] Forecasting PAAS...
[2025-12-16T20:28:50.683012] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-16T20:28:50.683043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-16T20:28:50.694814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-16T20:28:50.695100] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-16T20:28:50.695851] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-16T20:28:50.695902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:50.695933] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:50.695960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:50.696015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:50.753807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:50.754385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:50.754465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:50.754497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:50.880197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:50.880367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:50.880407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:50.880436] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:50.883881] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=56.57%)
[2025-12-16T20:28:50.884194] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-16T20:28:50.884319] [INFO ] [sig       ] PAAS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:51.026657] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PAAS.txt
[2025-12-16T20:28:51.026813] [INFO ] [sig       ] [2433/3585] Completed PAAS in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-16T20:28:51.026852] [INFO ] [sig       ] [2434/3585] Forecasting PAC...
[2025-12-16T20:28:51.026881] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-16T20:28:51.026911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-16T20:28:51.038288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-16T20:28:51.038631] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-16T20:28:51.039404] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-16T20:28:51.039456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:51.039487] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:51.039513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:51.039570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:51.097000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:51.097907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:51.097990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:51.098023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:51.216405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:51.216558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:51.216617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:51.216647] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:51.219964] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=67.83%)
[2025-12-16T20:28:51.220229] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-16T20:28:51.220347] [INFO ] [sig       ] PAC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:51.362773] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PAC.txt
[2025-12-16T20:28:51.362918] [INFO ] [sig       ] [2434/3585] Completed PAC in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-16T20:28:51.362967] [INFO ] [sig       ] [2435/3585] Forecasting PACB...
[2025-12-16T20:28:51.363003] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-16T20:28:51.363039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-16T20:28:51.374394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-16T20:28:51.374669] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-16T20:28:51.375407] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-16T20:28:51.375459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:51.375490] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:51.375517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:51.375594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:51.431225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:51.431958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:51.432038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:51.432071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:51.549436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:51.549607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:51.549648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:51.549676] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:51.553064] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=27.22%)
[2025-12-16T20:28:51.553328] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-16T20:28:51.553448] [INFO ] [sig       ] PACB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:51.692122] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PACB.txt
[2025-12-16T20:28:51.692277] [INFO ] [sig       ] [2435/3585] Completed PACB in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-16T20:28:51.692317] [INFO ] [sig       ] [2436/3585] Forecasting PACK...
[2025-12-16T20:28:51.692347] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-16T20:28:51.692379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-16T20:28:51.703870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-16T20:28:51.704126] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-16T20:28:51.704889] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-16T20:28:51.704950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:51.704989] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:51.705020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:51.705082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:51.762073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:51.762907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:51.762993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:51.763032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:51.885105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:51.885255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:51.885292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:51.885337] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:51.888659] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-12-16T20:28:51.888921] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-16T20:28:51.889039] [INFO ] [sig       ] PACK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:52.030926] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PACK.txt
[2025-12-16T20:28:52.031108] [INFO ] [sig       ] [2436/3585] Completed PACK in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-16T20:28:52.031155] [INFO ] [sig       ] [2437/3585] Forecasting PAGP...
[2025-12-16T20:28:52.031187] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-16T20:28:52.031218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-16T20:28:52.043304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-16T20:28:52.043633] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-16T20:28:52.044389] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-16T20:28:52.044440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:52.044472] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:52.044500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:52.044556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:52.102897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:52.103760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:52.103877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:52.103914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:52.223665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:52.223819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:52.223858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:52.223887] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:52.227164] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: UP (p=78.65%)
[2025-12-16T20:28:52.227427] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-16T20:28:52.227547] [INFO ] [sig       ] PAGP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:52.369295] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PAGP.txt
[2025-12-16T20:28:52.369453] [INFO ] [sig       ] [2437/3585] Completed PAGP in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-16T20:28:52.369492] [INFO ] [sig       ] [2438/3585] Forecasting PAGS...
[2025-12-16T20:28:52.369522] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-16T20:28:52.369554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-16T20:28:52.380725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-16T20:28:52.381082] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-16T20:28:52.381890] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-16T20:28:52.381942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:52.381975] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:52.382003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:52.382061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:52.439723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:52.440510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:52.440609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:52.440664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:52.561037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:52.561197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:52.561236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:52.561266] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:52.564766] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=14.70%)
[2025-12-16T20:28:52.565114] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-16T20:28:52.565246] [INFO ] [sig       ] PAGS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:52.711897] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PAGS.txt
[2025-12-16T20:28:52.712049] [INFO ] [sig       ] [2438/3585] Completed PAGS in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-16T20:28:52.712088] [INFO ] [sig       ] [2439/3585] Forecasting PAHC...
[2025-12-16T20:28:52.712117] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-16T20:28:52.712148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-16T20:28:52.723891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-16T20:28:52.724272] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-16T20:28:52.725093] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-16T20:28:52.725145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:52.725177] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:52.725203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:52.725258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:52.783901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:52.784775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:52.784859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:52.784898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:52.902435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:52.902603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:52.902644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:52.902673] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:52.906037] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: UP (p=89.74%)
[2025-12-16T20:28:52.906330] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-16T20:28:52.906460] [INFO ] [sig       ] PAHC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:53.049709] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PAHC.txt
[2025-12-16T20:28:53.049862] [INFO ] [sig       ] [2439/3585] Completed PAHC in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-16T20:28:53.049903] [INFO ] [sig       ] [2440/3585] Forecasting PAL...
[2025-12-16T20:28:53.049933] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-16T20:28:53.049970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-16T20:28:53.062206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-16T20:28:53.062617] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-16T20:28:53.063441] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-16T20:28:53.063497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:53.063532] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:53.063589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:53.063673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:53.121852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:53.122718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:53.122806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:53.122840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:53.243994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:53.244153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:53.244193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:53.244223] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:53.247711] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: DOWN (p=11.00%)
[2025-12-16T20:28:53.248045] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-16T20:28:53.248211] [INFO ] [sig       ] PAL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:53.387141] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PAL.txt
[2025-12-16T20:28:53.387326] [INFO ] [sig       ] [2440/3585] Completed PAL in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-16T20:28:53.387370] [INFO ] [sig       ] [2441/3585] Forecasting PAM...
[2025-12-16T20:28:53.387400] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-16T20:28:53.387429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-16T20:28:53.403753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-16T20:28:53.404102] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-16T20:28:53.404878] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-16T20:28:53.404929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:53.404960] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:53.404987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:53.405043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:53.462834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:53.463596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:53.463678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:53.463711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:53.583482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:53.583647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:53.583708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:53.583739] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:53.587129] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: DOWN (p=25.38%)
[2025-12-16T20:28:53.587398] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-16T20:28:53.587522] [INFO ] [sig       ] PAM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:53.727786] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PAM.txt
[2025-12-16T20:28:53.727926] [INFO ] [sig       ] [2441/3585] Completed PAM in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-16T20:28:53.727963] [INFO ] [sig       ] [2442/3585] Forecasting PANL...
[2025-12-16T20:28:53.727993] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-16T20:28:53.728026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-16T20:28:53.739751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-16T20:28:53.740029] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-16T20:28:53.740793] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-16T20:28:53.740842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:53.740874] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:53.740900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:53.740959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:53.797048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:53.797666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:53.797740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:53.797772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:53.916278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:53.916432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:53.916472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:53.916501] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:53.919823] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=85.76%)
[2025-12-16T20:28:53.920121] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-16T20:28:53.920246] [INFO ] [sig       ] PANL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:54.057964] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PANL.txt
[2025-12-16T20:28:54.058084] [INFO ] [sig       ] [2442/3585] Completed PANL in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-16T20:28:54.058123] [INFO ] [sig       ] [2443/3585] Forecasting PASG...
[2025-12-16T20:28:54.058152] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-16T20:28:54.058183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-16T20:28:54.070157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-16T20:28:54.070472] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-16T20:28:54.071244] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-16T20:28:54.071296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:54.071329] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:54.071356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:54.071412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:54.128882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:54.129535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:54.129633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:54.129669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:54.245258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:54.245392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:54.245430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:54.245460] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:54.248720] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-12-16T20:28:54.248983] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-16T20:28:54.249101] [INFO ] [sig       ] PASG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:54.387671] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PASG.txt
[2025-12-16T20:28:54.387800] [INFO ] [sig       ] [2443/3585] Completed PASG in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-16T20:28:54.387838] [INFO ] [sig       ] [2444/3585] Forecasting PATH...
[2025-12-16T20:28:54.387869] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-16T20:28:54.387906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-16T20:28:54.399333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-16T20:28:54.399628] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-16T20:28:54.400385] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-16T20:28:54.400436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:54.400492] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:54.400521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:54.400595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:54.457771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:54.458495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:54.458593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:54.458630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:54.582767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:54.582908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:54.582950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:54.582985] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:54.586283] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-12-16T20:28:54.586549] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-16T20:28:54.586689] [INFO ] [sig       ] PATH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:54.725378] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PATH.txt
[2025-12-16T20:28:54.725529] [INFO ] [sig       ] [2444/3585] Completed PATH in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-16T20:28:54.725592] [INFO ] [sig       ] [2445/3585] Forecasting PATK...
[2025-12-16T20:28:54.725624] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-16T20:28:54.725655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-16T20:28:54.737228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-16T20:28:54.737624] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-16T20:28:54.738393] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-16T20:28:54.738446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:54.738478] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:54.738504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:54.738558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:54.798035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:54.799002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:54.799090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:54.799124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:54.921808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:54.921964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:54.922011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:54.922040] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:54.925541] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=9.86%)
[2025-12-16T20:28:54.925834] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-16T20:28:54.925959] [INFO ] [sig       ] PATK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:55.074110] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PATK.txt
[2025-12-16T20:28:55.074297] [INFO ] [sig       ] [2445/3585] Completed PATK in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-16T20:28:55.074342] [INFO ] [sig       ] [2446/3585] Forecasting PAX...
[2025-12-16T20:28:55.074373] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-16T20:28:55.074404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-16T20:28:55.086479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-16T20:28:55.086832] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-16T20:28:55.087657] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-16T20:28:55.087711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:55.087744] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:55.087773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:55.087829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:55.146503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:55.147337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:55.147421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:55.147455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:55.273100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:55.273257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:55.273296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:55.273326] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:55.276849] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2025-12-16T20:28:55.277132] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-16T20:28:55.277258] [INFO ] [sig       ] PAX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:55.423086] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PAX.txt
[2025-12-16T20:28:55.423229] [INFO ] [sig       ] [2446/3585] Completed PAX in 0.3s | 2.94 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-16T20:28:55.423271] [INFO ] [sig       ] [2447/3585] Forecasting PAXS...
[2025-12-16T20:28:55.423302] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-16T20:28:55.423334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-16T20:28:55.436141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-16T20:28:55.436472] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-16T20:28:55.437353] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-16T20:28:55.437406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:55.437439] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:55.437468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:55.437525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:55.498272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:55.499122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:55.499234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:55.499267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:55.622202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:55.622351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:55.622390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:55.622476] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:55.626210] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=67.97%)
[2025-12-16T20:28:55.626488] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-16T20:28:55.626633] [INFO ] [sig       ] PAXS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:55.772713] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PAXS.txt
[2025-12-16T20:28:55.772864] [INFO ] [sig       ] [2447/3585] Completed PAXS in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-16T20:28:55.772914] [INFO ] [sig       ] [2448/3585] Forecasting PAY...
[2025-12-16T20:28:55.772946] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-16T20:28:55.772977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-16T20:28:55.784899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-16T20:28:55.785276] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-16T20:28:55.786147] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-16T20:28:55.786200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:55.786232] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:55.786259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:55.786317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:55.845306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:55.846079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:55.846162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:55.846196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:55.969021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:55.969191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:55.969235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:55.969274] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:55.972875] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: UP (p=92.19%)
[2025-12-16T20:28:55.973230] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-16T20:28:55.973388] [INFO ] [sig       ] PAY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:56.116868] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PAY.txt
[2025-12-16T20:28:56.117024] [INFO ] [sig       ] [2448/3585] Completed PAY in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-16T20:28:56.117065] [INFO ] [sig       ] [2449/3585] Forecasting PAYC...
[2025-12-16T20:28:56.117096] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-16T20:28:56.117127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-16T20:28:56.129301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-16T20:28:56.129686] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-16T20:28:56.130518] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-16T20:28:56.130594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:56.130631] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:56.130659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:56.130718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:56.190115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:56.190947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:56.191031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:56.191066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:56.312278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:56.312445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:56.312486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:56.312516] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:56.315966] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=94.70%)
[2025-12-16T20:28:56.316258] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-16T20:28:56.316388] [INFO ] [sig       ] PAYC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:56.467552] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PAYC.txt
[2025-12-16T20:28:56.467743] [INFO ] [sig       ] [2449/3585] Completed PAYC in 0.4s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-16T20:28:56.467786] [INFO ] [sig       ] [2450/3585] Forecasting PAYO...
[2025-12-16T20:28:56.467819] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-16T20:28:56.467853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-16T20:28:56.481996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-16T20:28:56.482677] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-16T20:28:56.483855] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-16T20:28:56.483908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:56.483940] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:56.483968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:56.484025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:56.548361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:56.549309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:56.549411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:56.549446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:56.681767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:56.681923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:56.681980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:56.682027] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:56.685522] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: UP (p=97.99%)
[2025-12-16T20:28:56.685834] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-16T20:28:56.685968] [INFO ] [sig       ] PAYO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:56.835155] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PAYO.txt
[2025-12-16T20:28:56.835304] [INFO ] [sig       ] [2450/3585] Completed PAYO in 0.4s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-16T20:28:56.835346] [INFO ] [sig       ] [2451/3585] Forecasting PAYS...
[2025-12-16T20:28:56.835378] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-16T20:28:56.835409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-16T20:28:56.847298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-16T20:28:56.847694] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-16T20:28:56.848547] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-16T20:28:56.848627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:56.848661] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:56.848688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:56.848745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:56.909049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:56.909894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:56.909977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:56.910012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:57.032555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:57.032729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:57.032782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:57.032813] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:57.036423] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=43.99%)
[2025-12-16T20:28:57.036809] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-16T20:28:57.036961] [INFO ] [sig       ] PAYS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:57.173370] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PAYS.txt
[2025-12-16T20:28:57.173510] [INFO ] [sig       ] [2451/3585] Completed PAYS in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-16T20:28:57.173549] [INFO ] [sig       ] [2452/3585] Forecasting PAYX...
[2025-12-16T20:28:57.173596] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-16T20:28:57.173628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-16T20:28:57.185355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-16T20:28:57.185685] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-16T20:28:57.186417] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-16T20:28:57.186467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:57.186499] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:57.186525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:57.186604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:57.241949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:57.242726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:57.242810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:57.242841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:57.359564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:57.359729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:57.359768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:57.359797] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:57.363136] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: DOWN (p=46.19%)
[2025-12-16T20:28:57.363415] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-16T20:28:57.363540] [INFO ] [sig       ] PAYX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:57.499871] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PAYX.txt
[2025-12-16T20:28:57.500014] [INFO ] [sig       ] [2452/3585] Completed PAYX in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-16T20:28:57.500052] [INFO ] [sig       ] [2453/3585] Forecasting PB...
[2025-12-16T20:28:57.500081] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-16T20:28:57.500111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-16T20:28:57.511397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-16T20:28:57.511752] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-16T20:28:57.512498] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-16T20:28:57.512561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:57.512617] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:57.512645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:57.512701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:57.571189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:57.572078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:57.572185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:57.572236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:57.696003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:57.696162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:57.696217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:57.696251] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:57.700124] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=53.84%)
[2025-12-16T20:28:57.700399] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-16T20:28:57.700527] [INFO ] [sig       ] PB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:57.844814] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PB.txt
[2025-12-16T20:28:57.844951] [INFO ] [sig       ] [2453/3585] Completed PB in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-16T20:28:57.844989] [INFO ] [sig       ] [2454/3585] Forecasting PBA...
[2025-12-16T20:28:57.845018] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-16T20:28:57.845049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-16T20:28:57.856531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-16T20:28:57.856880] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-16T20:28:57.857717] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-16T20:28:57.857768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:57.857800] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:57.857828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:57.857885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:57.922260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:57.923179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:57.923313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:57.923368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:58.048700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:58.048850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:58.048891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:58.048921] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:58.052496] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: UP (p=57.09%)
[2025-12-16T20:28:58.052793] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-16T20:28:58.052924] [INFO ] [sig       ] PBA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:58.196629] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PBA.txt
[2025-12-16T20:28:58.196778] [INFO ] [sig       ] [2454/3585] Completed PBA in 0.4s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-16T20:28:58.196819] [INFO ] [sig       ] [2455/3585] Forecasting PBF...
[2025-12-16T20:28:58.196851] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-16T20:28:58.196882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-16T20:28:58.209104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-16T20:28:58.209488] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-16T20:28:58.210308] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-16T20:28:58.210365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:58.210407] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:58.210437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:58.210494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:58.270633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:58.271456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:58.271538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:58.271591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:58.397613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:58.397762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:58.397801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:58.397831] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:58.401338] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2025-12-16T20:28:58.401639] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-16T20:28:58.401797] [INFO ] [sig       ] PBF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:58.543898] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PBF.txt
[2025-12-16T20:28:58.544038] [INFO ] [sig       ] [2455/3585] Completed PBF in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-16T20:28:58.544077] [INFO ] [sig       ] [2456/3585] Forecasting PBFS...
[2025-12-16T20:28:58.544107] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-16T20:28:58.544137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-16T20:28:58.556072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-16T20:28:58.556431] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-16T20:28:58.557415] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-16T20:28:58.557469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:58.557501] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:58.557527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:58.557602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:58.624929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:58.625842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:58.625925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:58.625958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:58.736825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:58.736972] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:28:58.737013] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:58.737048] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:58.740621] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: UP (p=98.26%)
[2025-12-16T20:28:58.740895] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-16T20:28:58.741026] [INFO ] [sig       ] PBFS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:58.894710] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PBFS.txt
[2025-12-16T20:28:58.894879] [INFO ] [sig       ] [2456/3585] Completed PBFS in 0.4s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-16T20:28:58.894927] [INFO ] [sig       ] [2457/3585] Forecasting PBH...
[2025-12-16T20:28:58.894959] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-16T20:28:58.894990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-16T20:28:58.906693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-16T20:28:58.907084] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-16T20:28:58.907967] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-16T20:28:58.908021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:58.908054] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:58.908084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:58.908140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:58.967192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:58.968032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:58.968120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:58.968159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:59.092695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:59.092850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:59.092890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:59.092920] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:59.096374] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: UP (p=50.17%)
[2025-12-16T20:28:59.096677] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-16T20:28:59.096807] [INFO ] [sig       ] PBH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:59.242987] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PBH.txt
[2025-12-16T20:28:59.243174] [INFO ] [sig       ] [2457/3585] Completed PBH in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-16T20:28:59.243218] [INFO ] [sig       ] [2458/3585] Forecasting PBI...
[2025-12-16T20:28:59.243249] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-16T20:28:59.243280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-16T20:28:59.255711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-16T20:28:59.256106] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-16T20:28:59.257020] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-16T20:28:59.257084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:59.257129] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:59.257172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:59.257255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:59.316699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:59.317829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:59.317931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:59.317980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:59.445343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:59.445504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:59.445546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:59.445593] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:59.449311] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=95.95%)
[2025-12-16T20:28:59.449644] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-16T20:28:59.449798] [INFO ] [sig       ] PBI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:28:59.601631] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PBI.txt
[2025-12-16T20:28:59.601781] [INFO ] [sig       ] [2458/3585] Completed PBI in 0.4s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-16T20:28:59.601825] [INFO ] [sig       ] [2459/3585] Forecasting PBM...
[2025-12-16T20:28:59.601858] [INFO ] [sig       ] Generating forecast for: PBM
[2025-12-16T20:28:59.601902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'.
[2025-12-16T20:28:59.613760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBM'.
[2025-12-16T20:28:59.614084] [INFO ] [FORECASTER] Starting predict_future for PBM
[2025-12-16T20:28:59.614962] [DEBUG] [LOCAL     ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt
[2025-12-16T20:28:59.615015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:59.615047] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:59.615074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:59.615134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:28:59.674726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:28:59.675619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:28:59.675710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:28:59.675753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:28:59.804414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:28:59.804564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:28:59.804623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:28:59.804653] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:28:59.808013] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: DOWN (p=44.85%)
[2025-12-16T20:28:59.808327] [INFO ] [FORECASTER] Completed predict_future for PBM
[2025-12-16T20:28:59.808466] [INFO ] [sig       ] PBM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:28:59.956307] [INFO ] [LOCAL     ] Saved forecast: PBM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PBM.txt
[2025-12-16T20:28:59.956453] [INFO ] [sig       ] [2459/3585] Completed PBM in 0.4s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-16T20:28:59.956494] [INFO ] [sig       ] [2460/3585] Forecasting PBYI...
[2025-12-16T20:28:59.956526] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-16T20:28:59.956557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-16T20:28:59.967935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-16T20:28:59.968287] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-16T20:28:59.969126] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-16T20:28:59.969198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:28:59.969232] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:28:59.969260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:28:59.969317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:00.027803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:00.028555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:00.028652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:00.028685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:00.151004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:00.151155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:00.151210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:00.151241] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:00.154565] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=71.73%)
[2025-12-16T20:29:00.154851] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-16T20:29:00.154974] [INFO ] [sig       ] PBYI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:00.292484] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PBYI.txt
[2025-12-16T20:29:00.292645] [INFO ] [sig       ] [2460/3585] Completed PBYI in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-16T20:29:00.292687] [INFO ] [sig       ] [2461/3585] Forecasting PCB...
[2025-12-16T20:29:00.292718] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-16T20:29:00.292748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-16T20:29:00.304215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-16T20:29:00.304531] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-16T20:29:00.305313] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-16T20:29:00.305364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:00.305425] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:00.305453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:00.305509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:00.364404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:00.365180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:00.365276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:00.365310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:00.481809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:00.481964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:00.482006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:00.482035] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:00.485483] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: UP (p=55.50%)
[2025-12-16T20:29:00.485777] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-16T20:29:00.485904] [INFO ] [sig       ] PCB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:00.627866] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PCB.txt
[2025-12-16T20:29:00.628005] [INFO ] [sig       ] [2461/3585] Completed PCB in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-16T20:29:00.628047] [INFO ] [sig       ] [2462/3585] Forecasting PCF...
[2025-12-16T20:29:00.628077] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-16T20:29:00.628114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-16T20:29:00.639643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-16T20:29:00.639957] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-16T20:29:00.640760] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-16T20:29:00.640811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:00.640843] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:00.640871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:00.640928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:00.699986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:00.700826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:00.700930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:00.700964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:00.819752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:00.819908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:00.819951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:00.819993] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:00.823347] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=94.84%)
[2025-12-16T20:29:00.823629] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-16T20:29:00.823749] [INFO ] [sig       ] PCF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:00.971752] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PCF.txt
[2025-12-16T20:29:00.971911] [INFO ] [sig       ] [2462/3585] Completed PCF in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-16T20:29:00.971955] [INFO ] [sig       ] [2463/3585] Forecasting PCG...
[2025-12-16T20:29:00.971995] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-16T20:29:00.972028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-16T20:29:00.983437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-16T20:29:00.983757] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-16T20:29:00.984541] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-16T20:29:00.984612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:00.984648] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:00.984676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:00.984733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:01.042785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:01.043500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:01.043597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:01.043633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:01.168798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:01.168950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:01.168988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:01.169016] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:01.172351] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: DOWN (p=5.81%)
[2025-12-16T20:29:01.172639] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-16T20:29:01.172760] [INFO ] [sig       ] PCG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:01.311151] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PCG.txt
[2025-12-16T20:29:01.312790] [INFO ] [sig       ] [2463/3585] Completed PCG in 0.3s | 2.94 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-16T20:29:01.312833] [INFO ] [sig       ] [2464/3585] Forecasting PCH...
[2025-12-16T20:29:01.312863] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-16T20:29:01.312894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-16T20:29:01.324151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-16T20:29:01.324436] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-16T20:29:01.325191] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-16T20:29:01.325242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:01.325273] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:01.325310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:01.325366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:01.382824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:01.383569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:01.383703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:01.383739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:01.502934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:01.503085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:01.503122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:01.503151] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:01.506507] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-12-16T20:29:01.506798] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-16T20:29:01.506918] [INFO ] [sig       ] PCH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:01.646006] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PCH.txt
[2025-12-16T20:29:01.646138] [INFO ] [sig       ] [2464/3585] Completed PCH in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-16T20:29:01.646183] [INFO ] [sig       ] [2465/3585] Forecasting PCM...
[2025-12-16T20:29:01.646212] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-16T20:29:01.646242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-16T20:29:01.658196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-16T20:29:01.658529] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-16T20:29:01.659336] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-16T20:29:01.659389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:01.659421] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:01.659447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:01.659503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:01.718666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:01.719481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:01.719563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:01.719618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:01.842378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:01.842532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:01.842589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:01.842623] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:01.846051] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=80.80%)
[2025-12-16T20:29:01.846338] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-16T20:29:01.846464] [INFO ] [sig       ] PCM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:01.992377] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PCM.txt
[2025-12-16T20:29:01.992652] [INFO ] [sig       ] [2465/3585] Completed PCM in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-16T20:29:01.992709] [INFO ] [sig       ] [2466/3585] Forecasting PCN...
[2025-12-16T20:29:01.992751] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-16T20:29:01.992792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-16T20:29:02.015073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-16T20:29:02.015651] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-16T20:29:02.016860] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-16T20:29:02.016937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:02.016983] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:02.017022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:02.017108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:02.079704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:02.080644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:02.080771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:02.080823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:02.206481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:02.206666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:02.206709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:02.206739] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:02.210266] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-12-16T20:29:02.210561] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-16T20:29:02.210713] [INFO ] [sig       ] PCN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:02.349859] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PCN.txt
[2025-12-16T20:29:02.350018] [INFO ] [sig       ] [2466/3585] Completed PCN in 0.4s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-16T20:29:02.350058] [INFO ] [sig       ] [2467/3585] Forecasting PCQ...
[2025-12-16T20:29:02.350091] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-16T20:29:02.350127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-16T20:29:02.361951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-16T20:29:02.362333] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-16T20:29:02.363127] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-16T20:29:02.363183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:02.363213] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:02.363239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:02.363294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:02.419141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:02.419968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:02.420054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:02.420088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:02.535540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:02.535711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:02.535750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:02.535778] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:02.539178] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: DOWN (p=36.70%)
[2025-12-16T20:29:02.539449] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-16T20:29:02.539595] [INFO ] [sig       ] PCQ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:02.678367] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PCQ.txt
[2025-12-16T20:29:02.678492] [INFO ] [sig       ] [2467/3585] Completed PCQ in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-16T20:29:02.678532] [INFO ] [sig       ] [2468/3585] Forecasting PCRX...
[2025-12-16T20:29:02.678560] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-16T20:29:02.678615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-16T20:29:02.690800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-16T20:29:02.691102] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-16T20:29:02.691892] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-16T20:29:02.691943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:02.691975] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:02.692003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:02.692059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:02.749053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:02.749784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:02.749864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:02.749897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:02.871548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:02.871716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:02.871756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:02.871787] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:02.875163] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: DOWN (p=0.77%)
[2025-12-16T20:29:02.875458] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-16T20:29:02.875598] [INFO ] [sig       ] PCRX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:03.017772] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PCRX.txt
[2025-12-16T20:29:03.017943] [INFO ] [sig       ] [2468/3585] Completed PCRX in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-16T20:29:03.017983] [INFO ] [sig       ] [2469/3585] Forecasting PCTY...
[2025-12-16T20:29:03.018013] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-16T20:29:03.018043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-16T20:29:03.030792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-16T20:29:03.031174] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-16T20:29:03.031969] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-16T20:29:03.032020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:03.032052] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:03.032078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:03.032134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:03.101938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:03.103032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:03.103115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:03.103150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:03.230902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:03.231061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:03.231101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:03.231130] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:03.234606] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=16.47%)
[2025-12-16T20:29:03.234958] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-16T20:29:03.235092] [INFO ] [sig       ] PCTY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:03.378004] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PCTY.txt
[2025-12-16T20:29:03.378152] [INFO ] [sig       ] [2469/3585] Completed PCTY in 0.4s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-16T20:29:03.378192] [INFO ] [sig       ] [2470/3585] Forecasting PCVX...
[2025-12-16T20:29:03.378222] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-16T20:29:03.378253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-16T20:29:03.389777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-16T20:29:03.390047] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-16T20:29:03.390831] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-16T20:29:03.390892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:03.390928] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:03.390955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:03.391015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:03.448034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:03.448626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:03.448703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:03.448734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:03.570956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:03.571076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:03.571112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:03.571143] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:03.574325] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=67.03%)
[2025-12-16T20:29:03.574603] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-16T20:29:03.574723] [INFO ] [sig       ] PCVX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:03.715894] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PCVX.txt
[2025-12-16T20:29:03.716054] [INFO ] [sig       ] [2470/3585] Completed PCVX in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-16T20:29:03.716097] [INFO ] [sig       ] [2471/3585] Forecasting PCYO...
[2025-12-16T20:29:03.716128] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-16T20:29:03.716161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-16T20:29:03.728063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-16T20:29:03.728347] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-16T20:29:03.729203] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-16T20:29:03.729257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:03.729292] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:03.729319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:03.729379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:03.789287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:03.790147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:03.790253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:03.790322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:03.910760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:03.910908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:03.910946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:03.910975] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:03.914341] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: UP (p=64.37%)
[2025-12-16T20:29:03.914620] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-16T20:29:03.914741] [INFO ] [sig       ] PCYO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:04.052687] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PCYO.txt
[2025-12-16T20:29:04.052797] [INFO ] [sig       ] [2471/3585] Completed PCYO in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-16T20:29:04.052835] [INFO ] [sig       ] [2472/3585] Forecasting PD...
[2025-12-16T20:29:04.052864] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-16T20:29:04.052894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-16T20:29:04.064112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-16T20:29:04.064382] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-16T20:29:04.065122] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-16T20:29:04.065174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:04.065206] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:04.065233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:04.065289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:04.122983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:04.123877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:04.123968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:04.124002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:04.248859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:04.249011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:04.249053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:04.249082] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:04.252567] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=95.67%)
[2025-12-16T20:29:04.252858] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-16T20:29:04.252981] [INFO ] [sig       ] PD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:04.393668] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PD.txt
[2025-12-16T20:29:04.393815] [INFO ] [sig       ] [2472/3585] Completed PD in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-16T20:29:04.393855] [INFO ] [sig       ] [2473/3585] Forecasting PDBC...
[2025-12-16T20:29:04.393885] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-16T20:29:04.393917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-16T20:29:04.405824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-16T20:29:04.406129] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-16T20:29:04.406910] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-16T20:29:04.406961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:04.406994] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:04.407021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:04.407078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:04.463184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:04.463863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:04.463939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:04.463971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:04.579770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:04.579917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:04.579955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:04.579983] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:04.583351] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: DOWN (p=11.03%)
[2025-12-16T20:29:04.583635] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-16T20:29:04.583753] [INFO ] [sig       ] PDBC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:04.720588] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PDBC.txt
[2025-12-16T20:29:04.720702] [INFO ] [sig       ] [2473/3585] Completed PDBC in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-16T20:29:04.720740] [INFO ] [sig       ] [2474/3585] Forecasting PDD...
[2025-12-16T20:29:04.720770] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-16T20:29:04.720800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-16T20:29:04.732403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-16T20:29:04.732704] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-16T20:29:04.733432] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-16T20:29:04.733482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:04.733514] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:04.733541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:04.733618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:04.789227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:04.789963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:04.790039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:04.790072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:04.910710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:04.910857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:04.910894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:04.910922] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:04.914195] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: UP (p=78.38%)
[2025-12-16T20:29:04.914463] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-16T20:29:04.914601] [INFO ] [sig       ] PDD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:05.053655] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PDD.txt
[2025-12-16T20:29:05.053809] [INFO ] [sig       ] [2474/3585] Completed PDD in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-16T20:29:05.053850] [INFO ] [sig       ] [2475/3585] Forecasting PDEX...
[2025-12-16T20:29:05.053881] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-16T20:29:05.053911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-16T20:29:05.065210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-16T20:29:05.065550] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-16T20:29:05.066333] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-16T20:29:05.066385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:05.066418] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:05.066446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:05.066516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:05.126342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:05.127064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:05.127159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:05.127195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:05.248936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:05.249088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:05.249127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:05.249177] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:05.252523] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=50.74%)
[2025-12-16T20:29:05.252805] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-16T20:29:05.252923] [INFO ] [sig       ] PDEX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:05.392695] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PDEX.txt
[2025-12-16T20:29:05.392849] [INFO ] [sig       ] [2475/3585] Completed PDEX in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-16T20:29:05.392887] [INFO ] [sig       ] [2476/3585] Forecasting PDFS...
[2025-12-16T20:29:05.392917] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-16T20:29:05.392949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-16T20:29:05.405231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-16T20:29:05.405607] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-16T20:29:05.406602] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-16T20:29:05.406654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:05.406688] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:05.406715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:05.406771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:05.463883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:05.464648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:05.464727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:05.464760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:05.590215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:05.590367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:05.590411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:05.590439] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:05.593867] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: DOWN (p=44.26%)
[2025-12-16T20:29:05.594163] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-16T20:29:05.594296] [INFO ] [sig       ] PDFS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:05.734011] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PDFS.txt
[2025-12-16T20:29:05.734146] [INFO ] [sig       ] [2476/3585] Completed PDFS in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-16T20:29:05.734187] [INFO ] [sig       ] [2477/3585] Forecasting PDI...
[2025-12-16T20:29:05.734216] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-16T20:29:05.734245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-16T20:29:05.745949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-16T20:29:05.746292] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-16T20:29:05.747060] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-16T20:29:05.747125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:05.747158] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:05.747186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:05.747254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:05.801995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:05.802674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:05.802752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:05.802784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:05.916738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:05.916887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:05.916925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:05.916954] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:05.920249] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: DOWN (p=39.16%)
[2025-12-16T20:29:05.920538] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-16T20:29:05.920671] [INFO ] [sig       ] PDI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:06.056040] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PDI.txt
[2025-12-16T20:29:06.056180] [INFO ] [sig       ] [2477/3585] Completed PDI in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-16T20:29:06.056219] [INFO ] [sig       ] [2478/3585] Forecasting PDLB...
[2025-12-16T20:29:06.056249] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-16T20:29:06.056279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-16T20:29:06.067672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-16T20:29:06.067967] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-16T20:29:06.068751] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-16T20:29:06.068802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:06.068858] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:06.068886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:06.068943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:06.124508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:06.125115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:06.125195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:06.125233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:06.245066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:06.245200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:06.245243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:06.245278] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:06.248501] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=23.45%)
[2025-12-16T20:29:06.248780] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-16T20:29:06.248899] [INFO ] [sig       ] PDLB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:06.385422] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PDLB.txt
[2025-12-16T20:29:06.385534] [INFO ] [sig       ] [2478/3585] Completed PDLB in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-16T20:29:06.385587] [INFO ] [sig       ] [2479/3585] Forecasting PDM...
[2025-12-16T20:29:06.385620] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-16T20:29:06.385650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-16T20:29:06.396565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-16T20:29:06.396842] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-16T20:29:06.397607] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-16T20:29:06.397659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:06.397691] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:06.397718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:06.397773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:06.452833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:06.453392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:06.453469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:06.453500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:06.575164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:06.575353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:06.575400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:06.575429] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:06.578910] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: DOWN (p=37.77%)
[2025-12-16T20:29:06.579202] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-16T20:29:06.579325] [INFO ] [sig       ] PDM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:06.715072] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PDM.txt
[2025-12-16T20:29:06.715208] [INFO ] [sig       ] [2479/3585] Completed PDM in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-16T20:29:06.715248] [INFO ] [sig       ] [2480/3585] Forecasting PDO...
[2025-12-16T20:29:06.715277] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-16T20:29:06.715305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-16T20:29:06.726703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-16T20:29:06.726985] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-16T20:29:06.727732] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-16T20:29:06.727782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:06.727814] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:06.727840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:06.727896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:06.783335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:06.784025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:06.784103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:06.784135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:06.894558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:06.894727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:06.894764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:06.894793] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:06.898122] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=90.78%)
[2025-12-16T20:29:06.898384] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-16T20:29:06.898502] [INFO ] [sig       ] PDO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:07.033267] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PDO.txt
[2025-12-16T20:29:07.033408] [INFO ] [sig       ] [2480/3585] Completed PDO in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-16T20:29:07.033455] [INFO ] [sig       ] [2481/3585] Forecasting PDP...
[2025-12-16T20:29:07.033486] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-16T20:29:07.033518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-16T20:29:07.044293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-16T20:29:07.044586] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-16T20:29:07.045314] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-16T20:29:07.045366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:07.045398] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:07.045424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:07.045479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:07.100510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:07.101254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:07.101350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:07.101390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:07.217348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:07.217506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:07.217544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:07.217620] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:07.220950] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-16T20:29:07.221220] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-16T20:29:07.221345] [INFO ] [sig       ] PDP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:07.358745] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PDP.txt
[2025-12-16T20:29:07.358878] [INFO ] [sig       ] [2481/3585] Completed PDP in 0.3s | 2.94 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-16T20:29:07.358916] [INFO ] [sig       ] [2482/3585] Forecasting PDS...
[2025-12-16T20:29:07.358945] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-16T20:29:07.358975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-16T20:29:07.369499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-16T20:29:07.369799] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-16T20:29:07.370565] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-16T20:29:07.370634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:07.370666] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:07.370692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:07.370747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:07.426288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:07.427001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:07.427079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:07.427111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:07.544304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:07.544455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:07.544493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:07.544521] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:07.547853] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: UP (p=92.49%)
[2025-12-16T20:29:07.548125] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-16T20:29:07.548267] [INFO ] [sig       ] PDS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:07.688497] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PDS.txt
[2025-12-16T20:29:07.688666] [INFO ] [sig       ] [2482/3585] Completed PDS in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-16T20:29:07.688708] [INFO ] [sig       ] [2483/3585] Forecasting PDX...
[2025-12-16T20:29:07.688739] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-16T20:29:07.688768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-16T20:29:07.699792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-16T20:29:07.700116] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-16T20:29:07.700910] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-16T20:29:07.700972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:07.701010] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:07.701039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:07.701095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:07.757032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:07.757922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:07.758012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:07.758047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:07.880491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:07.880690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:07.880735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:07.880766] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:07.884369] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=83.22%)
[2025-12-16T20:29:07.884670] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-16T20:29:07.884794] [INFO ] [sig       ] PDX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:08.025783] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PDX.txt
[2025-12-16T20:29:08.025923] [INFO ] [sig       ] [2483/3585] Completed PDX in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-16T20:29:08.025962] [INFO ] [sig       ] [2484/3585] Forecasting PDYN...
[2025-12-16T20:29:08.025992] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-16T20:29:08.026022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-16T20:29:08.037232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-16T20:29:08.037525] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-16T20:29:08.038287] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-16T20:29:08.038338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:08.038369] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:08.038395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:08.038451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:08.094182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:08.094871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:08.094951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:08.094984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:08.210177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:08.210337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:08.210393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:08.210424] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:08.213818] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-12-16T20:29:08.214086] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-16T20:29:08.214211] [INFO ] [sig       ] PDYN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:08.355626] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PDYN.txt
[2025-12-16T20:29:08.355762] [INFO ] [sig       ] [2484/3585] Completed PDYN in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-16T20:29:08.355804] [INFO ] [sig       ] [2485/3585] Forecasting PEB...
[2025-12-16T20:29:08.355834] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-16T20:29:08.355866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-16T20:29:08.370688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-16T20:29:08.371186] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-16T20:29:08.372199] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-16T20:29:08.372260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:08.372298] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:08.372330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:08.372403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:08.442957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:08.443846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:08.443934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:08.443967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:08.566743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:08.566902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:08.566941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:08.566969] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:08.570304] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-16T20:29:08.570616] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-16T20:29:08.570740] [INFO ] [sig       ] PEB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:08.708395] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PEB.txt
[2025-12-16T20:29:08.708550] [INFO ] [sig       ] [2485/3585] Completed PEB in 0.4s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-16T20:29:08.708605] [INFO ] [sig       ] [2486/3585] Forecasting PEBK...
[2025-12-16T20:29:08.708636] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-16T20:29:08.708666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-16T20:29:08.718212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-16T20:29:08.718559] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-16T20:29:08.719373] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-16T20:29:08.719424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:08.719455] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:08.719481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:08.719535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:08.775275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:08.776166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:08.776273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:08.776306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:08.871985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:08.872149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:08.872187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:08.872216] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:08.875522] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: UP (p=99.40%)
[2025-12-16T20:29:08.875803] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-16T20:29:08.875922] [INFO ] [sig       ] PEBK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:09.012690] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PEBK.txt
[2025-12-16T20:29:09.012815] [INFO ] [sig       ] [2486/3585] Completed PEBK in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-16T20:29:09.012853] [INFO ] [sig       ] [2487/3585] Forecasting PEBO...
[2025-12-16T20:29:09.012883] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-16T20:29:09.012912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-16T20:29:09.023821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-16T20:29:09.024089] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-16T20:29:09.024843] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-16T20:29:09.024895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:09.024926] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:09.024953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:09.025008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:09.081049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:09.081695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:09.081772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:09.081804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:09.201551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:09.201691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:09.201728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:09.201756] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:09.205336] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: DOWN (p=41.36%)
[2025-12-16T20:29:09.205614] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-16T20:29:09.205734] [INFO ] [sig       ] PEBO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:09.347445] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PEBO.txt
[2025-12-16T20:29:09.347584] [INFO ] [sig       ] [2487/3585] Completed PEBO in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-16T20:29:09.347624] [INFO ] [sig       ] [2488/3585] Forecasting PECO...
[2025-12-16T20:29:09.347653] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-16T20:29:09.347682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-16T20:29:09.359232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-16T20:29:09.359510] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-16T20:29:09.360261] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-16T20:29:09.360311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:09.360353] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:09.360382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:09.360437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:09.415939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:09.416827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:09.416954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:09.416987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:09.535257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:09.535423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:09.535469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:09.535499] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:09.538814] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-16T20:29:09.539080] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-16T20:29:09.539217] [INFO ] [sig       ] PECO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:09.724136] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PECO.txt
[2025-12-16T20:29:09.724285] [INFO ] [sig       ] [2488/3585] Completed PECO in 0.4s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-16T20:29:09.724327] [INFO ] [sig       ] [2489/3585] Forecasting PEG...
[2025-12-16T20:29:09.724358] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-16T20:29:09.724388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-16T20:29:09.736201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-16T20:29:09.736644] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-16T20:29:09.737521] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-16T20:29:09.737597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:09.737634] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:09.737673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:09.737738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:09.798379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:09.799327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:09.799415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:09.799448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:09.926325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:09.926474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:09.926516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:09.926546] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:09.930482] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: DOWN (p=29.76%)
[2025-12-16T20:29:09.930836] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-16T20:29:09.930970] [INFO ] [sig       ] PEG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:10.075952] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PEG.txt
[2025-12-16T20:29:10.076120] [INFO ] [sig       ] [2489/3585] Completed PEG in 0.4s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-16T20:29:10.076164] [INFO ] [sig       ] [2490/3585] Forecasting PEGA...
[2025-12-16T20:29:10.076197] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-16T20:29:10.076228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-16T20:29:10.087764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-16T20:29:10.088069] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-16T20:29:10.088967] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-16T20:29:10.089029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:10.089067] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:10.089098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:10.089183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:10.149735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:10.150415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:10.150496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:10.150530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:10.275193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:10.275346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:10.275394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:10.275424] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:10.278760] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=7.36%)
[2025-12-16T20:29:10.279037] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-16T20:29:10.279208] [INFO ] [sig       ] PEGA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:10.426739] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PEGA.txt
[2025-12-16T20:29:10.426941] [INFO ] [sig       ] [2490/3585] Completed PEGA in 0.4s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-16T20:29:10.426983] [INFO ] [sig       ] [2491/3585] Forecasting PEN...
[2025-12-16T20:29:10.427013] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-16T20:29:10.427052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-16T20:29:10.442867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-16T20:29:10.443167] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-16T20:29:10.443988] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-16T20:29:10.444039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:10.444070] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:10.444097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:10.444152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:10.499666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:10.500443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:10.500523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:10.500554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:10.631993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:10.632144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:10.632184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:10.632214] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:10.635591] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=2.48%)
[2025-12-16T20:29:10.635864] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-16T20:29:10.636012] [INFO ] [sig       ] PEN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:10.773065] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PEN.txt
[2025-12-16T20:29:10.773249] [INFO ] [sig       ] [2491/3585] Completed PEN in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-16T20:29:10.773302] [INFO ] [sig       ] [2492/3585] Forecasting PENN...
[2025-12-16T20:29:10.773352] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-16T20:29:10.773396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-16T20:29:10.788104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-16T20:29:10.788432] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-16T20:29:10.789257] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-16T20:29:10.789312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:10.789350] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:10.789382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:10.789449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:10.844976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:10.845664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:10.845744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:10.845775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:10.963847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:10.963993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:10.964032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:10.964061] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:10.967337] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: UP (p=98.03%)
[2025-12-16T20:29:10.967618] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-16T20:29:10.967741] [INFO ] [sig       ] PENN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:11.102642] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PENN.txt
[2025-12-16T20:29:11.102793] [INFO ] [sig       ] [2492/3585] Completed PENN in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-16T20:29:11.102833] [INFO ] [sig       ] [2493/3585] Forecasting PEO...
[2025-12-16T20:29:11.102862] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-16T20:29:11.102894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-16T20:29:11.113686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-16T20:29:11.114004] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-16T20:29:11.114773] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-16T20:29:11.114824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:11.114855] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:11.114883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:11.114938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:11.170116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:11.170806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:11.170885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:11.170918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:11.284230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:11.284382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:11.284420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:11.284449] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:11.287733] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=40.19%)
[2025-12-16T20:29:11.287994] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-16T20:29:11.288113] [INFO ] [sig       ] PEO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:11.422687] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PEO.txt
[2025-12-16T20:29:11.422822] [INFO ] [sig       ] [2493/3585] Completed PEO in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-16T20:29:11.422860] [INFO ] [sig       ] [2494/3585] Forecasting PEP...
[2025-12-16T20:29:11.422889] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-16T20:29:11.422919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-16T20:29:11.433956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-16T20:29:11.434265] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-16T20:29:11.435063] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-16T20:29:11.435114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:11.435146] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:11.435173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:11.435229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:11.489914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:11.490645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:11.490723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:11.490755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:11.608743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:11.608889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:11.608927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:11.608956] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:11.612337] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: UP (p=78.78%)
[2025-12-16T20:29:11.612623] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-16T20:29:11.612745] [INFO ] [sig       ] PEP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:11.751563] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PEP.txt
[2025-12-16T20:29:11.751740] [INFO ] [sig       ] [2494/3585] Completed PEP in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-16T20:29:11.751779] [INFO ] [sig       ] [2495/3585] Forecasting PEPG...
[2025-12-16T20:29:11.751808] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-16T20:29:11.751838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-16T20:29:11.762636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-16T20:29:11.762942] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-16T20:29:11.763703] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-16T20:29:11.763753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:11.763810] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:11.763839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:11.763895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:11.820083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:11.820785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:11.820863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:11.820894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:11.935230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:11.935372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:11.935413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:11.935459] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:11.938762] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-16T20:29:11.939024] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-16T20:29:11.939161] [INFO ] [sig       ] PEPG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:12.075339] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PEPG.txt
[2025-12-16T20:29:12.075470] [INFO ] [sig       ] [2495/3585] Completed PEPG in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-16T20:29:12.075509] [INFO ] [sig       ] [2496/3585] Forecasting PERF...
[2025-12-16T20:29:12.075539] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-16T20:29:12.075584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-16T20:29:12.086957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-16T20:29:12.087267] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-16T20:29:12.088076] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-16T20:29:12.088128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:12.088159] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:12.088186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:12.088241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:12.143808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:12.144471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:12.144550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:12.144602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:12.253829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:12.253971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:12.254007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:12.254036] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:12.257299] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=88.31%)
[2025-12-16T20:29:12.257561] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-16T20:29:12.257698] [INFO ] [sig       ] PERF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:12.400896] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PERF.txt
[2025-12-16T20:29:12.401138] [INFO ] [sig       ] [2496/3585] Completed PERF in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-16T20:29:12.401190] [INFO ] [sig       ] [2497/3585] Forecasting PERI...
[2025-12-16T20:29:12.401224] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-16T20:29:12.401255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-16T20:29:12.417362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-16T20:29:12.417945] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-16T20:29:12.419025] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-16T20:29:12.419090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:12.419138] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:12.419197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:12.419284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:12.490611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:12.491780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:12.491912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:12.491974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:12.613410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:12.613593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:12.613636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:12.613665] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:12.617298] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: UP (p=84.18%)
[2025-12-16T20:29:12.617648] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-16T20:29:12.617788] [INFO ] [sig       ] PERI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:12.766123] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PERI.txt
[2025-12-16T20:29:12.766306] [INFO ] [sig       ] [2497/3585] Completed PERI in 0.4s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-16T20:29:12.766352] [INFO ] [sig       ] [2498/3585] Forecasting PESI...
[2025-12-16T20:29:12.766385] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-16T20:29:12.766416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-16T20:29:12.778304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-16T20:29:12.778693] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-16T20:29:12.779508] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-16T20:29:12.779564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:12.779615] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:12.779642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:12.779696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:12.838333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:12.839268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:12.839360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:12.839393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:12.963462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:12.963642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:12.963684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:12.963750] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:12.967338] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: UP (p=95.89%)
[2025-12-16T20:29:12.967648] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-16T20:29:12.967779] [INFO ] [sig       ] PESI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:13.109549] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PESI.txt
[2025-12-16T20:29:13.109725] [INFO ] [sig       ] [2498/3585] Completed PESI in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-16T20:29:13.109765] [INFO ] [sig       ] [2499/3585] Forecasting PETS...
[2025-12-16T20:29:13.109796] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-16T20:29:13.109826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-16T20:29:13.120994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-16T20:29:13.121317] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-16T20:29:13.122109] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-16T20:29:13.122160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:13.122190] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:13.122216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:13.122285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:13.179709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:13.180617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:13.180711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:13.180747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:13.301791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:13.301957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:13.301999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:13.302028] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:13.305538] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=41.50%)
[2025-12-16T20:29:13.305857] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-16T20:29:13.305989] [INFO ] [sig       ] PETS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:13.455891] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PETS.txt
[2025-12-16T20:29:13.456049] [INFO ] [sig       ] [2499/3585] Completed PETS in 0.3s | 2.94 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-16T20:29:13.456090] [INFO ] [sig       ] [2500/3585] Forecasting PEY...
[2025-12-16T20:29:13.456120] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-16T20:29:13.456150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-16T20:29:13.467417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-16T20:29:13.467705] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-16T20:29:13.468468] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-16T20:29:13.468519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:13.468551] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:13.468597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:13.468656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:13.525416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:13.526064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:13.526144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:13.526177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:13.652274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:13.652427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:13.652469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:13.652498] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:13.655943] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: DOWN (p=31.62%)
[2025-12-16T20:29:13.656243] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-16T20:29:13.656372] [INFO ] [sig       ] PEY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:13.793389] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PEY.txt
[2025-12-16T20:29:13.793530] [INFO ] [sig       ] [2500/3585] Completed PEY in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-16T20:29:13.793599] [INFO ] [sig       ] [2501/3585] Forecasting PFBC...
[2025-12-16T20:29:13.793630] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-16T20:29:13.793661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-16T20:29:13.804488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-16T20:29:13.804772] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-16T20:29:13.805514] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-16T20:29:13.805565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:13.805621] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:13.805649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:13.805704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:13.862236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:13.862849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:13.862925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:13.862958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:13.977358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:13.977505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:13.977550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:13.977600] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:13.980938] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: UP (p=80.19%)
[2025-12-16T20:29:13.981205] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-16T20:29:13.981326] [INFO ] [sig       ] PFBC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:14.126858] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PFBC.txt
[2025-12-16T20:29:14.127022] [INFO ] [sig       ] [2501/3585] Completed PFBC in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-16T20:29:14.127074] [INFO ] [sig       ] [2502/3585] Forecasting PFD...
[2025-12-16T20:29:14.127105] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-16T20:29:14.127136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-16T20:29:14.140118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-16T20:29:14.140429] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-16T20:29:14.141224] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-16T20:29:14.141275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:14.141307] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:14.141334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:14.141431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:14.203400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:14.204277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:14.204360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:14.204392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:14.322738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:14.322888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:14.322928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:14.322957] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:14.326341] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=59.32%)
[2025-12-16T20:29:14.326625] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-16T20:29:14.326750] [INFO ] [sig       ] PFD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:14.466617] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PFD.txt
[2025-12-16T20:29:14.466772] [INFO ] [sig       ] [2502/3585] Completed PFD in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-16T20:29:14.466812] [INFO ] [sig       ] [2503/3585] Forecasting PFF...
[2025-12-16T20:29:14.466841] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-16T20:29:14.466871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-16T20:29:14.478914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-16T20:29:14.479293] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-16T20:29:14.480185] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-16T20:29:14.480245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:14.480279] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:14.480308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:14.480368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:14.536399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:14.537021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:14.537100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:14.537131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:14.661432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:14.661614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:14.661654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:14.661683] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:14.665091] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-16T20:29:14.665374] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-16T20:29:14.665517] [INFO ] [sig       ] PFF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:14.810123] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PFF.txt
[2025-12-16T20:29:14.810270] [INFO ] [sig       ] [2503/3585] Completed PFF in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-16T20:29:14.810309] [INFO ] [sig       ] [2504/3585] Forecasting PFG...
[2025-12-16T20:29:14.810338] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-16T20:29:14.810368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-16T20:29:14.821427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-16T20:29:14.821736] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-16T20:29:14.822493] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-16T20:29:14.822544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:14.822598] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:14.822628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:14.822684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:14.878887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:14.879505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:14.879605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:14.879640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:14.997403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:14.997565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:14.997624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:14.997652] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:15.000961] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=61.22%)
[2025-12-16T20:29:15.001225] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-16T20:29:15.001345] [INFO ] [sig       ] PFG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:15.139045] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PFG.txt
[2025-12-16T20:29:15.139208] [INFO ] [sig       ] [2504/3585] Completed PFG in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-16T20:29:15.139252] [INFO ] [sig       ] [2505/3585] Forecasting PFGC...
[2025-12-16T20:29:15.139282] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-16T20:29:15.139311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-16T20:29:15.150482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-16T20:29:15.150752] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-16T20:29:15.151474] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-16T20:29:15.151524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:15.151555] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:15.151601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:15.151659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:15.207607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:15.208183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:15.208283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:15.208316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:15.329824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:15.329976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:15.330014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:15.330043] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:15.333377] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-12-16T20:29:15.333662] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-16T20:29:15.333782] [INFO ] [sig       ] PFGC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:15.474175] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PFGC.txt
[2025-12-16T20:29:15.474353] [INFO ] [sig       ] [2505/3585] Completed PFGC in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-16T20:29:15.474397] [INFO ] [sig       ] [2506/3585] Forecasting PFH...
[2025-12-16T20:29:15.474435] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-16T20:29:15.474473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-16T20:29:15.486668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-16T20:29:15.487023] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-16T20:29:15.487943] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-16T20:29:15.488003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:15.488037] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:15.488066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:15.488123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:15.545172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:15.545843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:15.545932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:15.545967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:15.665330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:15.665486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:15.665529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:15.665559] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:15.668985] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=10.54%)
[2025-12-16T20:29:15.669289] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-16T20:29:15.669412] [INFO ] [sig       ] PFH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:15.807943] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PFH.txt
[2025-12-16T20:29:15.808071] [INFO ] [sig       ] [2506/3585] Completed PFH in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-16T20:29:15.808110] [INFO ] [sig       ] [2507/3585] Forecasting PFIS...
[2025-12-16T20:29:15.808138] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-16T20:29:15.808167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-16T20:29:15.819921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-16T20:29:15.820267] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-16T20:29:15.821183] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-16T20:29:15.821241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:15.821285] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:15.821317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:15.821374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:15.877378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:15.878142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:15.878220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:15.878252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:15.989622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:15.989767] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:29:15.989806] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:15.989833] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:15.993089] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: UP (p=82.59%)
[2025-12-16T20:29:15.993357] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-16T20:29:15.993476] [INFO ] [sig       ] PFIS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:16.147821] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PFIS.txt
[2025-12-16T20:29:16.147990] [INFO ] [sig       ] [2507/3585] Completed PFIS in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-16T20:29:16.148037] [INFO ] [sig       ] [2508/3585] Forecasting PFL...
[2025-12-16T20:29:16.148067] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-16T20:29:16.148097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-16T20:29:16.160152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-16T20:29:16.160501] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-16T20:29:16.161302] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-16T20:29:16.161353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:16.161385] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:16.161411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:16.161465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:16.216733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:16.217444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:16.217525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:16.217556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:16.334429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:16.334607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:16.334647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:16.334676] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:16.338036] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=5.02%)
[2025-12-16T20:29:16.338298] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-16T20:29:16.338415] [INFO ] [sig       ] PFL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:16.476425] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PFL.txt
[2025-12-16T20:29:16.476592] [INFO ] [sig       ] [2508/3585] Completed PFL in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-16T20:29:16.476632] [INFO ] [sig       ] [2509/3585] Forecasting PFM...
[2025-12-16T20:29:16.476662] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-16T20:29:16.476691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-16T20:29:16.488240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-16T20:29:16.488589] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-16T20:29:16.489351] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-16T20:29:16.489402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:16.489439] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:16.489471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:16.489565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:16.548300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:16.549126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:16.549228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:16.549262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:16.669189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:16.669336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:16.669375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:16.669403] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:16.672718] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: UP (p=63.53%)
[2025-12-16T20:29:16.672982] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-16T20:29:16.673101] [INFO ] [sig       ] PFM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:16.816879] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PFM.txt
[2025-12-16T20:29:16.817027] [INFO ] [sig       ] [2509/3585] Completed PFM in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-16T20:29:16.817067] [INFO ] [sig       ] [2510/3585] Forecasting PFN...
[2025-12-16T20:29:16.817097] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-16T20:29:16.817137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-16T20:29:16.828559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-16T20:29:16.828846] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-16T20:29:16.829684] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-16T20:29:16.829737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:16.829769] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:16.829796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:16.829852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:16.887006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:16.887724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:16.887806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:16.887840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:17.006424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:17.006563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:17.006620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:17.006649] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:17.009963] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=64.51%)
[2025-12-16T20:29:17.010229] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-16T20:29:17.010347] [INFO ] [sig       ] PFN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:17.146065] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PFN.txt
[2025-12-16T20:29:17.146187] [INFO ] [sig       ] [2510/3585] Completed PFN in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-16T20:29:17.146225] [INFO ] [sig       ] [2511/3585] Forecasting PFO...
[2025-12-16T20:29:17.146253] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-16T20:29:17.146283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-16T20:29:17.157461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-16T20:29:17.157798] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-16T20:29:17.158541] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-16T20:29:17.158611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:17.158643] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:17.158669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:17.158723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:17.214110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:17.214781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:17.214860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:17.214891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:17.326078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:17.326226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:17.326265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:17.326295] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:17.329842] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=56.92%)
[2025-12-16T20:29:17.330122] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-16T20:29:17.330247] [INFO ] [sig       ] PFO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:17.467728] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PFO.txt
[2025-12-16T20:29:17.467852] [INFO ] [sig       ] [2511/3585] Completed PFO in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-16T20:29:17.467891] [INFO ] [sig       ] [2512/3585] Forecasting PFS...
[2025-12-16T20:29:17.467920] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-16T20:29:17.467949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-16T20:29:17.479379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-16T20:29:17.479708] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-16T20:29:17.480438] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-16T20:29:17.480489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:17.480555] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:17.480613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:17.480696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:17.540646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:17.541392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:17.541476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:17.541510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:17.658696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:17.658854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:17.658893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:17.658921] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:17.662229] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=16.75%)
[2025-12-16T20:29:17.662501] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-16T20:29:17.662641] [INFO ] [sig       ] PFS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:17.797988] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PFS.txt
[2025-12-16T20:29:17.798117] [INFO ] [sig       ] [2512/3585] Completed PFS in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-16T20:29:17.798157] [INFO ] [sig       ] [2513/3585] Forecasting PFSI...
[2025-12-16T20:29:17.798187] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-16T20:29:17.798215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-16T20:29:17.810343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-16T20:29:17.810649] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-16T20:29:17.811403] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-16T20:29:17.811454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:17.811505] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:17.811570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:17.811700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:17.867103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:17.867836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:17.867917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:17.867949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:17.986658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:17.986802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:17.986840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:17.986868] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:17.990129] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2025-12-16T20:29:17.990390] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-16T20:29:17.990509] [INFO ] [sig       ] PFSI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:18.124429] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PFSI.txt
[2025-12-16T20:29:18.124565] [INFO ] [sig       ] [2513/3585] Completed PFSI in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-16T20:29:18.124623] [INFO ] [sig       ] [2514/3585] Forecasting PGC...
[2025-12-16T20:29:18.124653] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-16T20:29:18.124682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-16T20:29:18.135385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-16T20:29:18.135752] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-16T20:29:18.136514] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-16T20:29:18.136565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:18.136629] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:18.136656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:18.136710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:18.195823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:18.196704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:18.196784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:18.196816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:18.318604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:18.318756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:18.318795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:18.318823] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:18.322329] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-16T20:29:18.322635] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-16T20:29:18.322762] [INFO ] [sig       ] PGC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:18.472661] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PGC.txt
[2025-12-16T20:29:18.472968] [INFO ] [sig       ] [2514/3585] Completed PGC in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-16T20:29:18.473008] [INFO ] [sig       ] [2515/3585] Forecasting PGEN...
[2025-12-16T20:29:18.473066] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-16T20:29:18.473112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-16T20:29:18.485172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-16T20:29:18.485528] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-16T20:29:18.486523] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-16T20:29:18.486599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:18.486633] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:18.486660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:18.486716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:18.544686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:18.545418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:18.545498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:18.545531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:18.665996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:18.666132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:18.666169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:18.666252] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:18.669807] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: UP (p=92.32%)
[2025-12-16T20:29:18.670078] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-16T20:29:18.670203] [INFO ] [sig       ] PGEN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:18.807911] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PGEN.txt
[2025-12-16T20:29:18.808043] [INFO ] [sig       ] [2515/3585] Completed PGEN in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-16T20:29:18.808091] [INFO ] [sig       ] [2516/3585] Forecasting PGJ...
[2025-12-16T20:29:18.808123] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-16T20:29:18.808155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-16T20:29:18.818896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-16T20:29:18.819204] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-16T20:29:18.820002] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-16T20:29:18.820052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:18.820084] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:18.820110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:18.820164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:18.878010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:18.878720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:18.878797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:18.878828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:18.998340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:18.998478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:18.998514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:18.998549] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:19.001871] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2025-12-16T20:29:19.002131] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-16T20:29:19.002249] [INFO ] [sig       ] PGJ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:19.138866] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PGJ.txt
[2025-12-16T20:29:19.138985] [INFO ] [sig       ] [2516/3585] Completed PGJ in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-16T20:29:19.139024] [INFO ] [sig       ] [2517/3585] Forecasting PGNY...
[2025-12-16T20:29:19.139053] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-16T20:29:19.139081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-16T20:29:19.150410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-16T20:29:19.150723] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-16T20:29:19.151479] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-16T20:29:19.151542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:19.151606] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:19.151644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:19.151715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:19.207862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:19.208448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:19.208524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:19.208555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:19.323051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:19.323186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:19.323224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:19.323252] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:19.326487] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: DOWN (p=4.77%)
[2025-12-16T20:29:19.326768] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-16T20:29:19.326887] [INFO ] [sig       ] PGNY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:19.463483] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PGNY.txt
[2025-12-16T20:29:19.463642] [INFO ] [sig       ] [2517/3585] Completed PGNY in 0.3s | 2.94 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-16T20:29:19.463685] [INFO ] [sig       ] [2518/3585] Forecasting PGP...
[2025-12-16T20:29:19.463713] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-16T20:29:19.463744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-16T20:29:19.475149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-16T20:29:19.475498] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-16T20:29:19.476328] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-16T20:29:19.476380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:19.476413] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:19.476441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:19.476498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:19.532101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:19.532754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:19.532831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:19.532863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:19.648428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:19.648593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:19.648634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:19.648662] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:19.652008] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=74.11%)
[2025-12-16T20:29:19.652270] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-16T20:29:19.652387] [INFO ] [sig       ] PGP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:19.792330] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PGP.txt
[2025-12-16T20:29:19.792474] [INFO ] [sig       ] [2518/3585] Completed PGP in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-16T20:29:19.792518] [INFO ] [sig       ] [2519/3585] Forecasting PGRE...
[2025-12-16T20:29:19.792548] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-12-16T20:29:19.792599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-12-16T20:29:19.803963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGRE'.
[2025-12-16T20:29:19.804264] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-12-16T20:29:19.805059] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-12-16T20:29:19.805109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:19.805141] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:19.805168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:19.805223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:19.861889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:19.862511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:19.862625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:19.862669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:19.980582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:19.980700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:19.980737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:19.980781] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:19.983960] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: UP (p=89.11%)
[2025-12-16T20:29:19.984221] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-12-16T20:29:19.984337] [INFO ] [sig       ] PGRE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:20.119275] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PGRE.txt
[2025-12-16T20:29:20.119387] [INFO ] [sig       ] [2519/3585] Completed PGRE in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-16T20:29:20.119426] [INFO ] [sig       ] [2520/3585] Forecasting PGY...
[2025-12-16T20:29:20.119455] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-16T20:29:20.119484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-16T20:29:20.131036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-16T20:29:20.131315] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-16T20:29:20.132095] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-16T20:29:20.132146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:20.132178] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:20.132204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:20.132261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:20.188673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:20.189287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:20.189364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:20.189396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:20.305954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:20.306077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:20.306112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:20.306140] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:20.309369] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-12-16T20:29:20.309646] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-16T20:29:20.309767] [INFO ] [sig       ] PGY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:20.445889] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PGY.txt
[2025-12-16T20:29:20.445999] [INFO ] [sig       ] [2520/3585] Completed PGY in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-16T20:29:20.446036] [INFO ] [sig       ] [2521/3585] Forecasting PGZ...
[2025-12-16T20:29:20.446065] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-16T20:29:20.446094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-16T20:29:20.457496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-16T20:29:20.457853] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-16T20:29:20.458633] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-16T20:29:20.458684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:20.458715] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:20.458742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:20.458798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:20.515763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:20.516341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:20.516419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:20.516462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:20.632055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:20.632183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:20.632220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:20.632248] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:20.635488] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=88.07%)
[2025-12-16T20:29:20.635768] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-16T20:29:20.635887] [INFO ] [sig       ] PGZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:20.777927] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PGZ.txt
[2025-12-16T20:29:20.778042] [INFO ] [sig       ] [2521/3585] Completed PGZ in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-16T20:29:20.778080] [INFO ] [sig       ] [2522/3585] Forecasting PH...
[2025-12-16T20:29:20.778110] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-16T20:29:20.778139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-16T20:29:20.788951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-16T20:29:20.789259] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-16T20:29:20.790057] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-16T20:29:20.790107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:20.790138] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:20.790164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:20.790219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:20.845449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:20.846055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:20.846129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:20.846185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:20.963312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:20.963430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:20.963466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:20.963494] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:20.966669] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=42.63%)
[2025-12-16T20:29:20.966927] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-16T20:29:20.967044] [INFO ] [sig       ] PH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:21.110856] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PH.txt
[2025-12-16T20:29:21.110971] [INFO ] [sig       ] [2522/3585] Completed PH in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-16T20:29:21.111009] [INFO ] [sig       ] [2523/3585] Forecasting PHG...
[2025-12-16T20:29:21.111038] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-16T20:29:21.111069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-16T20:29:21.122371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-16T20:29:21.122664] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-16T20:29:21.123394] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-16T20:29:21.123444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:21.123475] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:21.123502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:21.123566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:21.180676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:21.181292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:21.181371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:21.181402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:21.303197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:21.303315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:21.303352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:21.303380] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:21.306594] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=31.42%)
[2025-12-16T20:29:21.306857] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-16T20:29:21.306973] [INFO ] [sig       ] PHG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:21.446046] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PHG.txt
[2025-12-16T20:29:21.446156] [INFO ] [sig       ] [2523/3585] Completed PHG in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-16T20:29:21.446195] [INFO ] [sig       ] [2524/3585] Forecasting PHI...
[2025-12-16T20:29:21.446225] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-16T20:29:21.446254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-16T20:29:21.457230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-16T20:29:21.457527] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-16T20:29:21.458306] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-16T20:29:21.458359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:21.458392] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:21.458419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:21.458475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:21.515515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:21.516376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:21.516459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:21.516491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:21.631926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:21.632069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:21.632107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:21.632135] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:21.635491] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=17.28%)
[2025-12-16T20:29:21.635768] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-16T20:29:21.635887] [INFO ] [sig       ] PHI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:21.772724] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PHI.txt
[2025-12-16T20:29:21.772850] [INFO ] [sig       ] [2524/3585] Completed PHI in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-16T20:29:21.772890] [INFO ] [sig       ] [2525/3585] Forecasting PHIN...
[2025-12-16T20:29:21.772921] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-16T20:29:21.772951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-16T20:29:21.783983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-16T20:29:21.784314] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-16T20:29:21.785089] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-16T20:29:21.785152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:21.785184] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:21.785211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:21.785266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:21.843324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:21.844180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:21.844267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:21.844301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:21.966111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:21.966262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:21.966301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:21.966329] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:21.969920] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=15.01%)
[2025-12-16T20:29:21.970203] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-16T20:29:21.970328] [INFO ] [sig       ] PHIN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:22.114994] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PHIN.txt
[2025-12-16T20:29:22.115192] [INFO ] [sig       ] [2525/3585] Completed PHIN in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-16T20:29:22.115236] [INFO ] [sig       ] [2526/3585] Forecasting PHIO...
[2025-12-16T20:29:22.115268] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-16T20:29:22.115299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-16T20:29:22.126190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-16T20:29:22.126456] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-16T20:29:22.127215] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-16T20:29:22.127265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:22.127296] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:22.127322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:22.127378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:22.183370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:22.184007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:22.184104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:22.184146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:22.305219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:22.305368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:22.305407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:22.305445] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:22.308802] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-12-16T20:29:22.309070] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-16T20:29:22.309217] [INFO ] [sig       ] PHIO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:22.448065] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PHIO.txt
[2025-12-16T20:29:22.448228] [INFO ] [sig       ] [2526/3585] Completed PHIO in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-16T20:29:22.448267] [INFO ] [sig       ] [2527/3585] Forecasting PHK...
[2025-12-16T20:29:22.448298] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-16T20:29:22.448329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-16T20:29:22.459517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-16T20:29:22.459831] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-16T20:29:22.460691] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-16T20:29:22.460744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:22.460776] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:22.460802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:22.460858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:22.516959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:22.517559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:22.517655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:22.517687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:22.634383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:22.634502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:22.634538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:22.634566] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:22.637870] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2025-12-16T20:29:22.638133] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-16T20:29:22.638251] [INFO ] [sig       ] PHK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:22.775329] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PHK.txt
[2025-12-16T20:29:22.775438] [INFO ] [sig       ] [2527/3585] Completed PHK in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-16T20:29:22.775476] [INFO ] [sig       ] [2528/3585] Forecasting PHM...
[2025-12-16T20:29:22.775506] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-16T20:29:22.775535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-16T20:29:22.786601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-16T20:29:22.786886] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-16T20:29:22.787640] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-16T20:29:22.787690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:22.787722] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:22.787747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:22.787802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:22.843557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:22.844157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:22.844235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:22.844266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:22.962592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:22.962728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:22.962765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:22.962793] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:22.966034] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2025-12-16T20:29:22.966305] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-16T20:29:22.966428] [INFO ] [sig       ] PHM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:23.103346] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PHM.txt
[2025-12-16T20:29:23.103467] [INFO ] [sig       ] [2528/3585] Completed PHM in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-16T20:29:23.103504] [INFO ] [sig       ] [2529/3585] Forecasting PHO...
[2025-12-16T20:29:23.103534] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-16T20:29:23.103563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-16T20:29:23.114304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-16T20:29:23.114589] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-16T20:29:23.115324] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-16T20:29:23.115373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:23.115430] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:23.115458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:23.115513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:23.171425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:23.172081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:23.172163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:23.172196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:23.290961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:23.291096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:23.291135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:23.291165] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:23.294552] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2025-12-16T20:29:23.294839] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-16T20:29:23.294962] [INFO ] [sig       ] PHO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:23.438075] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PHO.txt
[2025-12-16T20:29:23.438185] [INFO ] [sig       ] [2529/3585] Completed PHO in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-16T20:29:23.438222] [INFO ] [sig       ] [2530/3585] Forecasting PHUN...
[2025-12-16T20:29:23.438252] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-16T20:29:23.438281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-16T20:29:23.449144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-16T20:29:23.449444] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-16T20:29:23.450226] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-16T20:29:23.450277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:23.450308] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:23.450334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:23.450389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:23.508043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:23.508661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:23.508742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:23.508775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:23.628205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:23.628358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:23.628397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:23.628425] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:23.631731] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2025-12-16T20:29:23.632008] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-16T20:29:23.632126] [INFO ] [sig       ] PHUN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:23.773977] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PHUN.txt
[2025-12-16T20:29:23.774103] [INFO ] [sig       ] [2530/3585] Completed PHUN in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-16T20:29:23.774141] [INFO ] [sig       ] [2531/3585] Forecasting PHVS...
[2025-12-16T20:29:23.774170] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-16T20:29:23.774199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-16T20:29:23.785844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-16T20:29:23.786146] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-16T20:29:23.786952] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-16T20:29:23.787004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:23.787036] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:23.787063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:23.787118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:23.843034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:23.843635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:23.843710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:23.843741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:23.966462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:23.966600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:23.966640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:23.966669] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:23.970010] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: UP (p=71.90%)
[2025-12-16T20:29:23.970281] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-16T20:29:23.970402] [INFO ] [sig       ] PHVS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:24.109628] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PHVS.txt
[2025-12-16T20:29:24.109764] [INFO ] [sig       ] [2531/3585] Completed PHVS in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-16T20:29:24.109808] [INFO ] [sig       ] [2532/3585] Forecasting PI...
[2025-12-16T20:29:24.109842] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-16T20:29:24.109872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-16T20:29:24.121943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-16T20:29:24.122213] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-16T20:29:24.122993] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-16T20:29:24.123044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:24.123074] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:24.123101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:24.123156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:24.181541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:24.182231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:24.182314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:24.182347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:24.308480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:24.308667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:24.308708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:24.308788] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:24.312284] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: UP (p=53.19%)
[2025-12-16T20:29:24.312556] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-16T20:29:24.312716] [INFO ] [sig       ] PI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:24.450545] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PI.txt
[2025-12-16T20:29:24.450706] [INFO ] [sig       ] [2532/3585] Completed PI in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-16T20:29:24.450754] [INFO ] [sig       ] [2533/3585] Forecasting PID...
[2025-12-16T20:29:24.450790] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-16T20:29:24.450826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-16T20:29:24.461978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-16T20:29:24.462260] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-16T20:29:24.463082] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-16T20:29:24.463135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:24.463168] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:24.463195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:24.463251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:24.520414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:24.521112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:24.521196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:24.521227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:24.642712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:24.642845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:24.642883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:24.642912] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:24.646198] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: UP (p=84.38%)
[2025-12-16T20:29:24.646462] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-16T20:29:24.646601] [INFO ] [sig       ] PID: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:24.785888] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PID.txt
[2025-12-16T20:29:24.786002] [INFO ] [sig       ] [2533/3585] Completed PID in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-16T20:29:24.786040] [INFO ] [sig       ] [2534/3585] Forecasting PIE...
[2025-12-16T20:29:24.786071] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-16T20:29:24.786100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-16T20:29:24.797629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-16T20:29:24.797954] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-16T20:29:24.798706] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-16T20:29:24.798757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:24.798790] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:24.798818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:24.798876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:24.856381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:24.857232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:24.857311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:24.857342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:24.970742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:24.970889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:24.970928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:24.970958] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:24.974342] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: DOWN (p=38.17%)
[2025-12-16T20:29:24.974639] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-16T20:29:24.974788] [INFO ] [sig       ] PIE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:25.112795] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PIE.txt
[2025-12-16T20:29:25.112929] [INFO ] [sig       ] [2534/3585] Completed PIE in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-16T20:29:25.112979] [INFO ] [sig       ] [2535/3585] Forecasting PII...
[2025-12-16T20:29:25.113016] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-16T20:29:25.113067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-16T20:29:25.123863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-16T20:29:25.124151] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-16T20:29:25.124954] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-16T20:29:25.125005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:25.125036] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:25.125062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:25.125116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:25.184285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:25.185097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:25.185179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:25.185212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:25.308832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:25.308986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:25.309023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:25.309051] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:25.312790] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=39.93%)
[2025-12-16T20:29:25.313065] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-16T20:29:25.313189] [INFO ] [sig       ] PII: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:25.457386] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PII.txt
[2025-12-16T20:29:25.457513] [INFO ] [sig       ] [2535/3585] Completed PII in 0.3s | 2.94 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-16T20:29:25.457550] [INFO ] [sig       ] [2536/3585] Forecasting PIM...
[2025-12-16T20:29:25.457598] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-16T20:29:25.457630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-16T20:29:25.468618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-16T20:29:25.468925] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-16T20:29:25.469724] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-16T20:29:25.469785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:25.469835] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:25.469867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:25.469923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:25.526999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:25.527629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:25.527720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:25.527760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:25.641005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:25.641135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:25.641171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:25.641200] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:25.644520] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=88.27%)
[2025-12-16T20:29:25.644808] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-16T20:29:25.644929] [INFO ] [sig       ] PIM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:25.782681] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PIM.txt
[2025-12-16T20:29:25.782805] [INFO ] [sig       ] [2536/3585] Completed PIM in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-16T20:29:25.782841] [INFO ] [sig       ] [2537/3585] Forecasting PINE...
[2025-12-16T20:29:25.782869] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-16T20:29:25.782899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-16T20:29:25.794087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-16T20:29:25.794349] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-16T20:29:25.795101] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-16T20:29:25.795152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:25.795183] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:25.795209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:25.795264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:25.850623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:25.851248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:25.851325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:25.851357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:25.969868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:25.969984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:25.970021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:25.970048] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:25.973292] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=60.16%)
[2025-12-16T20:29:25.973561] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-16T20:29:25.973700] [INFO ] [sig       ] PINE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:26.110267] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PINE.txt
[2025-12-16T20:29:26.110379] [INFO ] [sig       ] [2537/3585] Completed PINE in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-16T20:29:26.110415] [INFO ] [sig       ] [2538/3585] Forecasting PINS...
[2025-12-16T20:29:26.110446] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-16T20:29:26.110475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-16T20:29:26.121462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-16T20:29:26.121759] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-16T20:29:26.122493] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-16T20:29:26.122543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:26.122602] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:26.122632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:26.122696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:26.183850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:26.184501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:26.184596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:26.184632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:26.310917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:26.311062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:26.311100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:26.311128] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:26.314391] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=71.88%)
[2025-12-16T20:29:26.314672] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-16T20:29:26.314795] [INFO ] [sig       ] PINS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:26.454070] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PINS.txt
[2025-12-16T20:29:26.454187] [INFO ] [sig       ] [2538/3585] Completed PINS in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-16T20:29:26.454225] [INFO ] [sig       ] [2539/3585] Forecasting PK...
[2025-12-16T20:29:26.454254] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-16T20:29:26.454284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-16T20:29:26.465563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-16T20:29:26.465855] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-16T20:29:26.466635] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-16T20:29:26.466687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:26.466724] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:26.466759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:26.466827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:26.524995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:26.525611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:26.525715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:26.525750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:26.648692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:26.648829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:26.648867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:26.648906] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:26.652256] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2025-12-16T20:29:26.652524] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-16T20:29:26.652667] [INFO ] [sig       ] PK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:26.788895] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PK.txt
[2025-12-16T20:29:26.789044] [INFO ] [sig       ] [2539/3585] Completed PK in 0.3s | 2.94 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-16T20:29:26.789082] [INFO ] [sig       ] [2540/3585] Forecasting PKBK...
[2025-12-16T20:29:26.789118] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-16T20:29:26.789171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-16T20:29:26.800454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-16T20:29:26.800801] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-16T20:29:26.801531] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-16T20:29:26.801599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:26.801633] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:26.801660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:26.801716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:26.856926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:26.857547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:26.857644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:26.857676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:26.975269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:26.975375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:26.975410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:26.975439] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:26.978524] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=75.11%)
[2025-12-16T20:29:26.978796] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-16T20:29:26.978914] [INFO ] [sig       ] PKBK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:27.113373] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PKBK.txt
[2025-12-16T20:29:27.113480] [INFO ] [sig       ] [2540/3585] Completed PKBK in 0.3s | 2.95 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-16T20:29:27.113517] [INFO ] [sig       ] [2541/3585] Forecasting PKE...
[2025-12-16T20:29:27.113546] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-16T20:29:27.113593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-16T20:29:27.124629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-16T20:29:27.124892] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-16T20:29:27.125641] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-16T20:29:27.125698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:27.125730] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:27.125756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:27.125811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:27.180828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:27.181409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:27.181487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:27.181518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:27.301794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:27.301955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:27.301998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:27.302028] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:27.305458] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-12-16T20:29:27.305793] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-16T20:29:27.305947] [INFO ] [sig       ] PKE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:27.445072] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PKE.txt
[2025-12-16T20:29:27.445196] [INFO ] [sig       ] [2541/3585] Completed PKE in 0.3s | 2.95 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-16T20:29:27.445234] [INFO ] [sig       ] [2542/3585] Forecasting PKG...
[2025-12-16T20:29:27.445264] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-16T20:29:27.445293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-16T20:29:27.456777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-16T20:29:27.457047] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-16T20:29:27.457791] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-16T20:29:27.457841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:27.457872] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:27.457898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:27.457953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:27.517038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:27.517646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:27.517727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:27.517766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:27.636099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:27.636206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:27.636241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:27.636269] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:27.639397] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=32.92%)
[2025-12-16T20:29:27.639676] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-16T20:29:27.639796] [INFO ] [sig       ] PKG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:27.775254] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PKG.txt
[2025-12-16T20:29:27.775398] [INFO ] [sig       ] [2542/3585] Completed PKG in 0.3s | 2.95 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-16T20:29:27.775437] [INFO ] [sig       ] [2543/3585] Forecasting PKOH...
[2025-12-16T20:29:27.775466] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-16T20:29:27.775495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-16T20:29:27.786814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-16T20:29:27.787185] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-16T20:29:27.787979] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-16T20:29:27.788035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:27.788067] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:27.788094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:27.788149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:27.844605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:27.845471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:27.845566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:27.845626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:27.958456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:27.958633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:27.958674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:27.958720] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:27.962036] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-12-16T20:29:27.962308] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-16T20:29:27.962432] [INFO ] [sig       ] PKOH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:28.098046] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PKOH.txt
[2025-12-16T20:29:28.098170] [INFO ] [sig       ] [2543/3585] Completed PKOH in 0.3s | 2.95 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-16T20:29:28.098209] [INFO ] [sig       ] [2544/3585] Forecasting PKX...
[2025-12-16T20:29:28.098238] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-16T20:29:28.098267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-16T20:29:28.109142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-16T20:29:28.109418] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-16T20:29:28.110221] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-16T20:29:28.110272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:28.110304] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:28.110331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:28.110386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:28.166780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:28.167436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:28.167514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:28.167545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:28.283785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:28.283894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:28.283929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:28.283957] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:28.287081] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: UP (p=74.80%)
[2025-12-16T20:29:28.287340] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-16T20:29:28.287458] [INFO ] [sig       ] PKX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:28.424847] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PKX.txt
[2025-12-16T20:29:28.424961] [INFO ] [sig       ] [2544/3585] Completed PKX in 0.3s | 2.95 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-16T20:29:28.424999] [INFO ] [sig       ] [2545/3585] Forecasting PL...
[2025-12-16T20:29:28.425027] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-16T20:29:28.425056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-16T20:29:28.436429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-16T20:29:28.436713] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-16T20:29:28.437449] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-16T20:29:28.437499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:28.437531] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:28.437557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:28.437632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:28.493430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:28.494049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:28.494126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:28.494172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:28.613833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:28.613935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:28.613971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:28.613999] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:28.617132] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: DOWN (p=30.04%)
[2025-12-16T20:29:28.617390] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-16T20:29:28.617507] [INFO ] [sig       ] PL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:28.756987] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PL.txt
[2025-12-16T20:29:28.757111] [INFO ] [sig       ] [2545/3585] Completed PL in 0.3s | 2.95 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-16T20:29:28.757149] [INFO ] [sig       ] [2546/3585] Forecasting PLAB...
[2025-12-16T20:29:28.757178] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-16T20:29:28.757207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-16T20:29:28.768383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-16T20:29:28.768706] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-16T20:29:28.769465] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-16T20:29:28.769516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:28.769590] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:28.769621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:28.769678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:28.826105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:28.826793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:28.826885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:28.826924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:28.953354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:28.953487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:28.953523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:28.953551] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:28.956800] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: DOWN (p=24.14%)
[2025-12-16T20:29:28.957064] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-16T20:29:28.957182] [INFO ] [sig       ] PLAB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:29.093682] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PLAB.txt
[2025-12-16T20:29:29.093808] [INFO ] [sig       ] [2546/3585] Completed PLAB in 0.3s | 2.95 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-16T20:29:29.093855] [INFO ] [sig       ] [2547/3585] Forecasting PLAY...
[2025-12-16T20:29:29.093891] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-16T20:29:29.093925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-16T20:29:29.105558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-16T20:29:29.105855] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-16T20:29:29.106601] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-16T20:29:29.106652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:29.106683] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:29.106709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:29.106785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:29.162863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:29.163447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:29.163524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:29.163555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:29.283519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:29.283646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:29.283684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:29.283711] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:29.286838] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2025-12-16T20:29:29.287097] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-16T20:29:29.287215] [INFO ] [sig       ] PLAY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:29.424709] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PLAY.txt
[2025-12-16T20:29:29.424861] [INFO ] [sig       ] [2547/3585] Completed PLAY in 0.3s | 2.95 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-16T20:29:29.424909] [INFO ] [sig       ] [2548/3585] Forecasting PLBC...
[2025-12-16T20:29:29.424941] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-16T20:29:29.424971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-16T20:29:29.435836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-16T20:29:29.436141] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-16T20:29:29.436902] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-16T20:29:29.436954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:29.436986] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:29.437013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:29.437068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:29.492879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:29.493460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:29.493537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:29.493569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:29.597363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:29.597484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:29.597520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:29.597548] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:29.600821] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-12-16T20:29:29.601101] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-16T20:29:29.601217] [INFO ] [sig       ] PLBC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:29.739553] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PLBC.txt
[2025-12-16T20:29:29.739723] [INFO ] [sig       ] [2548/3585] Completed PLBC in 0.3s | 2.95 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-16T20:29:29.739764] [INFO ] [sig       ] [2549/3585] Forecasting PLBY...
[2025-12-16T20:29:29.739793] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-16T20:29:29.739825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-16T20:29:29.751359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-16T20:29:29.751705] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-16T20:29:29.752465] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-16T20:29:29.752523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:29.752566] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:29.752622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:29.752679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:29.811714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:29.812610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:29.812697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:29.812729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:29.931498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:29.931652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:29.931690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:29.931749] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:29.935084] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=9.64%)
[2025-12-16T20:29:29.935350] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-16T20:29:29.935469] [INFO ] [sig       ] PLBY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:30.070482] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PLBY.txt
[2025-12-16T20:29:30.070640] [INFO ] [sig       ] [2549/3585] Completed PLBY in 0.3s | 2.95 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-16T20:29:30.070683] [INFO ] [sig       ] [2550/3585] Forecasting PLCE...
[2025-12-16T20:29:30.070712] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-16T20:29:30.070741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-16T20:29:30.081837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-16T20:29:30.082108] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-16T20:29:30.082864] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-16T20:29:30.082915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:30.082946] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:30.082972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:30.083028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:30.138381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:30.139074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:30.139169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:30.139202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:30.264535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:30.264686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:30.264722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:30.264750] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:30.267997] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: DOWN (p=32.20%)
[2025-12-16T20:29:30.268262] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-16T20:29:30.268382] [INFO ] [sig       ] PLCE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:30.404824] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PLCE.txt
[2025-12-16T20:29:30.404943] [INFO ] [sig       ] [2550/3585] Completed PLCE in 0.3s | 2.95 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-16T20:29:30.404981] [INFO ] [sig       ] [2551/3585] Forecasting PLD...
[2025-12-16T20:29:30.405011] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-16T20:29:30.405052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-16T20:29:30.416795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-16T20:29:30.417094] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-16T20:29:30.417876] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-16T20:29:30.417928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:30.417960] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:30.417986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:30.418043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:30.475009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:30.475786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:30.475885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:30.475932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:30.602564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:30.602719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:30.602757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:30.602790] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:30.606072] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-12-16T20:29:30.606334] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-16T20:29:30.606451] [INFO ] [sig       ] PLD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:30.749608] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PLD.txt
[2025-12-16T20:29:30.749740] [INFO ] [sig       ] [2551/3585] Completed PLD in 0.3s | 2.95 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-16T20:29:30.749779] [INFO ] [sig       ] [2552/3585] Forecasting PLPC...
[2025-12-16T20:29:30.749814] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-16T20:29:30.749850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-16T20:29:30.762876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-16T20:29:30.763324] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-16T20:29:30.764328] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-16T20:29:30.764393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:30.764437] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:30.764474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:30.764551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:30.825551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:30.826361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:30.826441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:30.826473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:30.939338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:30.939463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:30.939500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:30.939528] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:30.942851] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: UP (p=90.80%)
[2025-12-16T20:29:30.943133] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-16T20:29:30.943252] [INFO ] [sig       ] PLPC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:31.078562] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PLPC.txt
[2025-12-16T20:29:31.078702] [INFO ] [sig       ] [2552/3585] Completed PLPC in 0.3s | 2.95 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-16T20:29:31.078741] [INFO ] [sig       ] [2553/3585] Forecasting PLRX...
[2025-12-16T20:29:31.078771] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-16T20:29:31.078800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-16T20:29:31.090489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-16T20:29:31.090788] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-16T20:29:31.091522] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-16T20:29:31.091598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:31.091633] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:31.091660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:31.091716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:31.146926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:31.147513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:31.147605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:31.147640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:31.264077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:31.264228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:31.264268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:31.264297] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:31.267696] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=90.32%)
[2025-12-16T20:29:31.267981] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-16T20:29:31.268106] [INFO ] [sig       ] PLRX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:31.407448] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PLRX.txt
[2025-12-16T20:29:31.407558] [INFO ] [sig       ] [2553/3585] Completed PLRX in 0.3s | 2.95 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-16T20:29:31.407613] [INFO ] [sig       ] [2554/3585] Forecasting PLSE...
[2025-12-16T20:29:31.407645] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-16T20:29:31.407674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-16T20:29:31.419446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-16T20:29:31.419741] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-16T20:29:31.420509] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-16T20:29:31.420560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:31.420612] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:31.420642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:31.420698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:31.476965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:31.477538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:31.477630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:31.477663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:31.602956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:31.603112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:31.603150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:31.603178] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:31.606796] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=95.22%)
[2025-12-16T20:29:31.607162] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-16T20:29:31.607306] [INFO ] [sig       ] PLSE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:31.748035] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PLSE.txt
[2025-12-16T20:29:31.748197] [INFO ] [sig       ] [2554/3585] Completed PLSE in 0.3s | 2.95 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-16T20:29:31.748235] [INFO ] [sig       ] [2555/3585] Forecasting PLTK...
[2025-12-16T20:29:31.748264] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-16T20:29:31.748295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-16T20:29:31.761035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-16T20:29:31.761643] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-16T20:29:31.762693] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-16T20:29:31.762749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:31.762781] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:31.762808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:31.762863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:31.823236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:31.824157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:31.824252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:31.824285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:31.947986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:31.948143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:31.948181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:31.948210] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:31.951710] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=99.95%)
[2025-12-16T20:29:31.952059] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-16T20:29:31.952197] [INFO ] [sig       ] PLTK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:32.095904] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PLTK.txt
[2025-12-16T20:29:32.096054] [INFO ] [sig       ] [2555/3585] Completed PLTK in 0.3s | 2.95 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-16T20:29:32.096093] [INFO ] [sig       ] [2556/3585] Forecasting PLUG...
[2025-12-16T20:29:32.096122] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-16T20:29:32.096153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-16T20:29:32.107639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-16T20:29:32.107890] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-16T20:29:32.108668] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-16T20:29:32.108720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:32.108751] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:32.108779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:32.108835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:32.163702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:32.164269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:32.164369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:32.164402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:32.287403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:32.287542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:32.287596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:32.287628] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:32.290911] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: DOWN (p=4.81%)
[2025-12-16T20:29:32.291175] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-16T20:29:32.291296] [INFO ] [sig       ] PLUG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:32.427098] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PLUG.txt
[2025-12-16T20:29:32.427208] [INFO ] [sig       ] [2556/3585] Completed PLUG in 0.3s | 2.95 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-16T20:29:32.427245] [INFO ] [sig       ] [2557/3585] Forecasting PLUS...
[2025-12-16T20:29:32.427275] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-16T20:29:32.427304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-16T20:29:32.437859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-16T20:29:32.438120] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-16T20:29:32.438882] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-16T20:29:32.438934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:32.438965] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:32.438992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:32.439048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:32.495136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:32.495776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:32.495854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:32.495886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:32.633397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:32.633543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:32.633598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:32.633630] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:32.637018] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: DOWN (p=15.33%)
[2025-12-16T20:29:32.637293] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-16T20:29:32.637420] [INFO ] [sig       ] PLUS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:32.783189] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PLUS.txt
[2025-12-16T20:29:32.783366] [INFO ] [sig       ] [2557/3585] Completed PLUS in 0.4s | 2.95 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-16T20:29:32.783418] [INFO ] [sig       ] [2558/3585] Forecasting PLXS...
[2025-12-16T20:29:32.783461] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-16T20:29:32.783498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-16T20:29:32.795427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-16T20:29:32.795724] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-16T20:29:32.796464] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-16T20:29:32.796514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:32.796546] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:32.796590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:32.796649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:32.861886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:32.862519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:32.862614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:32.862648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:32.988719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:32.988867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:32.988906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:32.988934] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:32.992267] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: UP (p=94.71%)
[2025-12-16T20:29:32.992531] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-16T20:29:32.992668] [INFO ] [sig       ] PLXS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:33.128466] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PLXS.txt
[2025-12-16T20:29:33.128612] [INFO ] [sig       ] [2558/3585] Completed PLXS in 0.3s | 2.95 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-16T20:29:33.128655] [INFO ] [sig       ] [2559/3585] Forecasting PLYM...
[2025-12-16T20:29:33.128685] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-16T20:29:33.128714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-16T20:29:33.140009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-16T20:29:33.140265] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-16T20:29:33.141038] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-16T20:29:33.141090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:33.141124] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:33.141152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:33.141209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:33.198172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:33.198779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:33.198857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:33.198890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:33.320470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:33.320644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:33.320684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:33.320714] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:33.324513] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=17.04%)
[2025-12-16T20:29:33.324879] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-16T20:29:33.325032] [INFO ] [sig       ] PLYM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:33.477265] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PLYM.txt
[2025-12-16T20:29:33.477446] [INFO ] [sig       ] [2559/3585] Completed PLYM in 0.3s | 2.95 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-16T20:29:33.477488] [INFO ] [sig       ] [2560/3585] Forecasting PM...
[2025-12-16T20:29:33.477518] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-16T20:29:33.477547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-16T20:29:33.489241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-16T20:29:33.489516] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-16T20:29:33.490331] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-16T20:29:33.490392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:33.490426] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:33.490454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:33.490510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:33.548100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:33.548715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:33.548794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:33.548826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:33.673623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:33.673723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:33.673758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:33.673786] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:33.676901] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: UP (p=55.49%)
[2025-12-16T20:29:33.677154] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-16T20:29:33.677271] [INFO ] [sig       ] PM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:33.813747] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PM.txt
[2025-12-16T20:29:33.813856] [INFO ] [sig       ] [2560/3585] Completed PM in 0.3s | 2.95 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-16T20:29:33.813894] [INFO ] [sig       ] [2561/3585] Forecasting PMAX...
[2025-12-16T20:29:33.813923] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-16T20:29:33.813953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-16T20:29:33.825948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-16T20:29:33.826249] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-16T20:29:33.827009] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-16T20:29:33.827060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:33.827090] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:33.827117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:33.827172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:33.883086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:33.883689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:33.883765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:33.883796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:33.998638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:33.998736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:33.998774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:33.998802] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:34.001997] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: DOWN (p=22.34%)
[2025-12-16T20:29:34.002253] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-16T20:29:34.002370] [INFO ] [sig       ] PMAX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:34.140026] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PMAX.txt
[2025-12-16T20:29:34.140144] [INFO ] [sig       ] [2561/3585] Completed PMAX in 0.3s | 2.95 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-16T20:29:34.140180] [INFO ] [sig       ] [2562/3585] Forecasting PML...
[2025-12-16T20:29:34.140209] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-16T20:29:34.140237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-16T20:29:34.151698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-16T20:29:34.151956] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-16T20:29:34.152713] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-16T20:29:34.152763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:34.152795] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:34.152821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:34.152878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:34.209342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:34.209956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:34.210049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:34.210083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:34.335677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:34.335790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:34.335825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:34.335853] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:34.339647] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: UP (p=92.42%)
[2025-12-16T20:29:34.339921] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-16T20:29:34.340069] [INFO ] [sig       ] PML: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:34.483707] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PML.txt
[2025-12-16T20:29:34.483814] [INFO ] [sig       ] [2562/3585] Completed PML in 0.3s | 2.95 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-16T20:29:34.483851] [INFO ] [sig       ] [2563/3585] Forecasting PMM...
[2025-12-16T20:29:34.483879] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-16T20:29:34.483910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-16T20:29:34.496600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-16T20:29:34.496901] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-16T20:29:34.497667] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-16T20:29:34.497719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:34.497774] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:34.497802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:34.497859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:34.555075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:34.555668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:34.555743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:34.555775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:34.671641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:34.671744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:34.671780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:34.671808] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:34.674895] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=31.60%)
[2025-12-16T20:29:34.675184] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-16T20:29:34.675303] [INFO ] [sig       ] PMM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:34.813250] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PMM.txt
[2025-12-16T20:29:34.813359] [INFO ] [sig       ] [2563/3585] Completed PMM in 0.3s | 2.95 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-16T20:29:34.813402] [INFO ] [sig       ] [2564/3585] Forecasting PMO...
[2025-12-16T20:29:34.813433] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-16T20:29:34.813462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-16T20:29:34.829134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-16T20:29:34.829689] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-16T20:29:34.830841] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-16T20:29:34.830920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:34.830983] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:34.831040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:34.831133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:34.897590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:34.898502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:34.898608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:34.898645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:35.016350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:35.016515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:35.016554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:35.016600] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:35.020055] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=39.18%)
[2025-12-16T20:29:35.020330] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-16T20:29:35.020453] [INFO ] [sig       ] PMO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:35.156818] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PMO.txt
[2025-12-16T20:29:35.156963] [INFO ] [sig       ] [2564/3585] Completed PMO in 0.3s | 2.95 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-16T20:29:35.157003] [INFO ] [sig       ] [2565/3585] Forecasting PMTS...
[2025-12-16T20:29:35.157032] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-16T20:29:35.157061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-16T20:29:35.168279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-16T20:29:35.168556] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-16T20:29:35.169356] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-16T20:29:35.169407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:35.169446] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:35.169472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:35.169527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:35.224373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:35.225021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:35.225100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:35.225132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:35.348064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:35.348187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:35.348223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:35.348250] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:35.351480] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-12-16T20:29:35.351766] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-16T20:29:35.351909] [INFO ] [sig       ] PMTS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:35.487039] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PMTS.txt
[2025-12-16T20:29:35.487169] [INFO ] [sig       ] [2565/3585] Completed PMTS in 0.3s | 2.95 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-16T20:29:35.487209] [INFO ] [sig       ] [2566/3585] Forecasting PMVP...
[2025-12-16T20:29:35.487238] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-16T20:29:35.487269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-16T20:29:35.498431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-16T20:29:35.498727] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-16T20:29:35.499506] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-16T20:29:35.499556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:35.499608] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:35.499635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:35.499691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:35.556318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:35.557055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:35.557136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:35.557169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:35.679609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:35.679764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:35.679802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:35.679862] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:35.683216] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: DOWN (p=4.84%)
[2025-12-16T20:29:35.683491] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-16T20:29:35.683633] [INFO ] [sig       ] PMVP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:35.822442] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PMVP.txt
[2025-12-16T20:29:35.822610] [INFO ] [sig       ] [2566/3585] Completed PMVP in 0.3s | 2.95 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-16T20:29:35.822651] [INFO ] [sig       ] [2567/3585] Forecasting PNC...
[2025-12-16T20:29:35.822682] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-16T20:29:35.822713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-16T20:29:35.835229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-16T20:29:35.835597] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-16T20:29:35.836374] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-16T20:29:35.836427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:35.836461] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:35.836489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:35.836547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:35.895995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:35.896741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:35.896821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:35.896855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:36.022758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:36.022907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:36.022970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:36.023006] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:36.026367] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: UP (p=75.42%)
[2025-12-16T20:29:36.026649] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-16T20:29:36.026772] [INFO ] [sig       ] PNC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:36.169556] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PNC.txt
[2025-12-16T20:29:36.169704] [INFO ] [sig       ] [2567/3585] Completed PNC in 0.3s | 2.95 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-16T20:29:36.169743] [INFO ] [sig       ] [2568/3585] Forecasting PNFP...
[2025-12-16T20:29:36.169772] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-16T20:29:36.169800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-16T20:29:36.181228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-16T20:29:36.181482] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-16T20:29:36.182230] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-16T20:29:36.182281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:36.182312] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:36.182339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:36.182395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:36.238467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:36.239290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:36.239371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:36.239403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:36.357905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:36.358060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:36.358109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:36.358144] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:36.361596] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: UP (p=93.20%)
[2025-12-16T20:29:36.361865] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-16T20:29:36.362000] [INFO ] [sig       ] PNFP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:36.505383] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PNFP.txt
[2025-12-16T20:29:36.505563] [INFO ] [sig       ] [2568/3585] Completed PNFP in 0.3s | 2.95 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-16T20:29:36.505641] [INFO ] [sig       ] [2569/3585] Forecasting PNI...
[2025-12-16T20:29:36.505689] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-16T20:29:36.505735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-16T20:29:36.519069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-16T20:29:36.519414] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-16T20:29:36.520186] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-16T20:29:36.520237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:36.520268] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:36.520293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:36.520349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:36.575796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:36.576494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:36.576589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:36.576624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:36.684334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:36.684430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:36.684466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:36.684493] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:36.687538] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=78.79%)
[2025-12-16T20:29:36.687811] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-16T20:29:36.687928] [INFO ] [sig       ] PNI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:36.822750] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PNI.txt
[2025-12-16T20:29:36.822875] [INFO ] [sig       ] [2569/3585] Completed PNI in 0.3s | 2.95 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-16T20:29:36.822912] [INFO ] [sig       ] [2570/3585] Forecasting PNQI...
[2025-12-16T20:29:36.822942] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-16T20:29:36.822971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-16T20:29:36.834038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-16T20:29:36.834300] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-16T20:29:36.835053] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-16T20:29:36.835103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:36.835135] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:36.835161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:36.835216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:36.891070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:36.891694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:36.891770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:36.891802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:37.013042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:37.013158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:37.013194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:37.013222] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:37.016408] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: UP (p=96.37%)
[2025-12-16T20:29:37.016685] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-16T20:29:37.016801] [INFO ] [sig       ] PNQI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:37.153924] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PNQI.txt
[2025-12-16T20:29:37.154077] [INFO ] [sig       ] [2570/3585] Completed PNQI in 0.3s | 2.95 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-16T20:29:37.154124] [INFO ] [sig       ] [2571/3585] Forecasting PNRG...
[2025-12-16T20:29:37.154155] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-16T20:29:37.154185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-16T20:29:37.165926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-16T20:29:37.166254] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-16T20:29:37.167002] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-16T20:29:37.167053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:37.167095] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:37.167123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:37.167179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:37.223078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:37.223764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:37.223845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:37.223877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:37.345990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:37.346158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:37.346200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:37.346228] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:37.349758] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: UP (p=94.61%)
[2025-12-16T20:29:37.350057] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-16T20:29:37.350210] [INFO ] [sig       ] PNRG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:37.486774] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PNRG.txt
[2025-12-16T20:29:37.486910] [INFO ] [sig       ] [2571/3585] Completed PNRG in 0.3s | 2.95 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-16T20:29:37.486949] [INFO ] [sig       ] [2572/3585] Forecasting PNTG...
[2025-12-16T20:29:37.486978] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-16T20:29:37.487008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-16T20:29:37.498280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-16T20:29:37.498564] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-16T20:29:37.499351] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-16T20:29:37.499401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:37.499433] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:37.499459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:37.499514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:37.554912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:37.555730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:37.555829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:37.555863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:37.672672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:37.672819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:37.672857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:37.672885] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:37.676170] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=49.80%)
[2025-12-16T20:29:37.676437] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-16T20:29:37.676557] [INFO ] [sig       ] PNTG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:37.814776] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PNTG.txt
[2025-12-16T20:29:37.814919] [INFO ] [sig       ] [2572/3585] Completed PNTG in 0.3s | 2.95 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-16T20:29:37.814963] [INFO ] [sig       ] [2573/3585] Forecasting PODD...
[2025-12-16T20:29:37.814998] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-16T20:29:37.815035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-16T20:29:37.826408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-16T20:29:37.826725] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-16T20:29:37.827498] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-16T20:29:37.827548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:37.827603] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:37.827633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:37.827689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:37.884337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:37.884969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:37.885089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:37.885129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:38.005498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:38.005655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:38.005695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:38.005724] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:38.008961] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-12-16T20:29:38.009251] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-16T20:29:38.009371] [INFO ] [sig       ] PODD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:38.144489] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PODD.txt
[2025-12-16T20:29:38.144622] [INFO ] [sig       ] [2573/3585] Completed PODD in 0.3s | 2.95 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-16T20:29:38.144663] [INFO ] [sig       ] [2574/3585] Forecasting POOL...
[2025-12-16T20:29:38.144693] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-16T20:29:38.144722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-16T20:29:38.156111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-16T20:29:38.156381] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-16T20:29:38.157179] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-16T20:29:38.157232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:38.157263] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:38.157290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:38.157346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:38.213057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:38.213675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:38.213751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:38.213782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:38.331391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:38.331539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:38.331592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:38.331623] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:38.334914] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=55.18%)
[2025-12-16T20:29:38.335210] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-16T20:29:38.335329] [INFO ] [sig       ] POOL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:38.472270] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/POOL.txt
[2025-12-16T20:29:38.472404] [INFO ] [sig       ] [2574/3585] Completed POOL in 0.3s | 2.95 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-16T20:29:38.472444] [INFO ] [sig       ] [2575/3585] Forecasting POWI...
[2025-12-16T20:29:38.472479] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-16T20:29:38.472510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-16T20:29:38.483981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-16T20:29:38.484248] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-16T20:29:38.485015] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-16T20:29:38.485066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:38.485096] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:38.485122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:38.485176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:38.540956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:38.541658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:38.541734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:38.541766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:38.663216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:38.663379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:38.663429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:38.663459] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:38.667022] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: DOWN (p=46.32%)
[2025-12-16T20:29:38.667334] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-16T20:29:38.667461] [INFO ] [sig       ] POWI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:38.804450] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/POWI.txt
[2025-12-16T20:29:38.804602] [INFO ] [sig       ] [2575/3585] Completed POWI in 0.3s | 2.95 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-16T20:29:38.804643] [INFO ] [sig       ] [2576/3585] Forecasting POWL...
[2025-12-16T20:29:38.804672] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-16T20:29:38.804701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-16T20:29:38.816657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-16T20:29:38.816930] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-16T20:29:38.817799] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-16T20:29:38.817850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:38.817882] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:38.817907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:38.817962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:38.873434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:38.874074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:38.874152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:38.874183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:38.996408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:38.996558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:38.996620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:38.996650] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:38.999973] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: UP (p=83.63%)
[2025-12-16T20:29:39.000247] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-16T20:29:39.000369] [INFO ] [sig       ] POWL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:39.136796] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/POWL.txt
[2025-12-16T20:29:39.136970] [INFO ] [sig       ] [2576/3585] Completed POWL in 0.3s | 2.95 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-16T20:29:39.137020] [INFO ] [sig       ] [2577/3585] Forecasting PPC...
[2025-12-16T20:29:39.137056] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-16T20:29:39.137093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-16T20:29:39.148399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-16T20:29:39.148691] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-16T20:29:39.149451] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-16T20:29:39.149503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:39.149536] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:39.149563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:39.149638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:39.205545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:39.206156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:39.206236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:39.206270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:39.325099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:39.325251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:39.325292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:39.325323] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:39.328779] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: UP (p=60.76%)
[2025-12-16T20:29:39.329117] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-16T20:29:39.329284] [INFO ] [sig       ] PPC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:39.470813] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PPC.txt
[2025-12-16T20:29:39.470970] [INFO ] [sig       ] [2577/3585] Completed PPC in 0.3s | 2.95 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-16T20:29:39.471018] [INFO ] [sig       ] [2578/3585] Forecasting PPG...
[2025-12-16T20:29:39.471054] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-16T20:29:39.471091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-16T20:29:39.482953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-16T20:29:39.483248] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-16T20:29:39.484010] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-16T20:29:39.484065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:39.484096] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:39.484122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:39.484178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:39.540846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:39.541626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:39.541707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:39.541740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:39.664892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:39.665039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:39.665080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:39.665126] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:39.668411] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: UP (p=77.15%)
[2025-12-16T20:29:39.668695] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-16T20:29:39.668816] [INFO ] [sig       ] PPG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:39.806238] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PPG.txt
[2025-12-16T20:29:39.806366] [INFO ] [sig       ] [2578/3585] Completed PPG in 0.3s | 2.95 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-16T20:29:39.806407] [INFO ] [sig       ] [2579/3585] Forecasting PPH...
[2025-12-16T20:29:39.806435] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-16T20:29:39.806465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-16T20:29:39.820654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-16T20:29:39.821077] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-16T20:29:39.822001] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-16T20:29:39.822058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:39.822096] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:39.822126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:39.822195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:39.882466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:39.883413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:39.883498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:39.883533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:40.000609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:40.000765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:40.000806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:40.000837] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:40.004149] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-12-16T20:29:40.004436] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-16T20:29:40.004562] [INFO ] [sig       ] PPH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:40.140221] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PPH.txt
[2025-12-16T20:29:40.140375] [INFO ] [sig       ] [2579/3585] Completed PPH in 0.3s | 2.95 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-16T20:29:40.140415] [INFO ] [sig       ] [2580/3585] Forecasting PPIH...
[2025-12-16T20:29:40.140444] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-16T20:29:40.140474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-16T20:29:40.151498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-16T20:29:40.151877] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-16T20:29:40.152691] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-16T20:29:40.152744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:40.152802] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:40.152832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:40.152889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:40.209613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:40.210461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:40.210545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:40.210614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:40.331438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:40.331619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:40.331686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:40.331730] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:40.335229] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: DOWN (p=20.38%)
[2025-12-16T20:29:40.335498] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-16T20:29:40.335646] [INFO ] [sig       ] PPIH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:40.473977] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PPIH.txt
[2025-12-16T20:29:40.474118] [INFO ] [sig       ] [2580/3585] Completed PPIH in 0.3s | 2.95 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-16T20:29:40.474158] [INFO ] [sig       ] [2581/3585] Forecasting PPL...
[2025-12-16T20:29:40.474187] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-16T20:29:40.474217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-16T20:29:40.485612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-16T20:29:40.485891] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-16T20:29:40.486684] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-16T20:29:40.486736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:40.486768] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:40.486794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:40.486850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:40.544182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:40.544994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:40.545085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:40.545118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:40.666861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:40.667010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:40.667050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:40.667078] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:40.670486] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: DOWN (p=29.27%)
[2025-12-16T20:29:40.670776] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-16T20:29:40.670899] [INFO ] [sig       ] PPL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:40.808830] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PPL.txt
[2025-12-16T20:29:40.808964] [INFO ] [sig       ] [2581/3585] Completed PPL in 0.3s | 2.95 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-16T20:29:40.809003] [INFO ] [sig       ] [2582/3585] Forecasting PPSI...
[2025-12-16T20:29:40.809032] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-16T20:29:40.809063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-16T20:29:40.820498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-16T20:29:40.820785] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-16T20:29:40.821563] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-16T20:29:40.821632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:40.821664] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:40.821702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:40.821759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:40.878683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:40.879428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:40.879506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:40.879538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:40.996412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:40.996584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:40.996625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:40.996653] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:40.999944] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: UP (p=61.28%)
[2025-12-16T20:29:41.000215] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-16T20:29:41.000338] [INFO ] [sig       ] PPSI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:41.135929] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PPSI.txt
[2025-12-16T20:29:41.136073] [INFO ] [sig       ] [2582/3585] Completed PPSI in 0.3s | 2.95 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-16T20:29:41.136113] [INFO ] [sig       ] [2583/3585] Forecasting PPTA...
[2025-12-16T20:29:41.136143] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-16T20:29:41.136173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-16T20:29:41.147621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-16T20:29:41.147910] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-16T20:29:41.148684] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-16T20:29:41.148735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:41.148766] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:41.148793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:41.148856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:41.203638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:41.204293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:41.204372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:41.204403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:41.322124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:41.322284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:41.322323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:41.322384] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:41.325715] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: DOWN (p=23.79%)
[2025-12-16T20:29:41.325984] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-16T20:29:41.326107] [INFO ] [sig       ] PPTA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:41.463592] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PPTA.txt
[2025-12-16T20:29:41.463744] [INFO ] [sig       ] [2583/3585] Completed PPTA in 0.3s | 2.95 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-16T20:29:41.463784] [INFO ] [sig       ] [2584/3585] Forecasting PRA...
[2025-12-16T20:29:41.463814] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-16T20:29:41.463845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-16T20:29:41.475453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-16T20:29:41.475816] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-16T20:29:41.476561] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-16T20:29:41.476636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:41.476669] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:41.476696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:41.476751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:41.534723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:41.535657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:41.535751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:41.535801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:41.661056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:41.661219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:41.661265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:41.661295] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:41.664868] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: UP (p=72.78%)
[2025-12-16T20:29:41.665157] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-16T20:29:41.665283] [INFO ] [sig       ] PRA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:41.806582] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PRA.txt
[2025-12-16T20:29:41.806738] [INFO ] [sig       ] [2584/3585] Completed PRA in 0.3s | 2.95 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-16T20:29:41.806791] [INFO ] [sig       ] [2585/3585] Forecasting PRAA...
[2025-12-16T20:29:41.806823] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-16T20:29:41.806855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-16T20:29:41.819061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-16T20:29:41.819431] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-16T20:29:41.820226] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-16T20:29:41.820279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:41.820312] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:41.820341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:41.820398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:41.878794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:41.879637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:41.879721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:41.879755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:41.995530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:41.995701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:41.995741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:41.995770] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:41.999192] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-16T20:29:41.999468] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-16T20:29:41.999614] [INFO ] [sig       ] PRAA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:42.139555] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PRAA.txt
[2025-12-16T20:29:42.139721] [INFO ] [sig       ] [2585/3585] Completed PRAA in 0.3s | 2.95 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-16T20:29:42.139763] [INFO ] [sig       ] [2586/3585] Forecasting PRAX...
[2025-12-16T20:29:42.139794] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-16T20:29:42.139832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-16T20:29:42.151502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-16T20:29:42.151865] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-16T20:29:42.152671] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-16T20:29:42.152724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:42.152756] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:42.152783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:42.152839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:42.212155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:42.212954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:42.213045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:42.213089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:42.338562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:42.338732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:42.338773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:42.338802] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:42.342389] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-16T20:29:42.342701] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-16T20:29:42.342848] [INFO ] [sig       ] PRAX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:42.495865] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PRAX.txt
[2025-12-16T20:29:42.496030] [INFO ] [sig       ] [2586/3585] Completed PRAX in 0.4s | 2.95 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-16T20:29:42.496088] [INFO ] [sig       ] [2587/3585] Forecasting PRCH...
[2025-12-16T20:29:42.496132] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-16T20:29:42.496165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-16T20:29:42.513038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-16T20:29:42.513527] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-16T20:29:42.514750] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-16T20:29:42.514827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:42.514880] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:42.514929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:42.515023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:42.590006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:42.590964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:42.591064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:42.591102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:42.762256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:42.762448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:42.762512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:42.762564] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:42.767987] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=25.55%)
[2025-12-16T20:29:42.768508] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-16T20:29:42.768738] [INFO ] [sig       ] PRCH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:42.988939] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PRCH.txt
[2025-12-16T20:29:42.992811] [INFO ] [sig       ] [2587/3585] Completed PRCH in 0.5s | 2.95 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-16T20:29:42.992959] [INFO ] [sig       ] [2588/3585] Forecasting PRDO...
[2025-12-16T20:29:42.993011] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-16T20:29:42.993061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-16T20:29:43.015041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-16T20:29:43.015537] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-16T20:29:43.016665] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-16T20:29:43.016735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:43.016778] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:43.016814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:43.016894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:43.103336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:43.104636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:43.104778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:43.104835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:43.273843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:43.274008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:43.274055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:43.274118] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:43.278625] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: DOWN (p=40.95%)
[2025-12-16T20:29:43.279082] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-16T20:29:43.279296] [INFO ] [sig       ] PRDO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:43.484652] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PRDO.txt
[2025-12-16T20:29:43.484816] [INFO ] [sig       ] [2588/3585] Completed PRDO in 0.5s | 2.94 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-16T20:29:43.484860] [INFO ] [sig       ] [2589/3585] Forecasting PRFZ...
[2025-12-16T20:29:43.484891] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-16T20:29:43.484922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-16T20:29:43.497259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-16T20:29:43.497661] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-16T20:29:43.498454] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-16T20:29:43.498507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:43.498540] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:43.498567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:43.498652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:43.559537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:43.560746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:43.560847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:43.560881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:43.693415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:43.693597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:43.693640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:43.693670] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:43.697251] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=35.85%)
[2025-12-16T20:29:43.697748] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-16T20:29:43.697875] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:43.846127] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PRFZ.txt
[2025-12-16T20:29:43.846285] [INFO ] [sig       ] [2589/3585] Completed PRFZ in 0.4s | 2.94 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-16T20:29:43.846326] [INFO ] [sig       ] [2590/3585] Forecasting PRG...
[2025-12-16T20:29:43.846359] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-16T20:29:43.846390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-16T20:29:43.858779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-16T20:29:43.859116] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-16T20:29:43.860046] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-16T20:29:43.860111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:43.860160] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:43.860202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:43.860265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:43.920748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:43.921658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:43.921799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:43.921836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:44.043904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:44.044073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:44.044115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:44.044146] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:44.048090] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=6.16%)
[2025-12-16T20:29:44.048441] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-16T20:29:44.048602] [INFO ] [sig       ] PRG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:44.198386] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PRG.txt
[2025-12-16T20:29:44.198595] [INFO ] [sig       ] [2590/3585] Completed PRG in 0.4s | 2.94 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-16T20:29:44.198645] [INFO ] [sig       ] [2591/3585] Forecasting PRGO...
[2025-12-16T20:29:44.198678] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-16T20:29:44.198710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-16T20:29:44.210842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-16T20:29:44.211173] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-16T20:29:44.211967] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-16T20:29:44.212019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:44.212052] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:44.212080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:44.212137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:44.272952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:44.273838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:44.273924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:44.273958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:44.398354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:44.398519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:44.398566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:44.398621] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:44.402302] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=34.15%)
[2025-12-16T20:29:44.402600] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-16T20:29:44.402729] [INFO ] [sig       ] PRGO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:44.551491] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PRGO.txt
[2025-12-16T20:29:44.551664] [INFO ] [sig       ] [2591/3585] Completed PRGO in 0.4s | 2.94 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-16T20:29:44.551707] [INFO ] [sig       ] [2592/3585] Forecasting PRGS...
[2025-12-16T20:29:44.551737] [INFO ] [sig       ] Generating forecast for: PRGS
[2025-12-16T20:29:44.551767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGS' from 'https://tdm.silogroup.org/data/derivative_storage/PRGS.csv'.
[2025-12-16T20:29:44.564036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGS'.
[2025-12-16T20:29:44.564448] [INFO ] [FORECASTER] Starting predict_future for PRGS
[2025-12-16T20:29:44.565408] [DEBUG] [LOCAL     ] No optimal features file found for PRGS: ./output/feature-sets/PRGS.txt
[2025-12-16T20:29:44.565475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:44.565514] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:44.565543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:44.565641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:44.632156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:44.633124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:44.633211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:44.633244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:44.756305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:44.756454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:44.756494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:44.756524] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:44.760005] [DEBUG] [FORECASTER] PRGS: Forecast T+1@11:T+2@11: UP (p=79.51%)
[2025-12-16T20:29:44.760320] [INFO ] [FORECASTER] Completed predict_future for PRGS
[2025-12-16T20:29:44.760459] [INFO ] [sig       ] PRGS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:44.905529] [INFO ] [LOCAL     ] Saved forecast: PRGS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PRGS.txt
[2025-12-16T20:29:44.905684] [INFO ] [sig       ] [2592/3585] Completed PRGS in 0.4s | 2.94 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-16T20:29:44.905727] [INFO ] [sig       ] [2593/3585] Forecasting PRH...
[2025-12-16T20:29:44.905756] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-16T20:29:44.905786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-16T20:29:44.917759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-16T20:29:44.918076] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-16T20:29:44.919109] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-16T20:29:44.919190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:44.919229] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:44.919256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:44.919313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:44.979024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:44.979830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:44.979915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:44.979948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:45.107634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:45.107789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:45.107830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:45.107861] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:45.111345] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=90.19%)
[2025-12-16T20:29:45.111646] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-16T20:29:45.111772] [INFO ] [sig       ] PRH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:45.255089] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PRH.txt
[2025-12-16T20:29:45.255263] [INFO ] [sig       ] [2593/3585] Completed PRH in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-16T20:29:45.255306] [INFO ] [sig       ] [2594/3585] Forecasting PRI...
[2025-12-16T20:29:45.255337] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-16T20:29:45.255368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-16T20:29:45.270694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-16T20:29:45.271069] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-16T20:29:45.271995] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-16T20:29:45.272049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:45.272083] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:45.272111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:45.272167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:45.331228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:45.332069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:45.332153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:45.332187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:45.456086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:45.456255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:45.456300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:45.456330] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:45.459887] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: DOWN (p=0.28%)
[2025-12-16T20:29:45.460169] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-16T20:29:45.460300] [INFO ] [sig       ] PRI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:45.605451] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PRI.txt
[2025-12-16T20:29:45.605616] [INFO ] [sig       ] [2594/3585] Completed PRI in 0.4s | 2.94 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-16T20:29:45.605662] [INFO ] [sig       ] [2595/3585] Forecasting PRIM...
[2025-12-16T20:29:45.605692] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-16T20:29:45.605725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-16T20:29:45.617783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-16T20:29:45.618185] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-16T20:29:45.619054] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-16T20:29:45.619181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:45.619230] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:45.619258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:45.619315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:45.677816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:45.678557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:45.678654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:45.678687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:45.800278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:45.800433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:45.800472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:45.800500] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:45.803893] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=89.92%)
[2025-12-16T20:29:45.804163] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-16T20:29:45.804282] [INFO ] [sig       ] PRIM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:45.940517] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PRIM.txt
[2025-12-16T20:29:45.940669] [INFO ] [sig       ] [2595/3585] Completed PRIM in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-16T20:29:45.940711] [INFO ] [sig       ] [2596/3585] Forecasting PRLB...
[2025-12-16T20:29:45.940740] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-16T20:29:45.940769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-16T20:29:45.954762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-16T20:29:45.955055] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-16T20:29:45.955848] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-16T20:29:45.955898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:45.955930] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:45.955956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:45.956012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:46.010496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:46.011227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:46.011307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:46.011340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:46.135516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:46.135687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:46.135726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:46.135756] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:46.139079] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: UP (p=69.06%)
[2025-12-16T20:29:46.139398] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-16T20:29:46.139521] [INFO ] [sig       ] PRLB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:46.273863] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PRLB.txt
[2025-12-16T20:29:46.274001] [INFO ] [sig       ] [2596/3585] Completed PRLB in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-16T20:29:46.274041] [INFO ] [sig       ] [2597/3585] Forecasting PRM...
[2025-12-16T20:29:46.274071] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-16T20:29:46.274100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-16T20:29:46.285569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-16T20:29:46.285905] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-16T20:29:46.286683] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-16T20:29:46.286734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:46.286791] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:46.286820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:46.286876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:46.342450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:46.343242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:46.343326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:46.343358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:46.465765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:46.465925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:46.465981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:46.466026] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:46.469670] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2025-12-16T20:29:46.469951] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-16T20:29:46.470079] [INFO ] [sig       ] PRM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:46.611633] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PRM.txt
[2025-12-16T20:29:46.611782] [INFO ] [sig       ] [2597/3585] Completed PRM in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-16T20:29:46.611823] [INFO ] [sig       ] [2598/3585] Forecasting PRME...
[2025-12-16T20:29:46.611857] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-16T20:29:46.611901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-16T20:29:46.624347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-16T20:29:46.624753] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-16T20:29:46.625540] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-16T20:29:46.625617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:46.625651] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:46.625679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:46.625736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:46.684184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:46.685090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:46.685178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:46.685212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:46.805131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:46.805294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:46.805337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:46.805367] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:46.808805] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: DOWN (p=41.76%)
[2025-12-16T20:29:46.809076] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-16T20:29:46.809224] [INFO ] [sig       ] PRME: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:46.948261] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PRME.txt
[2025-12-16T20:29:46.948399] [INFO ] [sig       ] [2598/3585] Completed PRME in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-16T20:29:46.948446] [INFO ] [sig       ] [2599/3585] Forecasting PRN...
[2025-12-16T20:29:46.948477] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-16T20:29:46.948507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-16T20:29:46.959662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-16T20:29:46.959955] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-16T20:29:46.960791] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-16T20:29:46.960844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:46.960878] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:46.960905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:46.960961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:47.018993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:47.019728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:47.019816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:47.019850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:47.136069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:47.136214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:47.136253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:47.136283] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:47.139746] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2025-12-16T20:29:47.140027] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-16T20:29:47.140153] [INFO ] [sig       ] PRN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:47.278316] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PRN.txt
[2025-12-16T20:29:47.278460] [INFO ] [sig       ] [2599/3585] Completed PRN in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-16T20:29:47.278507] [INFO ] [sig       ] [2600/3585] Forecasting PROF...
[2025-12-16T20:29:47.278539] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-16T20:29:47.278588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-16T20:29:47.290609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-16T20:29:47.290936] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-16T20:29:47.291767] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-16T20:29:47.291819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:47.291851] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:47.291878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:47.291933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:47.354077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:47.354913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:47.355007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:47.355042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:47.471234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:47.471392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:47.471430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:47.471490] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:47.474872] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2025-12-16T20:29:47.475167] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-16T20:29:47.475289] [INFO ] [sig       ] PROF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:47.611103] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PROF.txt
[2025-12-16T20:29:47.611240] [INFO ] [sig       ] [2600/3585] Completed PROF in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-16T20:29:47.611279] [INFO ] [sig       ] [2601/3585] Forecasting PROK...
[2025-12-16T20:29:47.611309] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-16T20:29:47.611340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-16T20:29:47.622886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-16T20:29:47.623176] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-16T20:29:47.623940] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-16T20:29:47.623993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:47.624024] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:47.624051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:47.624106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:47.678963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:47.679706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:47.679784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:47.679816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:47.797947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:47.798105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:47.798147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:47.798178] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:47.801677] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: DOWN (p=30.96%)
[2025-12-16T20:29:47.801976] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-16T20:29:47.802109] [INFO ] [sig       ] PROK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:47.940354] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PROK.txt
[2025-12-16T20:29:47.940484] [INFO ] [sig       ] [2601/3585] Completed PROK in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-16T20:29:47.940523] [INFO ] [sig       ] [2602/3585] Forecasting PRTA...
[2025-12-16T20:29:47.940553] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-16T20:29:47.940600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-16T20:29:47.952299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-16T20:29:47.952567] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-16T20:29:47.953344] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-16T20:29:47.953396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:47.953428] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:47.953455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:47.953511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:48.010706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:48.011438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:48.011519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:48.011553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:48.126229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:48.126384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:48.126442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:48.126474] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:48.129906] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: UP (p=53.36%)
[2025-12-16T20:29:48.130186] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-16T20:29:48.130311] [INFO ] [sig       ] PRTA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:48.268319] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PRTA.txt
[2025-12-16T20:29:48.268451] [INFO ] [sig       ] [2602/3585] Completed PRTA in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-16T20:29:48.268491] [INFO ] [sig       ] [2603/3585] Forecasting PRTH...
[2025-12-16T20:29:48.268520] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-16T20:29:48.268551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-16T20:29:48.280272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-16T20:29:48.280623] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-16T20:29:48.281418] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-16T20:29:48.281471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:48.281503] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:48.281531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:48.281608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:48.339886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:48.340741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:48.340826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:48.340860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:48.462850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:48.463000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:48.463039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:48.463067] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:48.466363] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2025-12-16T20:29:48.466646] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-16T20:29:48.466765] [INFO ] [sig       ] PRTH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:48.605861] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PRTH.txt
[2025-12-16T20:29:48.606005] [INFO ] [sig       ] [2603/3585] Completed PRTH in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-16T20:29:48.606045] [INFO ] [sig       ] [2604/3585] Forecasting PRVA...
[2025-12-16T20:29:48.606075] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-16T20:29:48.606104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-16T20:29:48.617664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-16T20:29:48.617994] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-16T20:29:48.618751] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-16T20:29:48.618804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:48.618835] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:48.618862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:48.618919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:48.679262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:48.680108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:48.680190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:48.680223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:48.801074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:48.801232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:48.801279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:48.801315] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:48.804688] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: DOWN (p=15.87%)
[2025-12-16T20:29:48.804966] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-16T20:29:48.805091] [INFO ] [sig       ] PRVA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:48.945013] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PRVA.txt
[2025-12-16T20:29:48.945151] [INFO ] [sig       ] [2604/3585] Completed PRVA in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-16T20:29:48.945191] [INFO ] [sig       ] [2605/3585] Forecasting PRZO...
[2025-12-16T20:29:48.945220] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-12-16T20:29:48.945252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-12-16T20:29:48.956781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-12-16T20:29:48.957125] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-12-16T20:29:48.957923] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-12-16T20:29:48.957974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:48.958006] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:48.958032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:48.958087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:49.030691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:49.031553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:49.031654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:49.031689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:49.150600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:49.150753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:49.150794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:49.150824] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:49.154269] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: DOWN (p=20.46%)
[2025-12-16T20:29:49.154541] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-12-16T20:29:49.154695] [INFO ] [sig       ] PRZO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:49.292602] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PRZO.txt
[2025-12-16T20:29:49.292743] [INFO ] [sig       ] [2605/3585] Completed PRZO in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-16T20:29:49.292782] [INFO ] [sig       ] [2606/3585] Forecasting PSC...
[2025-12-16T20:29:49.292812] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-16T20:29:49.292841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-16T20:29:49.307522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-16T20:29:49.307860] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-16T20:29:49.308680] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-16T20:29:49.308733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:49.308783] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:49.308814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:49.308871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:49.364815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:49.365506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:49.365611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:49.365646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:49.487095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:49.487252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:49.487299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:49.487335] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:49.490793] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: UP (p=77.04%)
[2025-12-16T20:29:49.491063] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-16T20:29:49.491184] [INFO ] [sig       ] PSC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:49.629631] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PSC.txt
[2025-12-16T20:29:49.629769] [INFO ] [sig       ] [2606/3585] Completed PSC in 0.3s | 2.94 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-16T20:29:49.629809] [INFO ] [sig       ] [2607/3585] Forecasting PSCE...
[2025-12-16T20:29:49.629838] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-16T20:29:49.629867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-16T20:29:49.642108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-16T20:29:49.642489] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-16T20:29:49.643297] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-16T20:29:49.643350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:49.643381] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:49.643408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:49.643463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:49.701635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:49.702526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:49.702665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:49.702699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:49.809369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:49.809518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:49.809561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:49.809607] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:49.812941] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: DOWN (p=12.82%)
[2025-12-16T20:29:49.813207] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-16T20:29:49.813326] [INFO ] [sig       ] PSCE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:49.950376] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PSCE.txt
[2025-12-16T20:29:49.950523] [INFO ] [sig       ] [2607/3585] Completed PSCE in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-16T20:29:49.950562] [INFO ] [sig       ] [2608/3585] Forecasting PSCH...
[2025-12-16T20:29:49.950800] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-16T20:29:49.950832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-16T20:29:49.962689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-16T20:29:49.963055] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-16T20:29:49.963844] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-16T20:29:49.963896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:49.963928] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:49.963953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:49.964008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:50.023616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:50.024476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:50.024587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:50.024630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:50.146384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:50.146538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:50.146597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:50.146630] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:50.150000] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: UP (p=81.49%)
[2025-12-16T20:29:50.150276] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-16T20:29:50.150400] [INFO ] [sig       ] PSCH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:50.289787] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PSCH.txt
[2025-12-16T20:29:50.289945] [INFO ] [sig       ] [2608/3585] Completed PSCH in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-16T20:29:50.290002] [INFO ] [sig       ] [2609/3585] Forecasting PSEC...
[2025-12-16T20:29:50.290035] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-16T20:29:50.290067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-16T20:29:50.301789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-16T20:29:50.302079] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-16T20:29:50.302870] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-16T20:29:50.302923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:50.302956] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:50.302984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:50.303040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:50.360691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:50.361519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:50.361619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:50.361655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:50.484792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:50.484946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:50.484988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:50.485016] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:50.488444] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-12-16T20:29:50.488749] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-16T20:29:50.488879] [INFO ] [sig       ] PSEC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:50.628835] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PSEC.txt
[2025-12-16T20:29:50.628974] [INFO ] [sig       ] [2609/3585] Completed PSEC in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-16T20:29:50.629022] [INFO ] [sig       ] [2610/3585] Forecasting PSF...
[2025-12-16T20:29:50.629054] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-16T20:29:50.629086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-16T20:29:50.640707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-16T20:29:50.641022] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-16T20:29:50.641807] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-16T20:29:50.641860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:50.641893] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:50.641920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:50.641978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:50.699115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:50.699953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:50.700037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:50.700070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:50.823992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:50.824165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:50.824210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:50.824240] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:50.827797] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=50.49%)
[2025-12-16T20:29:50.828077] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-16T20:29:50.828203] [INFO ] [sig       ] PSF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:50.973015] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PSF.txt
[2025-12-16T20:29:50.973262] [INFO ] [sig       ] [2610/3585] Completed PSF in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-16T20:29:50.973332] [INFO ] [sig       ] [2611/3585] Forecasting PSFE...
[2025-12-16T20:29:50.973390] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-16T20:29:50.973445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-16T20:29:50.989446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-16T20:29:50.989971] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-16T20:29:50.991103] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-16T20:29:50.991173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:50.991227] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:50.991272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:50.991365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:51.050912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:51.051750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:51.051856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:51.051892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:51.170275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:51.170428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:51.170468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:51.170498] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:51.173855] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2025-12-16T20:29:51.174123] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-16T20:29:51.174305] [INFO ] [sig       ] PSFE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:51.311423] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PSFE.txt
[2025-12-16T20:29:51.311555] [INFO ] [sig       ] [2611/3585] Completed PSFE in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-16T20:29:51.311611] [INFO ] [sig       ] [2612/3585] Forecasting PSHG...
[2025-12-16T20:29:51.311643] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-16T20:29:51.311673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-16T20:29:51.323549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-16T20:29:51.323892] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-16T20:29:51.324695] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-16T20:29:51.324746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:51.324777] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:51.324804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:51.324858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:51.382896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:51.383622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:51.383710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:51.383752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:51.501220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:51.501374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:51.501414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:51.501443] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:51.504861] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: UP (p=50.89%)
[2025-12-16T20:29:51.505134] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-16T20:29:51.505257] [INFO ] [sig       ] PSHG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:51.650942] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PSHG.txt
[2025-12-16T20:29:51.651091] [INFO ] [sig       ] [2612/3585] Completed PSHG in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-16T20:29:51.651131] [INFO ] [sig       ] [2613/3585] Forecasting PSN...
[2025-12-16T20:29:51.651161] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-16T20:29:51.651190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-16T20:29:51.663020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-16T20:29:51.663332] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-16T20:29:51.664099] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-16T20:29:51.664151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:51.664185] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:51.664213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:51.664277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:51.724022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:51.724802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:51.724891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:51.724926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:51.847138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:51.847291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:51.847337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:51.847391] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:51.850759] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=38.21%)
[2025-12-16T20:29:51.851028] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-16T20:29:51.851148] [INFO ] [sig       ] PSN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:51.988887] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PSN.txt
[2025-12-16T20:29:51.989027] [INFO ] [sig       ] [2613/3585] Completed PSN in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-16T20:29:51.989068] [INFO ] [sig       ] [2614/3585] Forecasting PSNL...
[2025-12-16T20:29:51.989097] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-16T20:29:51.989127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-16T20:29:52.000813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-16T20:29:52.001131] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-16T20:29:52.001936] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-16T20:29:52.001989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:52.002051] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:52.002082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:52.002141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:52.059843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:52.060688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:52.060772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:52.060806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:52.182944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:52.183087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:52.183125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:52.183153] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:52.186416] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-16T20:29:52.186703] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-16T20:29:52.186823] [INFO ] [sig       ] PSNL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:52.324999] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PSNL.txt
[2025-12-16T20:29:52.325161] [INFO ] [sig       ] [2614/3585] Completed PSNL in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-16T20:29:52.325203] [INFO ] [sig       ] [2615/3585] Forecasting PSO...
[2025-12-16T20:29:52.325233] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-16T20:29:52.325263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-16T20:29:52.336763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-16T20:29:52.337051] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-16T20:29:52.337810] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-16T20:29:52.337860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:52.337891] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:52.337918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:52.337974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:52.392808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:52.393473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:52.393615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:52.393652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:52.513409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:52.513562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:52.513621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:52.513652] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:52.516987] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=61.60%)
[2025-12-16T20:29:52.517257] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-16T20:29:52.517378] [INFO ] [sig       ] PSO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:52.655541] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PSO.txt
[2025-12-16T20:29:52.655703] [INFO ] [sig       ] [2615/3585] Completed PSO in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-16T20:29:52.655751] [INFO ] [sig       ] [2616/3585] Forecasting PSQH...
[2025-12-16T20:29:52.655782] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-16T20:29:52.655812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-16T20:29:52.666819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-16T20:29:52.667115] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-16T20:29:52.667899] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-16T20:29:52.667949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:52.667981] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:52.668007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:52.668062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:52.724076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:52.724789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:52.724870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:52.724903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:52.845418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:52.845565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:52.845623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:52.845653] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:52.849008] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=29.74%)
[2025-12-16T20:29:52.849305] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-16T20:29:52.849431] [INFO ] [sig       ] PSQH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:52.992782] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PSQH.txt
[2025-12-16T20:29:52.992935] [INFO ] [sig       ] [2616/3585] Completed PSQH in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-16T20:29:52.992974] [INFO ] [sig       ] [2617/3585] Forecasting PSTG...
[2025-12-16T20:29:52.993005] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-16T20:29:52.993036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-16T20:29:53.004462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-16T20:29:53.004783] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-16T20:29:53.005544] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-16T20:29:53.005616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:53.005650] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:53.005689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:53.005748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:53.066217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:53.067162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:53.067255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:53.067290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:53.190068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:53.190214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:53.190253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:53.190323] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:53.193676] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=95.14%)
[2025-12-16T20:29:53.193947] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-16T20:29:53.194071] [INFO ] [sig       ] PSTG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:53.331022] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PSTG.txt
[2025-12-16T20:29:53.331154] [INFO ] [sig       ] [2617/3585] Completed PSTG in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-16T20:29:53.331192] [INFO ] [sig       ] [2618/3585] Forecasting PSTL...
[2025-12-16T20:29:53.331222] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-16T20:29:53.331251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-16T20:29:53.342496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-16T20:29:53.342844] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-16T20:29:53.343635] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-16T20:29:53.343686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:53.343718] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:53.343744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:53.343800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:53.401069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:53.401835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:53.401914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:53.401948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:53.522062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:53.522210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:53.522249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:53.522278] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:53.525612] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=58.22%)
[2025-12-16T20:29:53.525885] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-16T20:29:53.526010] [INFO ] [sig       ] PSTL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:53.667490] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PSTL.txt
[2025-12-16T20:29:53.667830] [INFO ] [sig       ] [2618/3585] Completed PSTL in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-16T20:29:53.667871] [INFO ] [sig       ] [2619/3585] Forecasting PSX...
[2025-12-16T20:29:53.667901] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-16T20:29:53.667931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-16T20:29:53.681133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-16T20:29:53.681418] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-16T20:29:53.682359] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-16T20:29:53.682413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:53.682446] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:53.682472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:53.682529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:53.745606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:53.746440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:53.746524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:53.746763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:53.882562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:53.882759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:53.882804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:53.882835] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:53.886746] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-12-16T20:29:53.887022] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-16T20:29:53.887142] [INFO ] [sig       ] PSX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:54.076547] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PSX.txt
[2025-12-16T20:29:54.076709] [INFO ] [sig       ] [2619/3585] Completed PSX in 0.4s | 2.94 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-16T20:29:54.076748] [INFO ] [sig       ] [2620/3585] Forecasting PTA...
[2025-12-16T20:29:54.076777] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-16T20:29:54.076809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-16T20:29:54.088310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-16T20:29:54.088611] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-16T20:29:54.089375] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-16T20:29:54.089427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:54.089458] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:54.089485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:54.089541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:54.146291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:54.146938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:54.147016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:54.147049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:54.267850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:54.267993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:54.268032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:54.268061] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:54.271868] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: UP (p=95.37%)
[2025-12-16T20:29:54.272143] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-16T20:29:54.272267] [INFO ] [sig       ] PTA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:54.412119] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PTA.txt
[2025-12-16T20:29:54.412259] [INFO ] [sig       ] [2620/3585] Completed PTA in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-16T20:29:54.412297] [INFO ] [sig       ] [2621/3585] Forecasting PTC...
[2025-12-16T20:29:54.412327] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-16T20:29:54.412364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-16T20:29:54.425602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-16T20:29:54.425920] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-16T20:29:54.426717] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-16T20:29:54.426769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:54.426801] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:54.426829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:54.426886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:54.483943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:54.484648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:54.484724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:54.484757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:54.609462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:54.609612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:54.609654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:54.609683] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:54.613077] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=68.72%)
[2025-12-16T20:29:54.613350] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-16T20:29:54.613473] [INFO ] [sig       ] PTC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:54.753440] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PTC.txt
[2025-12-16T20:29:54.753590] [INFO ] [sig       ] [2621/3585] Completed PTC in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-16T20:29:54.753633] [INFO ] [sig       ] [2622/3585] Forecasting PTEN...
[2025-12-16T20:29:54.753662] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-16T20:29:54.753691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-16T20:29:54.764940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-16T20:29:54.765230] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-16T20:29:54.766074] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-16T20:29:54.766127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:54.766159] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:54.766187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:54.766243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:54.824077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:54.824790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:54.824870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:54.824904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:54.944398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:54.944629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:54.944675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:54.944705] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:54.948352] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=6.72%)
[2025-12-16T20:29:54.948683] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-16T20:29:54.948815] [INFO ] [sig       ] PTEN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:55.088049] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PTEN.txt
[2025-12-16T20:29:55.088213] [INFO ] [sig       ] [2622/3585] Completed PTEN in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-16T20:29:55.088254] [INFO ] [sig       ] [2623/3585] Forecasting PTF...
[2025-12-16T20:29:55.088284] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-16T20:29:55.088323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-16T20:29:55.100276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-16T20:29:55.100633] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-16T20:29:55.101409] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-16T20:29:55.101465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:55.101496] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:55.101522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:55.101593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:55.158417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:55.159214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:55.159295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:55.159329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:55.280385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:55.280538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:55.280604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:55.280637] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:55.283907] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-12-16T20:29:55.284173] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-16T20:29:55.284299] [INFO ] [sig       ] PTF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:55.421996] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PTF.txt
[2025-12-16T20:29:55.422136] [INFO ] [sig       ] [2623/3585] Completed PTF in 0.3s | 2.94 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-16T20:29:55.422176] [INFO ] [sig       ] [2624/3585] Forecasting PTGX...
[2025-12-16T20:29:55.422206] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-16T20:29:55.422237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-16T20:29:55.433299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-16T20:29:55.433613] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-16T20:29:55.434350] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-16T20:29:55.434406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:55.434440] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:55.434469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:55.434526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:55.491077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:55.491726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:55.491829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:55.491863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:55.610308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:55.610454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:55.610495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:55.610525] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:55.614001] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: UP (p=51.14%)
[2025-12-16T20:29:55.614293] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-16T20:29:55.614437] [INFO ] [sig       ] PTGX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:55.759276] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PTGX.txt
[2025-12-16T20:29:55.759448] [INFO ] [sig       ] [2624/3585] Completed PTGX in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-16T20:29:55.759504] [INFO ] [sig       ] [2625/3585] Forecasting PTH...
[2025-12-16T20:29:55.759544] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-16T20:29:55.759623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-16T20:29:55.772978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-16T20:29:55.773407] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-16T20:29:55.774466] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-16T20:29:55.774539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:55.774613] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:55.774662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:55.774750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:55.834224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:55.835042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:55.835122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:55.835155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:55.940088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:55.940241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:55.940280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:55.940308] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:55.943736] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: DOWN (p=13.78%)
[2025-12-16T20:29:55.944022] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-16T20:29:55.944174] [INFO ] [sig       ] PTH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:56.083974] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PTH.txt
[2025-12-16T20:29:56.084115] [INFO ] [sig       ] [2625/3585] Completed PTH in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-16T20:29:56.084165] [INFO ] [sig       ] [2626/3585] Forecasting PTIX...
[2025-12-16T20:29:56.084208] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-16T20:29:56.084241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-16T20:29:56.101640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-16T20:29:56.101923] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-16T20:29:56.102683] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-16T20:29:56.102734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:56.102766] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:56.102793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:56.102848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:56.160847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:56.161520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:56.161629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:56.161663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:56.284699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:56.284844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:56.284882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:56.284911] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:56.288255] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-16T20:29:56.288523] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-16T20:29:56.288664] [INFO ] [sig       ] PTIX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:56.437290] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PTIX.txt
[2025-12-16T20:29:56.437489] [INFO ] [sig       ] [2626/3585] Completed PTIX in 0.4s | 2.94 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-16T20:29:56.437555] [INFO ] [sig       ] [2627/3585] Forecasting PTLO...
[2025-12-16T20:29:56.437626] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-16T20:29:56.437660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-16T20:29:56.450738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-16T20:29:56.451076] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-16T20:29:56.451917] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-16T20:29:56.451970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:56.452004] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:56.452032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:56.452090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:56.509733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:56.510472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:56.510552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:56.510604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:56.628474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:56.628641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:56.628682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:56.628710] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:56.632022] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: DOWN (p=26.84%)
[2025-12-16T20:29:56.632288] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-16T20:29:56.632412] [INFO ] [sig       ] PTLO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:56.769070] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PTLO.txt
[2025-12-16T20:29:56.769259] [INFO ] [sig       ] [2627/3585] Completed PTLO in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-16T20:29:56.769301] [INFO ] [sig       ] [2628/3585] Forecasting PTNQ...
[2025-12-16T20:29:56.769330] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-16T20:29:56.769359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-16T20:29:56.780001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-16T20:29:56.780285] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-16T20:29:56.781050] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-16T20:29:56.781101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:56.781133] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:56.781160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:56.781225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:56.836445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:56.837118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:56.837196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:56.837228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:56.954996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:56.955144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:56.955183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:56.955211] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:56.958508] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: UP (p=88.19%)
[2025-12-16T20:29:56.958791] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-16T20:29:56.958912] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:57.097439] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PTNQ.txt
[2025-12-16T20:29:57.097595] [INFO ] [sig       ] [2628/3585] Completed PTNQ in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-16T20:29:57.097637] [INFO ] [sig       ] [2629/3585] Forecasting PTON...
[2025-12-16T20:29:57.097666] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-16T20:29:57.097695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-16T20:29:57.109596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-16T20:29:57.109920] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-16T20:29:57.110789] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-16T20:29:57.110842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:57.110874] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:57.110902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:57.110961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:57.167351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:57.168044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:57.168123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:57.168154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:57.289418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:57.289570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:57.289628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:57.289656] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:57.293163] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: UP (p=75.41%)
[2025-12-16T20:29:57.293441] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-16T20:29:57.293617] [INFO ] [sig       ] PTON: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:57.433407] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PTON.txt
[2025-12-16T20:29:57.433548] [INFO ] [sig       ] [2629/3585] Completed PTON in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-16T20:29:57.433608] [INFO ] [sig       ] [2630/3585] Forecasting PTY...
[2025-12-16T20:29:57.433640] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-16T20:29:57.433670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-16T20:29:57.446257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-16T20:29:57.446676] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-16T20:29:57.447515] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-16T20:29:57.447618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:57.447656] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:57.447685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:57.447742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:57.507019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:57.507863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:57.507948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:57.507982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:57.629181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:57.629330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:57.629369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:57.629399] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:57.632733] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=78.12%)
[2025-12-16T20:29:57.632997] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-16T20:29:57.633118] [INFO ] [sig       ] PTY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:57.774297] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PTY.txt
[2025-12-16T20:29:57.774450] [INFO ] [sig       ] [2630/3585] Completed PTY in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-16T20:29:57.774491] [INFO ] [sig       ] [2631/3585] Forecasting PUBM...
[2025-12-16T20:29:57.774520] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-16T20:29:57.774549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-16T20:29:57.787949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-16T20:29:57.788237] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-16T20:29:57.789010] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-16T20:29:57.789061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:57.789118] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:57.789146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:57.789217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:57.845890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:57.846632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:57.846712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:57.846746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:57.965232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:57.965380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:57.965418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:57.965446] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:57.968743] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: UP (p=82.26%)
[2025-12-16T20:29:57.969009] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-16T20:29:57.969128] [INFO ] [sig       ] PUBM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:58.106751] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PUBM.txt
[2025-12-16T20:29:58.106878] [INFO ] [sig       ] [2631/3585] Completed PUBM in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-16T20:29:58.106918] [INFO ] [sig       ] [2632/3585] Forecasting PUK...
[2025-12-16T20:29:58.106947] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-16T20:29:58.106976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-16T20:29:58.118514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-16T20:29:58.118845] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-16T20:29:58.119670] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-16T20:29:58.119723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:58.119756] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:58.119783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:58.119840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:58.176129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:58.176781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:58.176860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:58.176891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:58.292720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:58.292868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:58.292907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:58.292937] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:58.296330] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2025-12-16T20:29:58.296619] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-16T20:29:58.296745] [INFO ] [sig       ] PUK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:58.434251] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PUK.txt
[2025-12-16T20:29:58.434403] [INFO ] [sig       ] [2632/3585] Completed PUK in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-16T20:29:58.434445] [INFO ] [sig       ] [2633/3585] Forecasting PUMP...
[2025-12-16T20:29:58.434478] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-16T20:29:58.434513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-16T20:29:58.445986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-16T20:29:58.446339] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-16T20:29:58.447133] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-16T20:29:58.447185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:58.447218] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:58.447244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:58.447299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:58.503518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:58.504420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:58.504523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:58.504561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:58.629561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:58.629721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:58.629759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:58.629787] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:58.633133] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=9.29%)
[2025-12-16T20:29:58.633400] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-16T20:29:58.633519] [INFO ] [sig       ] PUMP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:58.769868] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PUMP.txt
[2025-12-16T20:29:58.769998] [INFO ] [sig       ] [2633/3585] Completed PUMP in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-16T20:29:58.770042] [INFO ] [sig       ] [2634/3585] Forecasting PVH...
[2025-12-16T20:29:58.770073] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-16T20:29:58.770103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-16T20:29:58.781455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-16T20:29:58.781807] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-16T20:29:58.782616] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-16T20:29:58.782669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:58.782701] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:58.782729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:58.782786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:58.838376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:58.839032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:58.839111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:58.839144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:58.957729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:58.957876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:58.957913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:58.957974] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:58.961514] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: UP (p=93.17%)
[2025-12-16T20:29:58.961994] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-16T20:29:58.962118] [INFO ] [sig       ] PVH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:59.104819] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PVH.txt
[2025-12-16T20:29:59.105004] [INFO ] [sig       ] [2634/3585] Completed PVH in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-16T20:29:59.105054] [INFO ] [sig       ] [2635/3585] Forecasting PVL...
[2025-12-16T20:29:59.105083] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-16T20:29:59.105113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-16T20:29:59.118164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-16T20:29:59.118616] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-16T20:29:59.119490] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-16T20:29:59.119557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:59.119627] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:59.119659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:59.119716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:59.177199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:59.178110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:59.178211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:59.178245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:59.293181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:59.293328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:59.293366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:59.293395] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:59.296672] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=65.59%)
[2025-12-16T20:29:59.296978] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-16T20:29:59.297102] [INFO ] [sig       ] PVL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:29:59.437989] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PVL.txt
[2025-12-16T20:29:59.438122] [INFO ] [sig       ] [2635/3585] Completed PVL in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-16T20:29:59.438162] [INFO ] [sig       ] [2636/3585] Forecasting PWP...
[2025-12-16T20:29:59.438191] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-16T20:29:59.438220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-16T20:29:59.450716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-12-16T20:29:59.451069] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-16T20:29:59.451879] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-16T20:29:59.451931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:59.451962] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:59.451988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:59.452044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:59.508826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:59.509738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:59.509820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:59.509852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:59.631897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:59.632048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:59.632091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:59.632121] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:59.635528] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: DOWN (p=20.75%)
[2025-12-16T20:29:59.635844] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-16T20:29:59.635977] [INFO ] [sig       ] PWP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:29:59.784224] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PWP.txt
[2025-12-16T20:29:59.784380] [INFO ] [sig       ] [2636/3585] Completed PWP in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-16T20:29:59.784422] [INFO ] [sig       ] [2637/3585] Forecasting PX...
[2025-12-16T20:29:59.784453] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-16T20:29:59.784484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-16T20:29:59.796320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-16T20:29:59.796610] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-16T20:29:59.797358] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-16T20:29:59.797410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:29:59.797443] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:29:59.797475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:29:59.797544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:29:59.854210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:29:59.854840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:29:59.854918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:29:59.854951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:29:59.980665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:29:59.980812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:29:59.980866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:29:59.980895] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:29:59.984178] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=92.30%)
[2025-12-16T20:29:59.984442] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-16T20:29:59.984565] [INFO ] [sig       ] PX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:00.120601] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PX.txt
[2025-12-16T20:30:00.120715] [INFO ] [sig       ] [2637/3585] Completed PX in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-16T20:30:00.120753] [INFO ] [sig       ] [2638/3585] Forecasting PXS...
[2025-12-16T20:30:00.120782] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-16T20:30:00.120812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-16T20:30:00.131832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-16T20:30:00.132162] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-16T20:30:00.132928] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-16T20:30:00.132979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:00.133012] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:00.133039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:00.133094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:00.188524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:00.189414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:00.189500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:00.189532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:00.292626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:00.292733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:00.292770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:00.292798] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:00.296078] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: DOWN (p=16.82%)
[2025-12-16T20:30:00.296354] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-16T20:30:00.296479] [INFO ] [sig       ] PXS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:00.434663] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PXS.txt
[2025-12-16T20:30:00.434798] [INFO ] [sig       ] [2638/3585] Completed PXS in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-16T20:30:00.434838] [INFO ] [sig       ] [2639/3585] Forecasting PY...
[2025-12-16T20:30:00.434869] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-16T20:30:00.434899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-16T20:30:00.446511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-16T20:30:00.446894] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-16T20:30:00.447700] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-16T20:30:00.447752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:00.447786] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:00.447815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:00.447872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:00.504350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:00.505130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:00.505224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:00.505258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:00.609348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:00.609520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:00.609568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:00.609629] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:00.613058] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: DOWN (p=16.14%)
[2025-12-16T20:30:00.613335] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-16T20:30:00.613458] [INFO ] [sig       ] PY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:00.751917] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PY.txt
[2025-12-16T20:30:00.752043] [INFO ] [sig       ] [2639/3585] Completed PY in 0.3s | 2.94 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-16T20:30:00.752082] [INFO ] [sig       ] [2640/3585] Forecasting PYPL...
[2025-12-16T20:30:00.752111] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-16T20:30:00.752140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-16T20:30:00.763004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-16T20:30:00.763260] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-16T20:30:00.764017] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-16T20:30:00.764068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:00.764099] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:00.764126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:00.764181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:00.820095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:00.820692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:00.820769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:00.820801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:00.936949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:00.937069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:00.937106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:00.937134] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:00.940502] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: UP (p=91.78%)
[2025-12-16T20:30:00.941018] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-16T20:30:00.941148] [INFO ] [sig       ] PYPL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:01.078297] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PYPL.txt
[2025-12-16T20:30:01.078422] [INFO ] [sig       ] [2640/3585] Completed PYPL in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-16T20:30:01.078461] [INFO ] [sig       ] [2641/3585] Forecasting PYXS...
[2025-12-16T20:30:01.078490] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-16T20:30:01.078519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-16T20:30:01.090512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-16T20:30:01.090797] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-16T20:30:01.091964] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-16T20:30:01.092015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:01.092057] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:01.092085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:01.092139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:01.148219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:01.148815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:01.149235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:01.149270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:01.269500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:01.269640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:01.269680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:01.269712] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:01.273390] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: DOWN (p=38.89%)
[2025-12-16T20:30:01.273681] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-16T20:30:01.273802] [INFO ] [sig       ] PYXS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:01.413767] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/PYXS.txt
[2025-12-16T20:30:01.414468] [INFO ] [sig       ] [2641/3585] Completed PYXS in 0.3s | 2.95 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-16T20:30:01.414525] [INFO ] [sig       ] [2642/3585] Forecasting PZZA...
[2025-12-16T20:30:01.414556] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-16T20:30:01.414607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-16T20:30:01.425727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-16T20:30:01.426015] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-16T20:30:01.426787] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-16T20:30:01.426838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:01.426869] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:01.426896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:01.426952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:01.483501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:01.484396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:01.484481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:01.484516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:01.613175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:01.613345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:01.613384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:01.613412] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:01.616914] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: UP (p=89.05%)
[2025-12-16T20:30:01.617225] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-16T20:30:01.617354] [INFO ] [sig       ] PZZA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:01.755918] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/PZZA.txt
[2025-12-16T20:30:01.756083] [INFO ] [sig       ] [2642/3585] Completed PZZA in 0.3s | 2.95 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-16T20:30:01.756122] [INFO ] [sig       ] [2643/3585] Forecasting QBTS...
[2025-12-16T20:30:01.756153] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-16T20:30:01.756184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-16T20:30:01.767759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-16T20:30:01.768143] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-16T20:30:01.768960] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-16T20:30:01.769013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:01.769045] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:01.769072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:01.769129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:01.825759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:01.826545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:01.826651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:01.826686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:01.960422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:01.960550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:01.960627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:01.960668] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:01.964982] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-12-16T20:30:01.965316] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-16T20:30:01.965458] [INFO ] [sig       ] QBTS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:02.107988] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QBTS.txt
[2025-12-16T20:30:02.108140] [INFO ] [sig       ] [2643/3585] Completed QBTS in 0.4s | 2.94 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-16T20:30:02.108180] [INFO ] [sig       ] [2644/3585] Forecasting QCLN...
[2025-12-16T20:30:02.108210] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-16T20:30:02.108239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-16T20:30:02.120308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-16T20:30:02.120736] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-16T20:30:02.121554] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-16T20:30:02.121626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:02.121661] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:02.121689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:02.121748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:02.194162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:02.194994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:02.195075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:02.195108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:02.319889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:02.320015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:02.320059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:02.320092] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:02.323692] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: UP (p=89.27%)
[2025-12-16T20:30:02.324009] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-16T20:30:02.324147] [INFO ] [sig       ] QCLN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:02.463633] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QCLN.txt
[2025-12-16T20:30:02.463802] [INFO ] [sig       ] [2644/3585] Completed QCLN in 0.4s | 2.94 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-16T20:30:02.463845] [INFO ] [sig       ] [2645/3585] Forecasting QCOM...
[2025-12-16T20:30:02.463883] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-16T20:30:02.463914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-16T20:30:02.477997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-16T20:30:02.478328] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-16T20:30:02.479134] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-16T20:30:02.479210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:02.479244] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:02.479270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:02.479326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:02.536666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:02.537458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:02.537539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:02.537593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:02.655949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:02.656070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:02.656108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:02.656136] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:02.659714] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: DOWN (p=44.78%)
[2025-12-16T20:30:02.660072] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-16T20:30:02.660217] [INFO ] [sig       ] QCOM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:02.800204] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/QCOM.txt
[2025-12-16T20:30:02.800348] [INFO ] [sig       ] [2645/3585] Completed QCOM in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-16T20:30:02.800387] [INFO ] [sig       ] [2646/3585] Forecasting QCRH...
[2025-12-16T20:30:02.800418] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-16T20:30:02.800447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-16T20:30:02.815145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-16T20:30:02.815475] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-16T20:30:02.816454] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-16T20:30:02.816506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:02.816538] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:02.816564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:02.816653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:02.874265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:02.875041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:02.875121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:02.875154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:02.992262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:02.992365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:02.992403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:02.992432] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:02.995947] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: UP (p=51.06%)
[2025-12-16T20:30:02.996216] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-16T20:30:02.996341] [INFO ] [sig       ] QCRH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:03.138045] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QCRH.txt
[2025-12-16T20:30:03.138172] [INFO ] [sig       ] [2646/3585] Completed QCRH in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-16T20:30:03.138210] [INFO ] [sig       ] [2647/3585] Forecasting QD...
[2025-12-16T20:30:03.138240] [INFO ] [sig       ] Generating forecast for: QD
[2025-12-16T20:30:03.138269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-12-16T20:30:03.211549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QD'.
[2025-12-16T20:30:03.212092] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-12-16T20:30:03.213084] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-12-16T20:30:03.213137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:03.213172] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:03.213201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:03.213258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:03.269227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:03.269855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:03.269942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:03.269975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:03.385340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:03.385477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:03.385514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:03.385545] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:03.388824] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-16T20:30:03.389090] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-12-16T20:30:03.389230] [INFO ] [sig       ] QD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:03.526724] [INFO ] [LOCAL     ] Saved forecast: QD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QD.txt
[2025-12-16T20:30:03.526844] [INFO ] [sig       ] [2647/3585] Completed QD in 0.4s | 2.94 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-16T20:30:03.526882] [INFO ] [sig       ] [2648/3585] Forecasting QDEL...
[2025-12-16T20:30:03.526910] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-16T20:30:03.526939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-16T20:30:03.538448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-16T20:30:03.538764] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-16T20:30:03.539541] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-16T20:30:03.539615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:03.539674] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:03.539702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:03.539759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:03.595247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:03.595880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:03.595957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:03.595988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:03.712095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:03.712195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:03.712232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:03.712272] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:03.715509] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: UP (p=64.30%)
[2025-12-16T20:30:03.715792] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-16T20:30:03.715909] [INFO ] [sig       ] QDEL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:03.853091] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QDEL.txt
[2025-12-16T20:30:03.853216] [INFO ] [sig       ] [2648/3585] Completed QDEL in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-16T20:30:03.853255] [INFO ] [sig       ] [2649/3585] Forecasting QFIN...
[2025-12-16T20:30:03.853286] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-16T20:30:03.853316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-16T20:30:03.864166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-16T20:30:03.864438] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-16T20:30:03.865190] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-16T20:30:03.865241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:03.865273] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:03.865299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:03.865354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:03.921186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:03.921812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:03.921889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:03.921922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:04.041047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:04.041167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:04.041204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:04.041232] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:04.044370] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-16T20:30:04.044660] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-16T20:30:04.044781] [INFO ] [sig       ] QFIN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:04.181819] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/QFIN.txt
[2025-12-16T20:30:04.181928] [INFO ] [sig       ] [2649/3585] Completed QFIN in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-16T20:30:04.181966] [INFO ] [sig       ] [2650/3585] Forecasting QGEN...
[2025-12-16T20:30:04.181995] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-16T20:30:04.182024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-16T20:30:04.194729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-16T20:30:04.194997] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-16T20:30:04.195752] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-16T20:30:04.195803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:04.195835] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:04.195862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:04.195917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:04.252555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:04.253317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:04.253397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:04.253444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:04.371792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:04.371897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:04.371931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:04.371959] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:04.375094] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=6.41%)
[2025-12-16T20:30:04.375353] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-16T20:30:04.375471] [INFO ] [sig       ] QGEN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:04.515260] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/QGEN.txt
[2025-12-16T20:30:04.515404] [INFO ] [sig       ] [2650/3585] Completed QGEN in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-16T20:30:04.515447] [INFO ] [sig       ] [2651/3585] Forecasting QLYS...
[2025-12-16T20:30:04.515478] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-16T20:30:04.515509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-16T20:30:04.527690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-16T20:30:04.527997] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-16T20:30:04.528792] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-16T20:30:04.528844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:04.528878] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:04.528906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:04.528964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:04.584811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:04.585396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:04.585474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:04.585505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:04.704730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:04.704849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:04.704885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:04.704942] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:04.708207] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: UP (p=88.57%)
[2025-12-16T20:30:04.708473] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-16T20:30:04.708617] [INFO ] [sig       ] QLYS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:04.850754] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QLYS.txt
[2025-12-16T20:30:04.850877] [INFO ] [sig       ] [2651/3585] Completed QLYS in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-16T20:30:04.850916] [INFO ] [sig       ] [2652/3585] Forecasting QMCO...
[2025-12-16T20:30:04.850945] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-16T20:30:04.850974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-16T20:30:04.862196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-16T20:30:04.862478] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-16T20:30:04.863248] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-16T20:30:04.863301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:04.863335] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:04.863362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:04.863430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:04.919203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:04.919893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:04.919974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:04.920007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:05.040116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:05.040260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:05.040300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:05.040330] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:05.043718] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: DOWN (p=42.11%)
[2025-12-16T20:30:05.044017] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-16T20:30:05.044146] [INFO ] [sig       ] QMCO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:05.182947] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/QMCO.txt
[2025-12-16T20:30:05.183083] [INFO ] [sig       ] [2652/3585] Completed QMCO in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-16T20:30:05.183121] [INFO ] [sig       ] [2653/3585] Forecasting QMOM...
[2025-12-16T20:30:05.183151] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-16T20:30:05.183181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-16T20:30:05.194742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-16T20:30:05.195068] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-16T20:30:05.195836] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-16T20:30:05.195887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:05.195918] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:05.195957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:05.196014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:05.255755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:05.256546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:05.256648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:05.256682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:05.373829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:05.373962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:05.373998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:05.374026] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:05.377945] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: UP (p=59.79%)
[2025-12-16T20:30:05.378224] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-16T20:30:05.378351] [INFO ] [sig       ] QMOM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:05.517587] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QMOM.txt
[2025-12-16T20:30:05.517725] [INFO ] [sig       ] [2653/3585] Completed QMOM in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-16T20:30:05.517768] [INFO ] [sig       ] [2654/3585] Forecasting QNCX...
[2025-12-16T20:30:05.517799] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-16T20:30:05.517830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-16T20:30:05.529334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-16T20:30:05.529651] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-16T20:30:05.530423] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-16T20:30:05.530476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:05.530508] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:05.530536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:05.530621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:05.587819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:05.588431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:05.588509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:05.588541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:05.707120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:05.707246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:05.707282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:05.707310] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:05.710626] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: DOWN (p=45.71%)
[2025-12-16T20:30:05.710897] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-16T20:30:05.711020] [INFO ] [sig       ] QNCX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:05.850442] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/QNCX.txt
[2025-12-16T20:30:05.850638] [INFO ] [sig       ] [2654/3585] Completed QNCX in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-16T20:30:05.850680] [INFO ] [sig       ] [2655/3585] Forecasting QNTM...
[2025-12-16T20:30:05.850710] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-16T20:30:05.850739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-16T20:30:05.862428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-16T20:30:05.862821] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-16T20:30:05.863655] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-16T20:30:05.863710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:05.863744] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:05.863773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:05.863831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:05.920997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:05.921838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:05.921921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:05.921955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:06.047002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:06.047147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:06.047187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:06.047218] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:06.050644] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=8.27%)
[2025-12-16T20:30:06.050915] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-16T20:30:06.051040] [INFO ] [sig       ] QNTM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:06.192255] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/QNTM.txt
[2025-12-16T20:30:06.192373] [INFO ] [sig       ] [2655/3585] Completed QNTM in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-16T20:30:06.192419] [INFO ] [sig       ] [2656/3585] Forecasting QQMG...
[2025-12-16T20:30:06.192450] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-16T20:30:06.192486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-16T20:30:06.203855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-16T20:30:06.204163] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-16T20:30:06.204928] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-16T20:30:06.204979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:06.205010] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:06.205036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:06.205092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:06.267258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:06.268087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:06.268168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:06.268202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:06.378771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:06.378914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:06.378953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:06.378983] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:06.382330] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: DOWN (p=12.24%)
[2025-12-16T20:30:06.382613] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-16T20:30:06.382739] [INFO ] [sig       ] QQMG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:06.521937] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/QQMG.txt
[2025-12-16T20:30:06.522065] [INFO ] [sig       ] [2656/3585] Completed QQMG in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-16T20:30:06.522107] [INFO ] [sig       ] [2657/3585] Forecasting QQQ...
[2025-12-16T20:30:06.522149] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-16T20:30:06.522182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-16T20:30:06.534320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-16T20:30:06.534607] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-16T20:30:06.535345] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-16T20:30:06.535396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:06.535427] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:06.535453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:06.535509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:06.591298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:06.591916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:06.592009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:06.592041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:06.713978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:06.714124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:06.714162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:06.714189] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:06.717475] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: DOWN (p=17.65%)
[2025-12-16T20:30:06.717765] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-16T20:30:06.717889] [INFO ] [sig       ] QQQ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:06.854287] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/QQQ.txt
[2025-12-16T20:30:06.854425] [INFO ] [sig       ] [2657/3585] Completed QQQ in 0.3s | 2.94 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-16T20:30:06.854468] [INFO ] [sig       ] [2658/3585] Forecasting QQQE...
[2025-12-16T20:30:06.854511] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-16T20:30:06.854557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-16T20:30:06.866161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-16T20:30:06.866470] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-16T20:30:06.867228] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-16T20:30:06.867280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:06.867311] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:06.867338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:06.867394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:06.926357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:06.927142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:06.927255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:06.927294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:07.044816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:07.044963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:07.045003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:07.045033] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:07.048435] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: UP (p=59.32%)
[2025-12-16T20:30:07.048732] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-16T20:30:07.048861] [INFO ] [sig       ] QQQE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:07.188036] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QQQE.txt
[2025-12-16T20:30:07.188158] [INFO ] [sig       ] [2658/3585] Completed QQQE in 0.3s | 2.95 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-16T20:30:07.188197] [INFO ] [sig       ] [2659/3585] Forecasting QQQI...
[2025-12-16T20:30:07.188226] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-16T20:30:07.188257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-16T20:30:07.199371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-16T20:30:07.199689] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-16T20:30:07.200470] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-16T20:30:07.200522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:07.200556] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:07.200613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:07.200679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:07.259059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:07.259732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:07.259824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:07.259857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:07.374585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:07.374698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:07.374735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:07.374764] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:07.378076] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: UP (p=88.45%)
[2025-12-16T20:30:07.378337] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-16T20:30:07.378459] [INFO ] [sig       ] QQQI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:07.517588] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QQQI.txt
[2025-12-16T20:30:07.517715] [INFO ] [sig       ] [2659/3585] Completed QQQI in 0.3s | 2.95 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-16T20:30:07.517753] [INFO ] [sig       ] [2660/3585] Forecasting QQQJ...
[2025-12-16T20:30:07.517782] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-16T20:30:07.517811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-16T20:30:07.529193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-16T20:30:07.529509] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-16T20:30:07.530329] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-16T20:30:07.530381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:07.530414] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:07.530442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:07.530498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:07.589011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:07.589653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:07.589748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:07.589788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:07.707952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:07.708056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:07.708094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:07.708122] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:07.711251] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: UP (p=75.00%)
[2025-12-16T20:30:07.711511] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-16T20:30:07.711653] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:07.850773] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QQQJ.txt
[2025-12-16T20:30:07.850897] [INFO ] [sig       ] [2660/3585] Completed QQQJ in 0.3s | 2.95 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-16T20:30:07.850939] [INFO ] [sig       ] [2661/3585] Forecasting QQQM...
[2025-12-16T20:30:07.850970] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-16T20:30:07.851000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-16T20:30:07.863050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-16T20:30:07.863322] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-16T20:30:07.864117] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-16T20:30:07.864168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:07.864201] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:07.864228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:07.864284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:07.922758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:07.923370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:07.923450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:07.923484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:08.041144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:08.041288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:08.041327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:08.041357] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:08.044687] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: DOWN (p=26.18%)
[2025-12-16T20:30:08.044960] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-16T20:30:08.045086] [INFO ] [sig       ] QQQM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:08.182823] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/QQQM.txt
[2025-12-16T20:30:08.182956] [INFO ] [sig       ] [2661/3585] Completed QQQM in 0.3s | 2.95 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-16T20:30:08.182995] [INFO ] [sig       ] [2662/3585] Forecasting QQQX...
[2025-12-16T20:30:08.183024] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-16T20:30:08.183054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-16T20:30:08.193950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-16T20:30:08.194220] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-16T20:30:08.194995] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-16T20:30:08.195048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:08.195082] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:08.195110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:08.195168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:08.253024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:08.253834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:08.253931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:08.253976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:08.380319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:08.380470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:08.380508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:08.380537] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:08.383889] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-12-16T20:30:08.384158] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-16T20:30:08.384282] [INFO ] [sig       ] QQQX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:08.521443] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/QQQX.txt
[2025-12-16T20:30:08.521584] [INFO ] [sig       ] [2662/3585] Completed QQQX in 0.3s | 2.95 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-16T20:30:08.521624] [INFO ] [sig       ] [2663/3585] Forecasting QQQY...
[2025-12-16T20:30:08.521653] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-16T20:30:08.521683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-16T20:30:08.532465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-16T20:30:08.532764] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-16T20:30:08.533497] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-16T20:30:08.533548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:08.533596] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:08.533626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:08.533696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:08.590824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:08.591432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:08.591511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:08.591544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:08.709733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:08.709856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:08.709892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:08.709920] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:08.713095] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=99.20%)
[2025-12-16T20:30:08.713357] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-16T20:30:08.713481] [INFO ] [sig       ] QQQY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:08.851973] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QQQY.txt
[2025-12-16T20:30:08.852090] [INFO ] [sig       ] [2663/3585] Completed QQQY in 0.3s | 2.95 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-16T20:30:08.852128] [INFO ] [sig       ] [2664/3585] Forecasting QRHC...
[2025-12-16T20:30:08.852157] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-16T20:30:08.852187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-16T20:30:08.863809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-16T20:30:08.864127] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-16T20:30:08.864963] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-16T20:30:08.865017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:08.865051] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:08.865080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:08.865139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:08.923036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:08.923724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:08.923808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:08.923841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:09.039865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:09.040011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:09.040050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:09.040079] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:09.043323] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: DOWN (p=14.82%)
[2025-12-16T20:30:09.043610] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-16T20:30:09.043736] [INFO ] [sig       ] QRHC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:09.179756] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/QRHC.txt
[2025-12-16T20:30:09.179873] [INFO ] [sig       ] [2664/3585] Completed QRHC in 0.3s | 2.95 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-16T20:30:09.179912] [INFO ] [sig       ] [2665/3585] Forecasting QRVO...
[2025-12-16T20:30:09.179941] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-16T20:30:09.179970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-16T20:30:09.191011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-16T20:30:09.191275] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-16T20:30:09.192058] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-16T20:30:09.192120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:09.192177] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:09.192205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:09.192262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:09.247542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:09.248240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:09.248319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:09.248350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:09.369027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:09.369215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:09.369256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:09.369284] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:09.372802] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-12-16T20:30:09.373131] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-16T20:30:09.373267] [INFO ] [sig       ] QRVO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:09.513965] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QRVO.txt
[2025-12-16T20:30:09.514116] [INFO ] [sig       ] [2665/3585] Completed QRVO in 0.3s | 2.95 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-16T20:30:09.514157] [INFO ] [sig       ] [2666/3585] Forecasting QS...
[2025-12-16T20:30:09.514187] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-16T20:30:09.514219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-16T20:30:09.526256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-16T20:30:09.526617] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-16T20:30:09.527379] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-16T20:30:09.527430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:09.527462] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:09.527488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:09.527543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:09.584936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:09.585796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:09.585885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:09.585918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:09.708536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:09.708708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:09.708749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:09.708779] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:09.712416] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: UP (p=93.17%)
[2025-12-16T20:30:09.712743] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-16T20:30:09.712913] [INFO ] [sig       ] QS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:09.853864] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QS.txt
[2025-12-16T20:30:09.854015] [INFO ] [sig       ] [2666/3585] Completed QS in 0.3s | 2.95 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-16T20:30:09.854056] [INFO ] [sig       ] [2667/3585] Forecasting QSI...
[2025-12-16T20:30:09.854086] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-16T20:30:09.854116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-16T20:30:09.865561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-16T20:30:09.865953] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-16T20:30:09.866789] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-16T20:30:09.866842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:09.866874] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:09.866899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:09.866954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:09.929717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:09.930562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:09.930669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:09.930703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:10.052006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:10.052158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:10.052198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:10.052228] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:10.055621] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: UP (p=94.15%)
[2025-12-16T20:30:10.055899] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-16T20:30:10.056021] [INFO ] [sig       ] QSI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:10.196802] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QSI.txt
[2025-12-16T20:30:10.197169] [INFO ] [sig       ] [2667/3585] Completed QSI in 0.3s | 2.95 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-16T20:30:10.197210] [INFO ] [sig       ] [2668/3585] Forecasting QTEC...
[2025-12-16T20:30:10.197239] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-16T20:30:10.197269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-16T20:30:10.209862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-16T20:30:10.210224] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-16T20:30:10.211018] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-16T20:30:10.211070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:10.211103] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:10.211130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:10.211188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:10.267768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:10.268596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:10.268679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:10.268711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:10.388232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:10.388384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:10.388424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:10.388453] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:10.391942] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=69.11%)
[2025-12-16T20:30:10.392217] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-16T20:30:10.392343] [INFO ] [sig       ] QTEC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:10.531377] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QTEC.txt
[2025-12-16T20:30:10.531535] [INFO ] [sig       ] [2668/3585] Completed QTEC in 0.3s | 2.95 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-16T20:30:10.531603] [INFO ] [sig       ] [2669/3585] Forecasting QTRX...
[2025-12-16T20:30:10.531639] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-16T20:30:10.531669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-16T20:30:10.542983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-16T20:30:10.543263] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-16T20:30:10.544079] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-16T20:30:10.544139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:10.544183] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:10.544222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:10.544282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:10.602301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:10.603225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:10.603314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:10.603347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:10.725755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:10.725912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:10.725953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:10.725983] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:10.729499] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=16.13%)
[2025-12-16T20:30:10.729847] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-16T20:30:10.729990] [INFO ] [sig       ] QTRX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:10.870259] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/QTRX.txt
[2025-12-16T20:30:10.870393] [INFO ] [sig       ] [2669/3585] Completed QTRX in 0.3s | 2.95 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-16T20:30:10.870432] [INFO ] [sig       ] [2670/3585] Forecasting QTTB...
[2025-12-16T20:30:10.870461] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-16T20:30:10.870491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-16T20:30:10.882835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-16T20:30:10.883217] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-16T20:30:10.884012] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-16T20:30:10.884067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:10.884100] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:10.884128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:10.884186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:10.940850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:10.941669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:10.941752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:10.941786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:11.059187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:11.059334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:11.059372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:11.059402] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:11.062789] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: UP (p=59.21%)
[2025-12-16T20:30:11.063068] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-16T20:30:11.063186] [INFO ] [sig       ] QTTB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:11.201716] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QTTB.txt
[2025-12-16T20:30:11.201850] [INFO ] [sig       ] [2670/3585] Completed QTTB in 0.3s | 2.95 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-16T20:30:11.201889] [INFO ] [sig       ] [2671/3585] Forecasting QTUM...
[2025-12-16T20:30:11.201918] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-16T20:30:11.201948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-16T20:30:11.215061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-16T20:30:11.215510] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-16T20:30:11.216486] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-16T20:30:11.216550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:11.216612] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:11.216650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:11.216728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:11.278961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:11.279859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:11.279943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:11.279978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:11.394656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:11.394804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:11.394843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:11.394872] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:11.398169] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=88.06%)
[2025-12-16T20:30:11.398431] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-16T20:30:11.398550] [INFO ] [sig       ] QTUM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:11.538103] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QTUM.txt
[2025-12-16T20:30:11.538257] [INFO ] [sig       ] [2671/3585] Completed QTUM in 0.3s | 2.95 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-16T20:30:11.538299] [INFO ] [sig       ] [2672/3585] Forecasting QTWO...
[2025-12-16T20:30:11.538329] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-16T20:30:11.538358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-16T20:30:11.549463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-16T20:30:11.549882] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-16T20:30:11.550703] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-16T20:30:11.550756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:11.550791] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:11.550822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:11.550879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:11.608004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:11.608873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:11.608957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:11.608990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:11.735448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:11.735612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:11.735669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:11.735700] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:11.739595] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-12-16T20:30:11.739866] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-16T20:30:11.739990] [INFO ] [sig       ] QTWO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:11.881687] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QTWO.txt
[2025-12-16T20:30:11.881821] [INFO ] [sig       ] [2672/3585] Completed QTWO in 0.3s | 2.95 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-16T20:30:11.881860] [INFO ] [sig       ] [2673/3585] Forecasting QUAD...
[2025-12-16T20:30:11.881891] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-16T20:30:11.881920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-16T20:30:11.894126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-16T20:30:11.894516] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-16T20:30:11.895457] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-16T20:30:11.895511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:11.895545] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:11.895589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:11.895651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:11.955386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:11.956368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:11.956477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:11.956526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:12.084303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:12.084460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:12.084502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:12.084533] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:12.088497] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=25.49%)
[2025-12-16T20:30:12.088833] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-16T20:30:12.089001] [INFO ] [sig       ] QUAD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:12.233029] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/QUAD.txt
[2025-12-16T20:30:12.233190] [INFO ] [sig       ] [2673/3585] Completed QUAD in 0.4s | 2.95 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-16T20:30:12.233232] [INFO ] [sig       ] [2674/3585] Forecasting QUIK...
[2025-12-16T20:30:12.233263] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-16T20:30:12.233294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-16T20:30:12.245135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-16T20:30:12.245494] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-16T20:30:12.246322] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-16T20:30:12.246377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:12.246410] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:12.246436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:12.246507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:12.307740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:12.308687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:12.308779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:12.308813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:12.433939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:12.434095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:12.434135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:12.434165] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:12.437729] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: UP (p=55.22%)
[2025-12-16T20:30:12.438009] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-16T20:30:12.438139] [INFO ] [sig       ] QUIK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:12.582909] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QUIK.txt
[2025-12-16T20:30:12.583068] [INFO ] [sig       ] [2674/3585] Completed QUIK in 0.3s | 2.95 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-16T20:30:12.583112] [INFO ] [sig       ] [2675/3585] Forecasting QURE...
[2025-12-16T20:30:12.583145] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-16T20:30:12.583176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-16T20:30:12.594861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-16T20:30:12.595209] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-16T20:30:12.596005] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-16T20:30:12.596057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:12.596090] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:12.596118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:12.596174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:12.653632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:12.654509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:12.654645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:12.654681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:12.782269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:12.782424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:12.782465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:12.782495] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:12.786130] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=8.81%)
[2025-12-16T20:30:12.786436] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-16T20:30:12.786592] [INFO ] [sig       ] QURE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:12.931275] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/QURE.txt
[2025-12-16T20:30:12.931439] [INFO ] [sig       ] [2675/3585] Completed QURE in 0.3s | 2.95 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-16T20:30:12.931481] [INFO ] [sig       ] [2676/3585] Forecasting QVAL...
[2025-12-16T20:30:12.931512] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-16T20:30:12.931543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-16T20:30:12.944205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-16T20:30:12.944660] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-16T20:30:12.945451] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-16T20:30:12.945504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:12.945550] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:12.945600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:12.945664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:13.003703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:13.004601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:13.004711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:13.004760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:13.127968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:13.128139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:13.128186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:13.128223] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:13.131762] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=5.19%)
[2025-12-16T20:30:13.132040] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-16T20:30:13.132166] [INFO ] [sig       ] QVAL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:13.272489] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/QVAL.txt
[2025-12-16T20:30:13.272659] [INFO ] [sig       ] [2676/3585] Completed QVAL in 0.3s | 2.95 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-16T20:30:13.272702] [INFO ] [sig       ] [2677/3585] Forecasting QVCC...
[2025-12-16T20:30:13.272731] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-16T20:30:13.272761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-16T20:30:13.285482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-16T20:30:13.285908] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-16T20:30:13.286719] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-16T20:30:13.286771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:13.286805] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:13.286833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:13.286903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:13.345298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:13.346208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:13.346297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:13.346331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:13.467842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:13.467995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:13.468037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:13.468068] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:13.471624] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: UP (p=86.25%)
[2025-12-16T20:30:13.471987] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-16T20:30:13.472131] [INFO ] [sig       ] QVCC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:13.612534] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QVCC.txt
[2025-12-16T20:30:13.612707] [INFO ] [sig       ] [2677/3585] Completed QVCC in 0.3s | 2.95 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-16T20:30:13.612749] [INFO ] [sig       ] [2678/3585] Forecasting QYLD...
[2025-12-16T20:30:13.612778] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-16T20:30:13.612807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-16T20:30:13.624308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-16T20:30:13.624667] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-16T20:30:13.625417] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-16T20:30:13.625469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:13.625501] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:13.625527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:13.625608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:13.682402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:13.683287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:13.683373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:13.683407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:13.802428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:13.802599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:13.802640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:13.802669] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:13.806004] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=93.59%)
[2025-12-16T20:30:13.806274] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-16T20:30:13.806397] [INFO ] [sig       ] QYLD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:13.942513] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QYLD.txt
[2025-12-16T20:30:13.942699] [INFO ] [sig       ] [2678/3585] Completed QYLD in 0.3s | 2.95 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-16T20:30:13.942742] [INFO ] [sig       ] [2679/3585] Forecasting QYLG...
[2025-12-16T20:30:13.942771] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-16T20:30:13.942802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-16T20:30:13.953651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-16T20:30:13.953945] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-16T20:30:13.954707] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-16T20:30:13.954758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:13.954790] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:13.954818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:13.954873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:14.011518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:14.012450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:14.012536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:14.012586] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:14.130418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:14.130556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:14.130615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:14.130646] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:14.134001] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: UP (p=76.23%)
[2025-12-16T20:30:14.134273] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-16T20:30:14.134399] [INFO ] [sig       ] QYLG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:14.275283] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/QYLG.txt
[2025-12-16T20:30:14.275424] [INFO ] [sig       ] [2679/3585] Completed QYLG in 0.3s | 2.95 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-16T20:30:14.275468] [INFO ] [sig       ] [2680/3585] Forecasting RA...
[2025-12-16T20:30:14.275500] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-16T20:30:14.275530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-16T20:30:14.287892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-16T20:30:14.288211] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-16T20:30:14.288984] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-16T20:30:14.289035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:14.289068] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:14.289095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:14.289183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:14.344800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:14.345398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:14.345475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:14.345507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:14.469961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:14.470124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:14.470162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:14.470190] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:14.473518] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=29.51%)
[2025-12-16T20:30:14.473802] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-16T20:30:14.473929] [INFO ] [sig       ] RA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:14.611717] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RA.txt
[2025-12-16T20:30:14.611844] [INFO ] [sig       ] [2680/3585] Completed RA in 0.3s | 2.95 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-16T20:30:14.611883] [INFO ] [sig       ] [2681/3585] Forecasting RACE...
[2025-12-16T20:30:14.611912] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-16T20:30:14.611941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-16T20:30:14.624216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-16T20:30:14.624605] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-16T20:30:14.625392] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-16T20:30:14.625445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:14.625479] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:14.625507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:14.625564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:14.684227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:14.685082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:14.685165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:14.685199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:14.812208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:14.812358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:14.812399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:14.812428] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:14.815937] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=81.28%)
[2025-12-16T20:30:14.816216] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-16T20:30:14.816357] [INFO ] [sig       ] RACE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:14.957384] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RACE.txt
[2025-12-16T20:30:14.957538] [INFO ] [sig       ] [2681/3585] Completed RACE in 0.3s | 2.95 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-16T20:30:14.957610] [INFO ] [sig       ] [2682/3585] Forecasting RAIL...
[2025-12-16T20:30:14.957646] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-16T20:30:14.957677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-16T20:30:14.969610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-16T20:30:14.969930] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-16T20:30:14.970701] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-16T20:30:14.970752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:14.970816] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:14.970850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:14.970918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:15.027128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:15.027852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:15.027930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:15.027963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:15.150107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:15.150256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:15.150294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:15.150322] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:15.153643] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-12-16T20:30:15.153914] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-16T20:30:15.154033] [INFO ] [sig       ] RAIL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:15.291515] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RAIL.txt
[2025-12-16T20:30:15.291709] [INFO ] [sig       ] [2682/3585] Completed RAIL in 0.3s | 2.95 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-16T20:30:15.291763] [INFO ] [sig       ] [2683/3585] Forecasting RAMP...
[2025-12-16T20:30:15.291795] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-16T20:30:15.291826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-16T20:30:15.305758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-16T20:30:15.306198] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-16T20:30:15.307128] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-16T20:30:15.307195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:15.307249] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:15.307288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:15.307354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:15.366226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:15.367104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:15.367193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:15.367227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:15.491043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:15.491195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:15.491235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:15.491283] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:15.494743] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=56.08%)
[2025-12-16T20:30:15.495045] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-16T20:30:15.495169] [INFO ] [sig       ] RAMP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:15.633285] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RAMP.txt
[2025-12-16T20:30:15.633432] [INFO ] [sig       ] [2683/3585] Completed RAMP in 0.3s | 2.95 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-16T20:30:15.633489] [INFO ] [sig       ] [2684/3585] Forecasting RAPP...
[2025-12-16T20:30:15.633521] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-16T20:30:15.633551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-16T20:30:15.644891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-16T20:30:15.645238] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-16T20:30:15.646097] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-16T20:30:15.646152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:15.646186] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:15.646215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:15.646272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:15.703121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:15.703881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:15.703964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:15.703999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:15.825231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:15.825378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:15.825417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:15.825445] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:15.828736] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=36.73%)
[2025-12-16T20:30:15.829008] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-16T20:30:15.829128] [INFO ] [sig       ] RAPP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:15.965135] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RAPP.txt
[2025-12-16T20:30:15.965274] [INFO ] [sig       ] [2684/3585] Completed RAPP in 0.3s | 2.95 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-16T20:30:15.965313] [INFO ] [sig       ] [2685/3585] Forecasting RARE...
[2025-12-16T20:30:15.965343] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-16T20:30:15.965373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-16T20:30:15.976162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-16T20:30:15.976446] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-16T20:30:15.977337] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-16T20:30:15.977404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:15.977452] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:15.977489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:15.977564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:16.033512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:16.034282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:16.034376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:16.034409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:16.154191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:16.154340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:16.154380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:16.154446] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:16.158922] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-16T20:30:16.159248] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-16T20:30:16.159379] [INFO ] [sig       ] RARE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:16.295655] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RARE.txt
[2025-12-16T20:30:16.295823] [INFO ] [sig       ] [2685/3585] Completed RARE in 0.3s | 2.95 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-16T20:30:16.295864] [INFO ] [sig       ] [2686/3585] Forecasting RAVE...
[2025-12-16T20:30:16.295893] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-16T20:30:16.295925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-16T20:30:16.308101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-16T20:30:16.308439] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-16T20:30:16.309240] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-16T20:30:16.309294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:16.309326] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:16.309353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:16.309409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:16.366299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:16.367198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:16.367282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:16.367315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:16.478845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:16.478996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:16.479035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:16.479065] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:16.482620] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-12-16T20:30:16.482902] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-16T20:30:16.483045] [INFO ] [sig       ] RAVE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:16.621084] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RAVE.txt
[2025-12-16T20:30:16.621215] [INFO ] [sig       ] [2686/3585] Completed RAVE in 0.3s | 2.95 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-16T20:30:16.621254] [INFO ] [sig       ] [2687/3585] Forecasting RAY...
[2025-12-16T20:30:16.621283] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-16T20:30:16.621313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-16T20:30:16.632807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-16T20:30:16.633108] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-16T20:30:16.633859] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-16T20:30:16.633910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:16.633952] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:16.633980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:16.634035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:16.689316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:16.690062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:16.690145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:16.690177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:16.801339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:16.801481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:16.801533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:16.801593] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:16.804877] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=0.27%)
[2025-12-16T20:30:16.805142] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-16T20:30:16.805258] [INFO ] [sig       ] RAY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:16.941548] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RAY.txt
[2025-12-16T20:30:16.941700] [INFO ] [sig       ] [2687/3585] Completed RAY in 0.3s | 2.95 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-16T20:30:16.941739] [INFO ] [sig       ] [2688/3585] Forecasting RBA...
[2025-12-16T20:30:16.941770] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-16T20:30:16.941802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-16T20:30:16.953275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-16T20:30:16.953644] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-16T20:30:16.954428] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-16T20:30:16.954479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:16.954510] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:16.954538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:16.954611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:17.010760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:17.011602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:17.011686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:17.011718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:17.131924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:17.132073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:17.132114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:17.132142] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:17.135502] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: UP (p=91.88%)
[2025-12-16T20:30:17.135786] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-16T20:30:17.135925] [INFO ] [sig       ] RBA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:17.274272] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RBA.txt
[2025-12-16T20:30:17.274410] [INFO ] [sig       ] [2688/3585] Completed RBA in 0.3s | 2.95 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-16T20:30:17.274450] [INFO ] [sig       ] [2689/3585] Forecasting RBB...
[2025-12-16T20:30:17.274479] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-16T20:30:17.274508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-16T20:30:17.286637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-16T20:30:17.287001] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-16T20:30:17.287851] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-16T20:30:17.287904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:17.287937] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:17.287963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:17.288018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:17.348611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:17.349494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:17.349599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:17.349634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:17.476495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:17.476664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:17.476705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:17.476735] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:17.480192] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: UP (p=93.03%)
[2025-12-16T20:30:17.480465] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-16T20:30:17.480606] [INFO ] [sig       ] RBB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:17.623035] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RBB.txt
[2025-12-16T20:30:17.623176] [INFO ] [sig       ] [2689/3585] Completed RBB in 0.3s | 2.95 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-16T20:30:17.623216] [INFO ] [sig       ] [2690/3585] Forecasting RBBN...
[2025-12-16T20:30:17.623248] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-16T20:30:17.623278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-16T20:30:17.635092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-16T20:30:17.635395] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-16T20:30:17.636250] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-16T20:30:17.636303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:17.636335] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:17.636361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:17.636418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:17.693685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:17.694380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:17.694464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:17.694496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:17.815700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:17.815857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:17.815897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:17.815927] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:17.819570] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: DOWN (p=8.83%)
[2025-12-16T20:30:17.819864] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-16T20:30:17.819995] [INFO ] [sig       ] RBBN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:17.962163] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RBBN.txt
[2025-12-16T20:30:17.962309] [INFO ] [sig       ] [2690/3585] Completed RBBN in 0.3s | 2.95 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-16T20:30:17.962351] [INFO ] [sig       ] [2691/3585] Forecasting RBC...
[2025-12-16T20:30:17.962381] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-16T20:30:17.962419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-16T20:30:17.974394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-16T20:30:17.974743] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-16T20:30:17.975539] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-16T20:30:17.975610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:17.975644] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:17.975674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:17.975753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:18.033361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:18.034283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:18.034367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:18.034398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:18.154556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:18.154723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:18.154763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:18.154792] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:18.158232] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=13.57%)
[2025-12-16T20:30:18.158531] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-16T20:30:18.158684] [INFO ] [sig       ] RBC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:18.297618] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RBC.txt
[2025-12-16T20:30:18.297776] [INFO ] [sig       ] [2691/3585] Completed RBC in 0.3s | 2.95 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-16T20:30:18.297817] [INFO ] [sig       ] [2692/3585] Forecasting RBCAA...
[2025-12-16T20:30:18.297847] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-16T20:30:18.297877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-16T20:30:18.309498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-16T20:30:18.309890] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-16T20:30:18.310781] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-16T20:30:18.310835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:18.310868] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:18.310897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:18.310955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:18.370071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:18.371039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:18.371161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:18.371195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:18.483939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:18.484098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:18.484137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:18.484165] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:18.487515] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: UP (p=95.85%)
[2025-12-16T20:30:18.487802] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-16T20:30:18.487941] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:18.624550] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RBCAA.txt
[2025-12-16T20:30:18.624727] [INFO ] [sig       ] [2692/3585] Completed RBCAA in 0.3s | 2.95 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-16T20:30:18.624767] [INFO ] [sig       ] [2693/3585] Forecasting RBLX...
[2025-12-16T20:30:18.624798] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-16T20:30:18.624827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-16T20:30:18.637168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-16T20:30:18.637517] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-16T20:30:18.638303] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-16T20:30:18.638354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:18.638392] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:18.638431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:18.638490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:18.708366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:18.709452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:18.709543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:18.709595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:18.831855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:18.832010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:18.832052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:18.832080] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:18.835464] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=98.32%)
[2025-12-16T20:30:18.835771] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-16T20:30:18.835897] [INFO ] [sig       ] RBLX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:18.973483] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RBLX.txt
[2025-12-16T20:30:18.973647] [INFO ] [sig       ] [2693/3585] Completed RBLX in 0.3s | 2.95 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-16T20:30:18.973689] [INFO ] [sig       ] [2694/3585] Forecasting RC...
[2025-12-16T20:30:18.973719] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-16T20:30:18.973749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-16T20:30:18.985498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-16T20:30:18.985849] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-16T20:30:18.986641] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-16T20:30:18.986694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:18.986726] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:18.986753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:18.986808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:19.043874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:19.044689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:19.044772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:19.044806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:19.165461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:19.165630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:19.165670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:19.165698] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:19.169082] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=18.49%)
[2025-12-16T20:30:19.169383] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-16T20:30:19.169511] [INFO ] [sig       ] RC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:19.306837] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RC.txt
[2025-12-16T20:30:19.306985] [INFO ] [sig       ] [2694/3585] Completed RC in 0.3s | 2.95 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-16T20:30:19.307024] [INFO ] [sig       ] [2695/3585] Forecasting RCEL...
[2025-12-16T20:30:19.307053] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-16T20:30:19.307082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-16T20:30:19.318079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-16T20:30:19.318408] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-16T20:30:19.319196] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-16T20:30:19.319252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:19.319283] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:19.319309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:19.319363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:19.375656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:19.376473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:19.376555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:19.376640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:19.498011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:19.498168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:19.498207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:19.498235] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:19.501653] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: UP (p=80.51%)
[2025-12-16T20:30:19.501936] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-16T20:30:19.502059] [INFO ] [sig       ] RCEL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:19.646585] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RCEL.txt
[2025-12-16T20:30:19.646733] [INFO ] [sig       ] [2695/3585] Completed RCEL in 0.3s | 2.95 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-16T20:30:19.646774] [INFO ] [sig       ] [2696/3585] Forecasting RCI...
[2025-12-16T20:30:19.646804] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-16T20:30:19.646833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-16T20:30:19.657951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-16T20:30:19.658210] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-16T20:30:19.658964] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-16T20:30:19.659014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:19.659046] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:19.659073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:19.659128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:19.716884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:19.717553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:19.717653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:19.717687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:19.838276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:19.838407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:19.838444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:19.838473] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:19.841837] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: UP (p=98.25%)
[2025-12-16T20:30:19.842115] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-16T20:30:19.842238] [INFO ] [sig       ] RCI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:19.986519] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RCI.txt
[2025-12-16T20:30:19.987012] [INFO ] [sig       ] [2696/3585] Completed RCI in 0.3s | 2.95 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-16T20:30:19.987069] [INFO ] [sig       ] [2697/3585] Forecasting RCKY...
[2025-12-16T20:30:19.987103] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-16T20:30:19.987136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-16T20:30:19.998923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-16T20:30:19.999242] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-16T20:30:20.000064] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-16T20:30:20.000116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:20.000147] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:20.000172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:20.000226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:20.055391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:20.056015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:20.056096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:20.056127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:20.177047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:20.177172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:20.177211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:20.177239] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:20.180614] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=14.10%)
[2025-12-16T20:30:20.180884] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-16T20:30:20.181010] [INFO ] [sig       ] RCKY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:20.316003] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RCKY.txt
[2025-12-16T20:30:20.316112] [INFO ] [sig       ] [2697/3585] Completed RCKY in 0.3s | 2.95 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-16T20:30:20.316149] [INFO ] [sig       ] [2698/3585] Forecasting RCL...
[2025-12-16T20:30:20.316179] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-16T20:30:20.316208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-16T20:30:20.327385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-16T20:30:20.327676] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-16T20:30:20.328415] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-16T20:30:20.328465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:20.328497] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:20.328523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:20.328605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:20.383661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:20.384229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:20.384308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:20.384339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:20.501879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:20.502023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:20.502060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:20.502088] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:20.505387] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: DOWN (p=36.02%)
[2025-12-16T20:30:20.505667] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-16T20:30:20.505793] [INFO ] [sig       ] RCL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:20.642424] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RCL.txt
[2025-12-16T20:30:20.642530] [INFO ] [sig       ] [2698/3585] Completed RCL in 0.3s | 2.95 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-16T20:30:20.642567] [INFO ] [sig       ] [2699/3585] Forecasting RCS...
[2025-12-16T20:30:20.642616] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-16T20:30:20.642645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-16T20:30:20.653816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-16T20:30:20.654087] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-16T20:30:20.654841] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-16T20:30:20.654891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:20.654948] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:20.654976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:20.655036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:20.711124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:20.711720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:20.711797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:20.711828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:20.826161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:20.826261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:20.826295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:20.826322] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:20.829420] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=77.05%)
[2025-12-16T20:30:20.829697] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-16T20:30:20.829822] [INFO ] [sig       ] RCS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:20.965289] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RCS.txt
[2025-12-16T20:30:20.965402] [INFO ] [sig       ] [2699/3585] Completed RCS in 0.3s | 2.95 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-16T20:30:20.965440] [INFO ] [sig       ] [2700/3585] Forecasting RCUS...
[2025-12-16T20:30:20.965470] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-16T20:30:20.965499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-16T20:30:20.976666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-16T20:30:20.976939] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-16T20:30:20.977701] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-16T20:30:20.977761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:20.977792] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:20.977819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:20.977874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:21.036676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:21.037300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:21.037378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:21.037409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:21.160059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:21.160209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:21.160253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:21.160284] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:21.163660] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=85.82%)
[2025-12-16T20:30:21.163941] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-16T20:30:21.164071] [INFO ] [sig       ] RCUS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:21.303680] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RCUS.txt
[2025-12-16T20:30:21.303832] [INFO ] [sig       ] [2700/3585] Completed RCUS in 0.3s | 2.95 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-16T20:30:21.303872] [INFO ] [sig       ] [2701/3585] Forecasting RDCM...
[2025-12-16T20:30:21.303903] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-16T20:30:21.303933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-16T20:30:21.315144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-16T20:30:21.315465] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-16T20:30:21.316229] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-16T20:30:21.316280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:21.316312] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:21.316339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:21.316394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:21.373234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:21.374120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:21.374204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:21.374236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:21.490350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:21.490496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:21.490535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:21.490563] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:21.493871] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=29.99%)
[2025-12-16T20:30:21.494167] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-16T20:30:21.494284] [INFO ] [sig       ] RDCM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:21.632087] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RDCM.txt
[2025-12-16T20:30:21.632250] [INFO ] [sig       ] [2701/3585] Completed RDCM in 0.3s | 2.95 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-16T20:30:21.632293] [INFO ] [sig       ] [2702/3585] Forecasting RDHL...
[2025-12-16T20:30:21.632322] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-16T20:30:21.632353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-16T20:30:21.644470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-16T20:30:21.644835] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-16T20:30:21.645632] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-16T20:30:21.645685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:21.645717] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:21.645743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:21.645799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:21.701786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:21.702535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:21.702634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:21.702668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:21.817801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:21.817949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:21.817987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:21.818047] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:21.821377] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: DOWN (p=41.34%)
[2025-12-16T20:30:21.821855] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-16T20:30:21.821973] [INFO ] [sig       ] RDHL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:21.958619] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RDHL.txt
[2025-12-16T20:30:21.958745] [INFO ] [sig       ] [2702/3585] Completed RDHL in 0.3s | 2.95 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-16T20:30:21.958783] [INFO ] [sig       ] [2703/3585] Forecasting RDVY...
[2025-12-16T20:30:21.958813] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-16T20:30:21.958843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-16T20:30:21.970210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-16T20:30:21.970485] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-16T20:30:21.971268] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-16T20:30:21.971319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:21.971351] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:21.971377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:21.971433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:22.027796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:22.028479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:22.028556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:22.028607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:22.147187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:22.147331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:22.147370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:22.147399] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:22.150725] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=21.74%)
[2025-12-16T20:30:22.150990] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-16T20:30:22.151114] [INFO ] [sig       ] RDVY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:22.286897] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RDVY.txt
[2025-12-16T20:30:22.287037] [INFO ] [sig       ] [2703/3585] Completed RDVY in 0.3s | 2.95 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-16T20:30:22.287078] [INFO ] [sig       ] [2704/3585] Forecasting RDY...
[2025-12-16T20:30:22.287108] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-16T20:30:22.287137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-16T20:30:22.299373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-16T20:30:22.299668] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-16T20:30:22.300401] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-16T20:30:22.300452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:22.300484] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:22.300512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:22.300590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:22.355823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:22.356418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:22.356493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:22.356525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:22.476456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:22.476622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:22.476662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:22.476691] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:22.482867] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: DOWN (p=25.14%)
[2025-12-16T20:30:22.483145] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-16T20:30:22.483266] [INFO ] [sig       ] RDY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:22.619647] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RDY.txt
[2025-12-16T20:30:22.619779] [INFO ] [sig       ] [2704/3585] Completed RDY in 0.3s | 2.95 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-16T20:30:22.619818] [INFO ] [sig       ] [2705/3585] Forecasting REAL...
[2025-12-16T20:30:22.619848] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-16T20:30:22.619878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-16T20:30:22.631233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-16T20:30:22.631616] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-16T20:30:22.632368] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-16T20:30:22.632419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:22.632451] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:22.632478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:22.632534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:22.688528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:22.689436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:22.689518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:22.689549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:22.809425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:22.809585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:22.809626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:22.809654] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:22.812970] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=31.12%)
[2025-12-16T20:30:22.813251] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-16T20:30:22.813370] [INFO ] [sig       ] REAL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:22.949773] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/REAL.txt
[2025-12-16T20:30:22.949901] [INFO ] [sig       ] [2705/3585] Completed REAL in 0.3s | 2.95 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-16T20:30:22.949940] [INFO ] [sig       ] [2706/3585] Forecasting REAX...
[2025-12-16T20:30:22.949969] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-16T20:30:22.949998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-16T20:30:22.960978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-16T20:30:22.961231] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-16T20:30:22.961983] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-16T20:30:22.962034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:22.962065] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:22.962091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:22.962147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:23.018011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:23.018674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:23.018754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:23.018786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:23.136667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:23.136819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:23.136857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:23.136885] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:23.140214] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: DOWN (p=16.47%)
[2025-12-16T20:30:23.140481] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-16T20:30:23.140620] [INFO ] [sig       ] REAX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:23.276084] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/REAX.txt
[2025-12-16T20:30:23.276213] [INFO ] [sig       ] [2706/3585] Completed REAX in 0.3s | 2.95 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-16T20:30:23.276251] [INFO ] [sig       ] [2707/3585] Forecasting REBN...
[2025-12-16T20:30:23.276281] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-16T20:30:23.276310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-16T20:30:23.287357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-16T20:30:23.287627] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-16T20:30:23.288355] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-16T20:30:23.288406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:23.288437] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:23.288464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:23.288519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:23.344556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:23.345276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:23.345356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:23.345389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:23.461808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:23.461974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:23.462013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:23.462042] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:23.465324] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=33.88%)
[2025-12-16T20:30:23.465604] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-16T20:30:23.465726] [INFO ] [sig       ] REBN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:23.601986] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/REBN.txt
[2025-12-16T20:30:23.602121] [INFO ] [sig       ] [2707/3585] Completed REBN in 0.3s | 2.95 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-16T20:30:23.602161] [INFO ] [sig       ] [2708/3585] Forecasting REFI...
[2025-12-16T20:30:23.602192] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-16T20:30:23.602221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-16T20:30:23.613709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-16T20:30:23.613981] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-16T20:30:23.614752] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-16T20:30:23.614802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:23.614834] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:23.614861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:23.614916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:23.671888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:23.672774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:23.672860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:23.672893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:23.795498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:23.795668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:23.795708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:23.795737] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:23.799078] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: DOWN (p=48.93%)
[2025-12-16T20:30:23.799399] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-16T20:30:23.799525] [INFO ] [sig       ] REFI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:23.935921] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/REFI.txt
[2025-12-16T20:30:23.936047] [INFO ] [sig       ] [2708/3585] Completed REFI in 0.3s | 2.95 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-16T20:30:23.936086] [INFO ] [sig       ] [2709/3585] Forecasting REG...
[2025-12-16T20:30:23.936115] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-16T20:30:23.936144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-16T20:30:23.950022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-16T20:30:23.950329] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-16T20:30:23.951142] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-16T20:30:23.951202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:23.951234] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:23.951262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:23.951319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:24.009059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:24.009828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:24.009937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:24.009970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:24.130085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:24.130240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:24.130280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:24.130308] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:24.133689] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: DOWN (p=17.40%)
[2025-12-16T20:30:24.133958] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-16T20:30:24.134081] [INFO ] [sig       ] REG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:24.271765] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/REG.txt
[2025-12-16T20:30:24.271923] [INFO ] [sig       ] [2709/3585] Completed REG in 0.3s | 2.95 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-16T20:30:24.271966] [INFO ] [sig       ] [2710/3585] Forecasting REGN...
[2025-12-16T20:30:24.271997] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-16T20:30:24.272028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-16T20:30:24.283548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-16T20:30:24.283953] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-16T20:30:24.284814] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-16T20:30:24.284874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:24.284909] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:24.284936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:24.284992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:24.342329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:24.343135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:24.343215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:24.343248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:24.464514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:24.464683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:24.464723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:24.464752] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:24.468099] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: UP (p=99.65%)
[2025-12-16T20:30:24.468410] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-16T20:30:24.468543] [INFO ] [sig       ] REGN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:24.608229] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/REGN.txt
[2025-12-16T20:30:24.608362] [INFO ] [sig       ] [2710/3585] Completed REGN in 0.3s | 2.95 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-16T20:30:24.608402] [INFO ] [sig       ] [2711/3585] Forecasting RELL...
[2025-12-16T20:30:24.608431] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-16T20:30:24.608460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-16T20:30:24.620028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-16T20:30:24.620349] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-16T20:30:24.621184] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-16T20:30:24.621242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:24.621286] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:24.621314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:24.621370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:24.680221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:24.680992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:24.681073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:24.681108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:24.801405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:24.801559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:24.801618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:24.801648] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:24.804958] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-12-16T20:30:24.805266] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-16T20:30:24.805387] [INFO ] [sig       ] RELL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:24.940628] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RELL.txt
[2025-12-16T20:30:24.940778] [INFO ] [sig       ] [2711/3585] Completed RELL in 0.3s | 2.95 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-16T20:30:24.940817] [INFO ] [sig       ] [2712/3585] Forecasting RELX...
[2025-12-16T20:30:24.940847] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-16T20:30:24.940875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-16T20:30:24.952291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-16T20:30:24.952905] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-16T20:30:24.953691] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-16T20:30:24.953742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:24.953774] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:24.953801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:24.953856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:25.008624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:25.009514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:25.009616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:25.009650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:25.131274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:25.131421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:25.131463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:25.131493] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:25.134806] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-12-16T20:30:25.135073] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-16T20:30:25.135200] [INFO ] [sig       ] RELX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:25.271863] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RELX.txt
[2025-12-16T20:30:25.272024] [INFO ] [sig       ] [2712/3585] Completed RELX in 0.3s | 2.95 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-16T20:30:25.272065] [INFO ] [sig       ] [2713/3585] Forecasting RELY...
[2025-12-16T20:30:25.272095] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-16T20:30:25.272125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-16T20:30:25.283541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-16T20:30:25.283871] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-16T20:30:25.284622] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-16T20:30:25.284672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:25.284704] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:25.284731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:25.284786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:25.340859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:25.341537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:25.341632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:25.341665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:25.464989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:25.465143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:25.465189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:25.465223] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:25.468506] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=8.84%)
[2025-12-16T20:30:25.468784] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-16T20:30:25.468902] [INFO ] [sig       ] RELY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:25.606892] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RELY.txt
[2025-12-16T20:30:25.607041] [INFO ] [sig       ] [2713/3585] Completed RELY in 0.3s | 2.95 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-16T20:30:25.607081] [INFO ] [sig       ] [2714/3585] Forecasting REPL...
[2025-12-16T20:30:25.607111] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-16T20:30:25.607140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-16T20:30:25.618227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-16T20:30:25.618520] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-16T20:30:25.619353] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-16T20:30:25.619405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:25.619436] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:25.619462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:25.619517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:25.675979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:25.676806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:25.676886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:25.676918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:25.795652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:25.795812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:25.795851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:25.795880] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:25.799266] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: UP (p=93.92%)
[2025-12-16T20:30:25.799555] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-16T20:30:25.799710] [INFO ] [sig       ] REPL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:25.936876] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/REPL.txt
[2025-12-16T20:30:25.937012] [INFO ] [sig       ] [2714/3585] Completed REPL in 0.3s | 2.95 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-16T20:30:25.937057] [INFO ] [sig       ] [2715/3585] Forecasting RERE...
[2025-12-16T20:30:25.937088] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-16T20:30:25.937118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-16T20:30:25.948367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-16T20:30:25.948645] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-16T20:30:25.949416] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-16T20:30:25.949467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:25.949499] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:25.949526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:25.949605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:26.004913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:26.005509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:26.005606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:26.005642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:26.123457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:26.123624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:26.123665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:26.123696] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:26.127007] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=90.75%)
[2025-12-16T20:30:26.127275] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-16T20:30:26.127396] [INFO ] [sig       ] RERE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:26.264613] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RERE.txt
[2025-12-16T20:30:26.264744] [INFO ] [sig       ] [2715/3585] Completed RERE in 0.3s | 2.95 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-16T20:30:26.264783] [INFO ] [sig       ] [2716/3585] Forecasting RES...
[2025-12-16T20:30:26.264814] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-16T20:30:26.264845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-16T20:30:26.275900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-16T20:30:26.276186] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-16T20:30:26.277003] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-16T20:30:26.277057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:26.277120] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:26.277151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:26.277210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:26.335558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:26.336252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:26.336333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:26.336367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:26.456814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:26.456972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:26.457012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:26.457041] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:26.460624] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: DOWN (p=18.07%)
[2025-12-16T20:30:26.460891] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-16T20:30:26.461030] [INFO ] [sig       ] RES: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:26.598010] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RES.txt
[2025-12-16T20:30:26.598135] [INFO ] [sig       ] [2716/3585] Completed RES in 0.3s | 2.95 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-16T20:30:26.598174] [INFO ] [sig       ] [2717/3585] Forecasting REVG...
[2025-12-16T20:30:26.598203] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-16T20:30:26.598231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-16T20:30:26.609004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-16T20:30:26.609297] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-16T20:30:26.610075] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-16T20:30:26.610126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:26.610158] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:26.610184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:26.610239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:26.666295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:26.667164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:26.667442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:26.667473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:26.794725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:26.794861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:26.794899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:26.794927] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:26.798241] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=37.08%)
[2025-12-16T20:30:26.798506] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-16T20:30:26.798656] [INFO ] [sig       ] REVG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:26.940974] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/REVG.txt
[2025-12-16T20:30:26.941115] [INFO ] [sig       ] [2717/3585] Completed REVG in 0.3s | 2.95 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-16T20:30:26.941163] [INFO ] [sig       ] [2718/3585] Forecasting REX...
[2025-12-16T20:30:26.941198] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-16T20:30:26.941233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-16T20:30:26.952842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-16T20:30:26.953102] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-16T20:30:26.953851] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-16T20:30:26.953902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:26.953933] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:26.953960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:26.954019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:27.009516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:27.010230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:27.010316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:27.010348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:27.128193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:27.128342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:27.128416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:27.128446] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:27.131819] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=60.54%)
[2025-12-16T20:30:27.132079] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-16T20:30:27.132199] [INFO ] [sig       ] REX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:27.267680] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/REX.txt
[2025-12-16T20:30:27.267816] [INFO ] [sig       ] [2718/3585] Completed REX in 0.3s | 2.95 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-16T20:30:27.267856] [INFO ] [sig       ] [2719/3585] Forecasting REYN...
[2025-12-16T20:30:27.267885] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-16T20:30:27.267914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-16T20:30:27.279374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-16T20:30:27.279667] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-16T20:30:27.280437] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-16T20:30:27.280488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:27.280519] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:27.280546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:27.280628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:27.336027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:27.336790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:27.336870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:27.336902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:27.453444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:27.453618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:27.453657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:27.453719] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:27.457081] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-12-16T20:30:27.457375] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-16T20:30:27.457505] [INFO ] [sig       ] REYN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:27.595222] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/REYN.txt
[2025-12-16T20:30:27.595370] [INFO ] [sig       ] [2719/3585] Completed REYN in 0.3s | 2.95 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-16T20:30:27.595410] [INFO ] [sig       ] [2720/3585] Forecasting REZI...
[2025-12-16T20:30:27.595440] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-16T20:30:27.595469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-16T20:30:27.606632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-16T20:30:27.606907] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-16T20:30:27.607666] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-16T20:30:27.607716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:27.607748] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:27.607774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:27.607830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:27.663428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:27.664240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:27.664336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:27.664369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:27.780167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:27.780318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:27.780356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:27.780385] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:27.783682] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=78.00%)
[2025-12-16T20:30:27.783943] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-16T20:30:27.784061] [INFO ] [sig       ] REZI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:27.920905] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/REZI.txt
[2025-12-16T20:30:27.921056] [INFO ] [sig       ] [2720/3585] Completed REZI in 0.3s | 2.95 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-16T20:30:27.921095] [INFO ] [sig       ] [2721/3585] Forecasting RF...
[2025-12-16T20:30:27.921126] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-16T20:30:27.921155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-16T20:30:27.933026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-16T20:30:27.933365] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-16T20:30:27.934124] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-16T20:30:27.934185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:27.934217] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:27.934243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:27.934299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:27.990259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:27.990934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:27.991012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:27.991045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:28.111153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:28.111303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:28.111342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:28.111372] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:28.114667] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=34.71%)
[2025-12-16T20:30:28.114934] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-16T20:30:28.115054] [INFO ] [sig       ] RF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:28.252674] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RF.txt
[2025-12-16T20:30:28.252809] [INFO ] [sig       ] [2721/3585] Completed RF in 0.3s | 2.95 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-16T20:30:28.252848] [INFO ] [sig       ] [2722/3585] Forecasting RFI...
[2025-12-16T20:30:28.252879] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-16T20:30:28.252910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-16T20:30:28.265463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-16T20:30:28.265856] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-16T20:30:28.266894] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-16T20:30:28.266945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:28.266990] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:28.267018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:28.267074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:28.324102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:28.324977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:28.325063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:28.325095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:28.440076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:28.440239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:28.440285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:28.440314] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:28.443630] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: UP (p=82.50%)
[2025-12-16T20:30:28.443894] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-16T20:30:28.444012] [INFO ] [sig       ] RFI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:28.581538] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RFI.txt
[2025-12-16T20:30:28.581689] [INFO ] [sig       ] [2722/3585] Completed RFI in 0.3s | 2.95 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-16T20:30:28.581728] [INFO ] [sig       ] [2723/3585] Forecasting RFL...
[2025-12-16T20:30:28.581757] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-16T20:30:28.581786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-16T20:30:28.593443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-16T20:30:28.593783] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-16T20:30:28.594526] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-16T20:30:28.594604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:28.594639] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:28.594666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:28.594721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:28.651202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:28.651918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:28.651998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:28.652032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:28.771203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:28.771361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:28.771399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:28.771428] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:28.774737] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: UP (p=86.97%)
[2025-12-16T20:30:28.775007] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-16T20:30:28.775128] [INFO ] [sig       ] RFL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:28.912257] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RFL.txt
[2025-12-16T20:30:28.912393] [INFO ] [sig       ] [2723/3585] Completed RFL in 0.3s | 2.95 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-16T20:30:28.912433] [INFO ] [sig       ] [2724/3585] Forecasting RFM...
[2025-12-16T20:30:28.912462] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-16T20:30:28.912492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-16T20:30:28.924350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-16T20:30:28.924697] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-16T20:30:28.925460] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-16T20:30:28.925511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:28.925542] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:28.925567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:28.925643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:28.981125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:28.981944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:28.982025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:28.982057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:29.094050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:29.094206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:29.094253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:29.094287] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:29.097658] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=94.43%)
[2025-12-16T20:30:29.097923] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-16T20:30:29.098047] [INFO ] [sig       ] RFM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:29.238791] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RFM.txt
[2025-12-16T20:30:29.238928] [INFO ] [sig       ] [2724/3585] Completed RFM in 0.3s | 2.95 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-16T20:30:29.238966] [INFO ] [sig       ] [2725/3585] Forecasting RFMZ...
[2025-12-16T20:30:29.238994] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-16T20:30:29.239023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-16T20:30:29.250436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-16T20:30:29.250775] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-16T20:30:29.251610] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-16T20:30:29.251662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:29.251693] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:29.251719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:29.251779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:29.313046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:29.313894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:29.313977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:29.314010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:29.435213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:29.435366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:29.435405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:29.435433] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:29.438919] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=8.10%)
[2025-12-16T20:30:29.439216] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-16T20:30:29.439367] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:29.577087] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RFMZ.txt
[2025-12-16T20:30:29.577225] [INFO ] [sig       ] [2725/3585] Completed RFMZ in 0.3s | 2.95 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-16T20:30:29.577263] [INFO ] [sig       ] [2726/3585] Forecasting RGA...
[2025-12-16T20:30:29.577292] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-16T20:30:29.577328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-16T20:30:29.588103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-16T20:30:29.588433] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-16T20:30:29.589218] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-16T20:30:29.589269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:29.589300] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:29.589326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:29.589381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:29.643997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:29.644674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:29.644783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:29.644817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:29.791995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:29.792166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:29.792211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:29.792245] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:29.796146] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: DOWN (p=10.71%)
[2025-12-16T20:30:29.796563] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-16T20:30:29.796757] [INFO ] [sig       ] RGA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:29.992399] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RGA.txt
[2025-12-16T20:30:29.992628] [INFO ] [sig       ] [2726/3585] Completed RGA in 0.4s | 2.95 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-16T20:30:29.992682] [INFO ] [sig       ] [2727/3585] Forecasting RGCO...
[2025-12-16T20:30:29.992720] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-16T20:30:29.992760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-16T20:30:30.005705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-16T20:30:30.006146] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-16T20:30:30.007133] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-16T20:30:30.007186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:30.007218] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:30.007244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:30.007300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:30.077388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:30.078333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:30.078430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:30.078464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:30.219042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:30.219271] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:30:30.219339] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:30.219391] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:30.225258] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-12-16T20:30:30.225850] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-16T20:30:30.226081] [INFO ] [sig       ] RGCO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:30.452894] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RGCO.txt
[2025-12-16T20:30:30.453131] [INFO ] [sig       ] [2727/3585] Completed RGCO in 0.5s | 2.95 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-16T20:30:30.453202] [INFO ] [sig       ] [2728/3585] Forecasting RGEN...
[2025-12-16T20:30:30.453256] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-16T20:30:30.453312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-16T20:30:30.486208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-16T20:30:30.486735] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-16T20:30:30.487826] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-16T20:30:30.487896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:30.487938] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:30.487973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:30.488055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:30.574502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:30.575764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:30.575903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:30.575955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:30.732307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:30.732472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:30.732514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:30.732543] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:30.736238] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=8.27%)
[2025-12-16T20:30:30.736615] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-16T20:30:30.736771] [INFO ] [sig       ] RGEN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:30.905624] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RGEN.txt
[2025-12-16T20:30:30.905786] [INFO ] [sig       ] [2728/3585] Completed RGEN in 0.5s | 2.95 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-16T20:30:30.905828] [INFO ] [sig       ] [2729/3585] Forecasting RGLD...
[2025-12-16T20:30:30.905860] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-16T20:30:30.905890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-16T20:30:30.921103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-16T20:30:30.921543] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-16T20:30:30.922712] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-16T20:30:30.922771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:30.922810] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:30.922843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:30.922915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:30.990517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:30.991413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:30.991501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:30.991534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:31.119848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:31.119999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:31.120041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:31.120090] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:31.124296] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: UP (p=80.74%)
[2025-12-16T20:30:31.124651] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-16T20:30:31.124796] [INFO ] [sig       ] RGLD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:31.264786] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RGLD.txt
[2025-12-16T20:30:31.265015] [INFO ] [sig       ] [2729/3585] Completed RGLD in 0.4s | 2.95 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-16T20:30:31.265075] [INFO ] [sig       ] [2730/3585] Forecasting RGNX...
[2025-12-16T20:30:31.265119] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-16T20:30:31.265163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-16T20:30:31.276268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-16T20:30:31.276627] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-16T20:30:31.277416] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-16T20:30:31.277469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:31.277503] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:31.277530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:31.277612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:31.335448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:31.336300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:31.336387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:31.336420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:31.456657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:31.456800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:31.456839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:31.456867] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:31.460201] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2025-12-16T20:30:31.460462] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-16T20:30:31.460601] [INFO ] [sig       ] RGNX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:31.596986] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RGNX.txt
[2025-12-16T20:30:31.597115] [INFO ] [sig       ] [2730/3585] Completed RGNX in 0.3s | 2.95 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-16T20:30:31.597154] [INFO ] [sig       ] [2731/3585] Forecasting RGP...
[2025-12-16T20:30:31.597183] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-16T20:30:31.597214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-16T20:30:31.608499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-16T20:30:31.608831] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-16T20:30:31.609714] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-16T20:30:31.609766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:31.609797] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:31.609823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:31.609878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:31.667474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:31.668159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:31.668241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:31.668276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:31.787617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:31.787760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:31.787798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:31.787827] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:31.791762] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-12-16T20:30:31.792048] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-16T20:30:31.792176] [INFO ] [sig       ] RGP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:31.932249] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RGP.txt
[2025-12-16T20:30:31.932399] [INFO ] [sig       ] [2731/3585] Completed RGP in 0.3s | 2.95 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-16T20:30:31.932437] [INFO ] [sig       ] [2732/3585] Forecasting RGS...
[2025-12-16T20:30:31.932466] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-16T20:30:31.932496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-16T20:30:31.943988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-16T20:30:31.944315] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-16T20:30:31.945091] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-16T20:30:31.945141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:31.945173] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:31.945205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:31.945273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:32.000710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:32.001317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:32.001407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:32.001440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:32.109098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:32.109250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:32.109286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:32.109316] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:32.113483] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: UP (p=60.87%)
[2025-12-16T20:30:32.115053] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-16T20:30:32.115275] [INFO ] [sig       ] RGS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:32.253353] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RGS.txt
[2025-12-16T20:30:32.253476] [INFO ] [sig       ] [2732/3585] Completed RGS in 0.3s | 2.95 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-16T20:30:32.253514] [INFO ] [sig       ] [2733/3585] Forecasting RGTI...
[2025-12-16T20:30:32.253543] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-16T20:30:32.253588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-16T20:30:32.264659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-16T20:30:32.264925] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-16T20:30:32.265688] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-16T20:30:32.265740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:32.265798] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:32.265826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:32.265891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:32.320719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:32.321313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:32.321390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:32.321422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:32.440589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:32.440719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:32.440757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:32.440785] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:32.444000] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=75.72%)
[2025-12-16T20:30:32.444262] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-16T20:30:32.444380] [INFO ] [sig       ] RGTI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:32.580201] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RGTI.txt
[2025-12-16T20:30:32.580332] [INFO ] [sig       ] [2733/3585] Completed RGTI in 0.3s | 2.95 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-16T20:30:32.580371] [INFO ] [sig       ] [2734/3585] Forecasting RH...
[2025-12-16T20:30:32.580401] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-16T20:30:32.580431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-16T20:30:32.592317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-16T20:30:32.592637] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-16T20:30:32.593414] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-16T20:30:32.593465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:32.593498] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:32.593524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:32.593600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:32.652047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:32.652814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:32.652897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:32.652931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:32.777467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:32.777628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:32.777668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:32.777698] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:32.781084] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: UP (p=51.45%)
[2025-12-16T20:30:32.781379] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-16T20:30:32.781504] [INFO ] [sig       ] RH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:32.924627] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RH.txt
[2025-12-16T20:30:32.924777] [INFO ] [sig       ] [2734/3585] Completed RH in 0.3s | 2.95 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-16T20:30:32.924820] [INFO ] [sig       ] [2735/3585] Forecasting RHI...
[2025-12-16T20:30:32.924850] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-16T20:30:32.924879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-16T20:30:32.935486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-16T20:30:32.935784] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-16T20:30:32.936544] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-16T20:30:32.936622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:32.936656] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:32.936683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:32.936738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:32.999131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:33.000011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:33.000093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:33.000126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:33.123267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:33.123415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:33.123455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:33.123485] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:33.127032] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=44.83%)
[2025-12-16T20:30:33.127294] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-16T20:30:33.127415] [INFO ] [sig       ] RHI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:33.262471] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RHI.txt
[2025-12-16T20:30:33.262621] [INFO ] [sig       ] [2735/3585] Completed RHI in 0.3s | 2.95 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-16T20:30:33.262661] [INFO ] [sig       ] [2736/3585] Forecasting RHP...
[2025-12-16T20:30:33.262691] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-16T20:30:33.262721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-16T20:30:33.273426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-16T20:30:33.273732] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-16T20:30:33.274517] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-16T20:30:33.274585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:33.274619] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:33.274645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:33.274701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:33.331886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:33.332632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:33.332723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:33.332759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:33.453868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:33.454019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:33.454057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:33.454085] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:33.457643] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: UP (p=80.18%)
[2025-12-16T20:30:33.457921] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-16T20:30:33.458063] [INFO ] [sig       ] RHP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:33.596832] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RHP.txt
[2025-12-16T20:30:33.596971] [INFO ] [sig       ] [2736/3585] Completed RHP in 0.3s | 2.95 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-16T20:30:33.597011] [INFO ] [sig       ] [2737/3585] Forecasting RICK...
[2025-12-16T20:30:33.597041] [INFO ] [sig       ] Generating forecast for: RICK
[2025-12-16T20:30:33.597071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RICK' from 'https://tdm.silogroup.org/data/derivative_storage/RICK.csv'.
[2025-12-16T20:30:33.608074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RICK'.
[2025-12-16T20:30:33.608396] [INFO ] [FORECASTER] Starting predict_future for RICK
[2025-12-16T20:30:33.609228] [DEBUG] [LOCAL     ] No optimal features file found for RICK: ./output/feature-sets/RICK.txt
[2025-12-16T20:30:33.609280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:33.609312] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:33.609339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:33.609395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:33.667299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:33.668061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:33.668142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:33.668174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:33.790921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:33.791067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:33.791107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:33.791135] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:33.794551] [DEBUG] [FORECASTER] RICK: Forecast T+1@11:T+2@11: UP (p=55.77%)
[2025-12-16T20:30:33.794840] [INFO ] [FORECASTER] Completed predict_future for RICK
[2025-12-16T20:30:33.794963] [INFO ] [sig       ] RICK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:33.936329] [INFO ] [LOCAL     ] Saved forecast: RICK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RICK.txt
[2025-12-16T20:30:33.936462] [INFO ] [sig       ] [2737/3585] Completed RICK in 0.3s | 2.95 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-16T20:30:33.936501] [INFO ] [sig       ] [2738/3585] Forecasting RIG...
[2025-12-16T20:30:33.936531] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-16T20:30:33.936561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-16T20:30:33.947973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-16T20:30:33.948310] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-16T20:30:33.949124] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-16T20:30:33.949201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:33.949234] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:33.949261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:33.949318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:34.008847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:34.009623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:34.009703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:34.009737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:34.135565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:34.135721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:34.135761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:34.135789] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:34.139480] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=70.12%)
[2025-12-16T20:30:34.139799] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-16T20:30:34.139927] [INFO ] [sig       ] RIG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:34.282456] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RIG.txt
[2025-12-16T20:30:34.282605] [INFO ] [sig       ] [2738/3585] Completed RIG in 0.3s | 2.95 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-16T20:30:34.282651] [INFO ] [sig       ] [2739/3585] Forecasting RIGL...
[2025-12-16T20:30:34.282683] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-16T20:30:34.282712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-16T20:30:34.295032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-16T20:30:34.295378] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-16T20:30:34.296174] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-16T20:30:34.296227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:34.296259] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:34.296285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:34.296341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:34.357083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:34.357909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:34.358007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:34.358043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:34.480957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:34.481091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:34.481130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:34.481158] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:34.484543] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2025-12-16T20:30:34.484858] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-16T20:30:34.484985] [INFO ] [sig       ] RIGL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:34.622330] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RIGL.txt
[2025-12-16T20:30:34.622459] [INFO ] [sig       ] [2739/3585] Completed RIGL in 0.3s | 2.95 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-16T20:30:34.622498] [INFO ] [sig       ] [2740/3585] Forecasting RILY...
[2025-12-16T20:30:34.622527] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-16T20:30:34.622556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-16T20:30:34.633845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-16T20:30:34.634180] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-16T20:30:34.634983] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-16T20:30:34.635035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:34.635067] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:34.635094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:34.635149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:34.691261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:34.691969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:34.692046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:34.692079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:34.809686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:34.809833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:34.809873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:34.809902] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:34.813307] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: UP (p=78.89%)
[2025-12-16T20:30:34.813623] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-16T20:30:34.813753] [INFO ] [sig       ] RILY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:34.950693] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RILY.txt
[2025-12-16T20:30:34.950819] [INFO ] [sig       ] [2740/3585] Completed RILY in 0.3s | 2.95 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-16T20:30:34.950858] [INFO ] [sig       ] [2741/3585] Forecasting RILYN...
[2025-12-16T20:30:34.950888] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-16T20:30:34.950917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-16T20:30:34.962958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-16T20:30:34.963277] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-16T20:30:34.964067] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-16T20:30:34.964119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:34.964152] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:34.964179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:34.964234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:35.024533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:35.025307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:35.025407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:35.025441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:35.139506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:35.139665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:35.139705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:35.139735] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:35.143095] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: DOWN (p=34.46%)
[2025-12-16T20:30:35.143365] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-16T20:30:35.143485] [INFO ] [sig       ] RILYN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:35.281993] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RILYN.txt
[2025-12-16T20:30:35.282132] [INFO ] [sig       ] [2741/3585] Completed RILYN in 0.3s | 2.95 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-16T20:30:35.282171] [INFO ] [sig       ] [2742/3585] Forecasting RILYZ...
[2025-12-16T20:30:35.282200] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-16T20:30:35.282228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-16T20:30:35.293590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-16T20:30:35.293886] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-16T20:30:35.294676] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-16T20:30:35.294728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:35.294760] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:35.294786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:35.294841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:35.352948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:35.353737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:35.353819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:35.353854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:35.473441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:35.473599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:35.473658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:35.473688] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:35.477037] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: UP (p=76.32%)
[2025-12-16T20:30:35.477313] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-16T20:30:35.477456] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:35.619546] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RILYZ.txt
[2025-12-16T20:30:35.619731] [INFO ] [sig       ] [2742/3585] Completed RILYZ in 0.3s | 2.95 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-16T20:30:35.619774] [INFO ] [sig       ] [2743/3585] Forecasting RIME...
[2025-12-16T20:30:35.619803] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-16T20:30:35.619833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-16T20:30:35.632171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-16T20:30:35.632470] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-16T20:30:35.633255] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-16T20:30:35.633306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:35.633337] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:35.633368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:35.633424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:35.688408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:35.689017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:35.689121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:35.689169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:35.809496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:35.809677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:35.809725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:35.809753] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:35.813149] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-12-16T20:30:35.813436] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-16T20:30:35.813589] [INFO ] [sig       ] RIME: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:35.955526] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RIME.txt
[2025-12-16T20:30:35.955868] [INFO ] [sig       ] [2743/3585] Completed RIME in 0.3s | 2.95 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-16T20:30:35.955907] [INFO ] [sig       ] [2744/3585] Forecasting RING...
[2025-12-16T20:30:35.955937] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-16T20:30:35.955965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-16T20:30:35.967979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-16T20:30:35.968295] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-16T20:30:35.969072] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-16T20:30:35.969123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:35.969176] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:35.969205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:35.969262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:36.027302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:36.028074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:36.028156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:36.028189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:36.154361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:36.154514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:36.154553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:36.154601] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:36.157878] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-12-16T20:30:36.158139] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-16T20:30:36.158261] [INFO ] [sig       ] RING: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:36.299359] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RING.txt
[2025-12-16T20:30:36.299492] [INFO ] [sig       ] [2744/3585] Completed RING in 0.3s | 2.95 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-16T20:30:36.299532] [INFO ] [sig       ] [2745/3585] Forecasting RIO...
[2025-12-16T20:30:36.299562] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-16T20:30:36.299609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-16T20:30:36.310589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-16T20:30:36.310884] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-16T20:30:36.311728] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-16T20:30:36.311780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:36.311812] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:36.311839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:36.311895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:36.370765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:36.371685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:36.371770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:36.371802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:36.506948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:36.507099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:36.507154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:36.507187] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:36.510604] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=81.04%)
[2025-12-16T20:30:36.510871] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-16T20:30:36.510993] [INFO ] [sig       ] RIO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:36.654809] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RIO.txt
[2025-12-16T20:30:36.654948] [INFO ] [sig       ] [2745/3585] Completed RIO in 0.4s | 2.95 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-16T20:30:36.654994] [INFO ] [sig       ] [2746/3585] Forecasting RITM...
[2025-12-16T20:30:36.655026] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-16T20:30:36.655056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-16T20:30:36.666365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-16T20:30:36.666677] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-16T20:30:36.667427] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-16T20:30:36.667479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:36.667522] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:36.667550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:36.667627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:36.723672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:36.724256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:36.724333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:36.724365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:36.841094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:36.841232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:36.841271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:36.841299] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:36.844562] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: DOWN (p=20.41%)
[2025-12-16T20:30:36.844841] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-16T20:30:36.844960] [INFO ] [sig       ] RITM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:36.979104] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RITM.txt
[2025-12-16T20:30:36.979365] [INFO ] [sig       ] [2746/3585] Completed RITM in 0.3s | 2.95 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-16T20:30:36.979423] [INFO ] [sig       ] [2747/3585] Forecasting RIVN...
[2025-12-16T20:30:36.979465] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-16T20:30:36.979507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-16T20:30:36.991313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-16T20:30:36.991759] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-16T20:30:36.992625] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-16T20:30:36.992680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:36.992714] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:36.992742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:36.992799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:37.050348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:37.051226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:37.051313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:37.051347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:37.175362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:37.175516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:37.175557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:37.175608] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:37.179060] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=35.45%)
[2025-12-16T20:30:37.179357] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-16T20:30:37.179485] [INFO ] [sig       ] RIVN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:37.320293] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RIVN.txt
[2025-12-16T20:30:37.320458] [INFO ] [sig       ] [2747/3585] Completed RIVN in 0.3s | 2.95 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-16T20:30:37.320507] [INFO ] [sig       ] [2748/3585] Forecasting RKLB...
[2025-12-16T20:30:37.320542] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-16T20:30:37.320587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-16T20:30:37.331409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-16T20:30:37.331696] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-16T20:30:37.332433] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-16T20:30:37.332484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:37.332516] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:37.332543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:37.332621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:37.388565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:37.389405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:37.389487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:37.389519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:37.517385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:37.517550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:37.517610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:37.517641] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:37.521052] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: DOWN (p=24.65%)
[2025-12-16T20:30:37.521324] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-16T20:30:37.521479] [INFO ] [sig       ] RKLB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:37.658718] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RKLB.txt
[2025-12-16T20:30:37.658867] [INFO ] [sig       ] [2748/3585] Completed RKLB in 0.3s | 2.95 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-16T20:30:37.658907] [INFO ] [sig       ] [2749/3585] Forecasting RL...
[2025-12-16T20:30:37.658937] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-16T20:30:37.658966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-16T20:30:37.670759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-16T20:30:37.671081] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-16T20:30:37.671864] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-16T20:30:37.671915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:37.671949] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:37.671976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:37.672033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:37.728422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:37.729062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:37.729143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:37.729202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:37.859603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:37.859756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:37.859795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:37.859825] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:37.863167] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=76.14%)
[2025-12-16T20:30:37.863449] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-16T20:30:37.863595] [INFO ] [sig       ] RL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:37.999549] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RL.txt
[2025-12-16T20:30:37.999757] [INFO ] [sig       ] [2749/3585] Completed RL in 0.3s | 2.95 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-16T20:30:37.999804] [INFO ] [sig       ] [2750/3585] Forecasting RLAY...
[2025-12-16T20:30:37.999835] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-16T20:30:37.999864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-16T20:30:38.011448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-16T20:30:38.011846] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-16T20:30:38.012643] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-16T20:30:38.012694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:38.012763] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:38.012802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:38.012882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:38.081441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:38.082315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:38.082396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:38.082428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:38.205490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:38.205624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:38.205662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:38.205690] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:38.208909] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: UP (p=87.82%)
[2025-12-16T20:30:38.209192] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-16T20:30:38.209324] [INFO ] [sig       ] RLAY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:38.392935] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RLAY.txt
[2025-12-16T20:30:38.393130] [INFO ] [sig       ] [2750/3585] Completed RLAY in 0.4s | 2.95 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-16T20:30:38.393187] [INFO ] [sig       ] [2751/3585] Forecasting RLI...
[2025-12-16T20:30:38.393226] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-16T20:30:38.393266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-16T20:30:38.404418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-16T20:30:38.404731] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-16T20:30:38.405508] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-16T20:30:38.405560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:38.405617] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:38.405645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:38.405703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:38.462670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:38.463254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:38.463333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:38.463373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:38.583268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:38.583384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:38.583428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:38.583462] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:38.586616] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: UP (p=90.38%)
[2025-12-16T20:30:38.586875] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-16T20:30:38.587011] [INFO ] [sig       ] RLI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:38.724605] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RLI.txt
[2025-12-16T20:30:38.724715] [INFO ] [sig       ] [2751/3585] Completed RLI in 0.3s | 2.95 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-16T20:30:38.724752] [INFO ] [sig       ] [2752/3585] Forecasting RLJ...
[2025-12-16T20:30:38.724782] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-16T20:30:38.724812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-16T20:30:38.736955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-16T20:30:38.737363] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-16T20:30:38.738236] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-16T20:30:38.738289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:38.738322] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:38.738350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:38.738420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:38.799508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:38.800509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:38.800631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:38.800667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:38.919115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:38.919291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:38.919330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:38.919357] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:38.922713] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-12-16T20:30:38.922977] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-16T20:30:38.923099] [INFO ] [sig       ] RLJ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:39.061195] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RLJ.txt
[2025-12-16T20:30:39.061358] [INFO ] [sig       ] [2752/3585] Completed RLJ in 0.3s | 2.95 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-16T20:30:39.061405] [INFO ] [sig       ] [2753/3585] Forecasting RLMD...
[2025-12-16T20:30:39.061441] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-16T20:30:39.061479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-16T20:30:39.073043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-16T20:30:39.073402] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-16T20:30:39.074181] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-16T20:30:39.074232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:39.074264] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:39.074291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:39.074346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:39.131730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:39.132611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:39.132697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:39.132731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:39.256772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:39.256924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:39.256966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:39.257041] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:39.260490] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: DOWN (p=13.91%)
[2025-12-16T20:30:39.260793] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-16T20:30:39.260926] [INFO ] [sig       ] RLMD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:39.401600] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RLMD.txt
[2025-12-16T20:30:39.401753] [INFO ] [sig       ] [2753/3585] Completed RLMD in 0.3s | 2.95 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-16T20:30:39.401795] [INFO ] [sig       ] [2754/3585] Forecasting RLTY...
[2025-12-16T20:30:39.401825] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-16T20:30:39.401856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-16T20:30:39.413828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-16T20:30:39.414148] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-16T20:30:39.415003] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-16T20:30:39.415065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:39.415114] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:39.415149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:39.415208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:39.479053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:39.480059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:39.480142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:39.480176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:39.599775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:39.599953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:39.600005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:39.600042] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:39.605076] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-16T20:30:39.605652] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-16T20:30:39.605872] [INFO ] [sig       ] RLTY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:39.749733] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RLTY.txt
[2025-12-16T20:30:39.749866] [INFO ] [sig       ] [2754/3585] Completed RLTY in 0.3s | 2.95 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-16T20:30:39.749905] [INFO ] [sig       ] [2755/3585] Forecasting RLX...
[2025-12-16T20:30:39.749936] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-16T20:30:39.749967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-16T20:30:39.761819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-16T20:30:39.762101] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-16T20:30:39.762866] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-16T20:30:39.762918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:39.762949] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:39.762976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:39.763032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:39.818904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:39.819715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:39.819808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:39.819841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:39.942345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:39.942497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:39.942538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:39.942587] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:39.945947] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=95.10%)
[2025-12-16T20:30:39.946236] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-16T20:30:39.946367] [INFO ] [sig       ] RLX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:40.092995] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RLX.txt
[2025-12-16T20:30:40.093184] [INFO ] [sig       ] [2755/3585] Completed RLX in 0.3s | 2.95 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-16T20:30:40.093243] [INFO ] [sig       ] [2756/3585] Forecasting RM...
[2025-12-16T20:30:40.093282] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-16T20:30:40.093320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-16T20:30:40.108094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-16T20:30:40.108538] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-16T20:30:40.113498] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-16T20:30:40.113594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:40.113648] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:40.113692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:40.113781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:40.173688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:40.174609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:40.174704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:40.174739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:40.290444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:40.290618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:40.290669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:40.290707] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:40.294084] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: DOWN (p=3.34%)
[2025-12-16T20:30:40.294362] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-16T20:30:40.294523] [INFO ] [sig       ] RM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:40.435769] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RM.txt
[2025-12-16T20:30:40.435898] [INFO ] [sig       ] [2756/3585] Completed RM in 0.3s | 2.95 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-16T20:30:40.435936] [INFO ] [sig       ] [2757/3585] Forecasting RMAX...
[2025-12-16T20:30:40.435965] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-16T20:30:40.435995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-16T20:30:40.446955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-16T20:30:40.447216] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-16T20:30:40.448015] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-16T20:30:40.448066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:40.448098] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:40.448136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:40.448193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:40.506784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:40.507479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:40.507560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:40.507615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:40.624220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:40.624364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:40.624402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:40.624430] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:40.627729] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-12-16T20:30:40.627992] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-16T20:30:40.628112] [INFO ] [sig       ] RMAX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:40.770819] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RMAX.txt
[2025-12-16T20:30:40.770948] [INFO ] [sig       ] [2757/3585] Completed RMAX in 0.3s | 2.95 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-16T20:30:40.770987] [INFO ] [sig       ] [2758/3585] Forecasting RMBI...
[2025-12-16T20:30:40.771019] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-16T20:30:40.771049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-16T20:30:40.786076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-16T20:30:40.786424] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-16T20:30:40.787239] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-16T20:30:40.787292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:40.787325] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:40.787353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:40.787410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:40.845482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:40.846266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:40.846357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:40.846391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:40.954730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:40.954876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:40.954915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:40.954942] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:40.959102] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: UP (p=80.69%)
[2025-12-16T20:30:40.959521] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-16T20:30:40.959733] [INFO ] [sig       ] RMBI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:41.106032] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RMBI.txt
[2025-12-16T20:30:41.106171] [INFO ] [sig       ] [2758/3585] Completed RMBI in 0.3s | 2.95 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-16T20:30:41.106224] [INFO ] [sig       ] [2759/3585] Forecasting RMBS...
[2025-12-16T20:30:41.106261] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-16T20:30:41.106294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-16T20:30:41.455884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-16T20:30:41.456268] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-16T20:30:41.457075] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-16T20:30:41.457128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:41.457161] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:41.457187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:41.457242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:41.516080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:41.516937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:41.517023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:41.517059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:41.631896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:41.632051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:41.632094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:41.632124] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:41.635604] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: UP (p=94.74%)
[2025-12-16T20:30:41.635887] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-16T20:30:41.636013] [INFO ] [sig       ] RMBS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:41.778281] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RMBS.txt
[2025-12-16T20:30:41.778424] [INFO ] [sig       ] [2759/3585] Completed RMBS in 0.7s | 2.94 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-16T20:30:41.778465] [INFO ] [sig       ] [2760/3585] Forecasting RMD...
[2025-12-16T20:30:41.778498] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-16T20:30:41.778527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-16T20:30:41.790037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-16T20:30:41.790298] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-16T20:30:41.791067] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-16T20:30:41.791118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:41.791149] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:41.791175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:41.791230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:41.847265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:41.847863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:41.848001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:41.848036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:41.969092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:41.969221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:41.969259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:41.969288] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:41.972499] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=57.28%)
[2025-12-16T20:30:41.972781] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-16T20:30:41.972916] [INFO ] [sig       ] RMD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:42.109194] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RMD.txt
[2025-12-16T20:30:42.109312] [INFO ] [sig       ] [2760/3585] Completed RMD in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-16T20:30:42.109352] [INFO ] [sig       ] [2761/3585] Forecasting RMI...
[2025-12-16T20:30:42.109383] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-16T20:30:42.109436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-16T20:30:42.120745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-16T20:30:42.121029] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-16T20:30:42.121834] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-16T20:30:42.121887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:42.121922] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:42.121950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:42.122007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:42.177448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:42.178074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:42.178152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:42.178183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:42.290264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:42.290371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:42.290408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:42.290436] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:42.293635] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=17.70%)
[2025-12-16T20:30:42.293896] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-16T20:30:42.294013] [INFO ] [sig       ] RMI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:42.430139] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RMI.txt
[2025-12-16T20:30:42.430251] [INFO ] [sig       ] [2761/3585] Completed RMI in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-16T20:30:42.430289] [INFO ] [sig       ] [2762/3585] Forecasting RMM...
[2025-12-16T20:30:42.430318] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-16T20:30:42.430347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-16T20:30:42.441083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-16T20:30:42.441357] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-16T20:30:42.442141] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-16T20:30:42.442192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:42.442223] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:42.442251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:42.442306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:42.500193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:42.500920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:42.501010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:42.501047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:42.624175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:42.624308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:42.624345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:42.624374] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:42.627735] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: DOWN (p=10.94%)
[2025-12-16T20:30:42.628004] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-16T20:30:42.628129] [INFO ] [sig       ] RMM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:42.762968] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RMM.txt
[2025-12-16T20:30:42.763082] [INFO ] [sig       ] [2762/3585] Completed RMM in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-16T20:30:42.763120] [INFO ] [sig       ] [2763/3585] Forecasting RMMZ...
[2025-12-16T20:30:42.763148] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-16T20:30:42.763177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-16T20:30:42.774460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-16T20:30:42.774766] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-16T20:30:42.775558] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-16T20:30:42.775628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:42.775660] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:42.775687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:42.775742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:42.832525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:42.833152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:42.833235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:42.833269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:42.943958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:42.944073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:42.944113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:42.944142] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:42.947392] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: DOWN (p=26.73%)
[2025-12-16T20:30:42.947685] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-16T20:30:42.947812] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:43.084249] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RMMZ.txt
[2025-12-16T20:30:43.084382] [INFO ] [sig       ] [2763/3585] Completed RMMZ in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-16T20:30:43.084421] [INFO ] [sig       ] [2764/3585] Forecasting RMNI...
[2025-12-16T20:30:43.084451] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-16T20:30:43.084480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-16T20:30:43.095641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-16T20:30:43.095934] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-16T20:30:43.096742] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-16T20:30:43.096794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:43.096827] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:43.096855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:43.096913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:43.154641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:43.155252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:43.155332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:43.155365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:43.276130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:43.276267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:43.276305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:43.276346] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:43.279785] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: DOWN (p=33.56%)
[2025-12-16T20:30:43.280055] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-16T20:30:43.280177] [INFO ] [sig       ] RMNI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:43.417617] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RMNI.txt
[2025-12-16T20:30:43.417742] [INFO ] [sig       ] [2764/3585] Completed RMNI in 0.3s | 2.94 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-16T20:30:43.417780] [INFO ] [sig       ] [2765/3585] Forecasting RNA...
[2025-12-16T20:30:43.417810] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-16T20:30:43.417840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-16T20:30:43.428405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-16T20:30:43.428690] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-16T20:30:43.429486] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-16T20:30:43.429548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:43.429617] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:43.429651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:43.429708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:43.487434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:43.488317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:43.488413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:43.488447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:43.607548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:43.607722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:43.607763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:43.607794] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:43.611231] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: UP (p=71.98%)
[2025-12-16T20:30:43.611518] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-16T20:30:43.611668] [INFO ] [sig       ] RNA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:43.753360] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RNA.txt
[2025-12-16T20:30:43.753517] [INFO ] [sig       ] [2765/3585] Completed RNA in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-16T20:30:43.753556] [INFO ] [sig       ] [2766/3585] Forecasting RNAC...
[2025-12-16T20:30:43.753607] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-16T20:30:43.753639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-16T20:30:43.765273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-16T20:30:43.765662] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-16T20:30:43.766443] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-16T20:30:43.766497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:43.766530] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:43.766557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:43.766632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:43.822956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:43.823787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:43.823888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:43.823920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:43.940643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:43.940803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:43.940842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:43.940870] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:43.944438] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=82.48%)
[2025-12-16T20:30:43.944843] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-16T20:30:43.944987] [INFO ] [sig       ] RNAC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:44.083597] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RNAC.txt
[2025-12-16T20:30:44.083733] [INFO ] [sig       ] [2766/3585] Completed RNAC in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-16T20:30:44.083772] [INFO ] [sig       ] [2767/3585] Forecasting RNAZ...
[2025-12-16T20:30:44.083801] [INFO ] [sig       ] Generating forecast for: RNAZ
[2025-12-16T20:30:44.083830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2025-12-16T20:30:44.095330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2025-12-16T20:30:44.095694] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2025-12-16T20:30:44.096444] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2025-12-16T20:30:44.096495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:44.096552] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:44.096601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:44.096660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:44.152831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:44.153688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:44.153780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:44.153815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:44.269545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:44.269719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:44.269761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:44.269789] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:44.273161] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=65.35%)
[2025-12-16T20:30:44.273430] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2025-12-16T20:30:44.273554] [INFO ] [sig       ] RNAZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:44.410529] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RNAZ.txt
[2025-12-16T20:30:44.410689] [INFO ] [sig       ] [2767/3585] Completed RNAZ in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-16T20:30:44.410728] [INFO ] [sig       ] [2768/3585] Forecasting RNG...
[2025-12-16T20:30:44.410758] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-16T20:30:44.410789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-16T20:30:44.421547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-16T20:30:44.421844] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-16T20:30:44.422615] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-16T20:30:44.422666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:44.422698] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:44.422724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:44.422780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:44.478594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:44.479198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:44.479276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:44.479308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:44.597965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:44.598099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:44.598137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:44.598165] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:44.602006] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: UP (p=75.26%)
[2025-12-16T20:30:44.602265] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-16T20:30:44.602384] [INFO ] [sig       ] RNG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:44.741871] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RNG.txt
[2025-12-16T20:30:44.742002] [INFO ] [sig       ] [2768/3585] Completed RNG in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-16T20:30:44.742042] [INFO ] [sig       ] [2769/3585] Forecasting RNP...
[2025-12-16T20:30:44.742071] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-16T20:30:44.742100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-16T20:30:44.752758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-16T20:30:44.753034] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-16T20:30:44.753795] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-16T20:30:44.753845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:44.753877] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:44.753904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:44.753959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:44.811846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:44.812461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:44.812559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:44.812611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:44.931746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:44.931905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:44.931945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:44.931973] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:44.935487] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=91.59%)
[2025-12-16T20:30:44.935789] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-16T20:30:44.935950] [INFO ] [sig       ] RNP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:45.073286] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RNP.txt
[2025-12-16T20:30:45.073415] [INFO ] [sig       ] [2769/3585] Completed RNP in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-16T20:30:45.073453] [INFO ] [sig       ] [2770/3585] Forecasting ROAD...
[2025-12-16T20:30:45.073482] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-16T20:30:45.073512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-16T20:30:45.085088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-16T20:30:45.085380] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-16T20:30:45.086220] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-16T20:30:45.086284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:45.086317] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:45.086344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:45.086401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:45.142503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:45.143165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:45.143244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:45.143276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:45.266955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:45.267103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:45.267143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:45.267205] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:45.270663] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: DOWN (p=13.52%)
[2025-12-16T20:30:45.270940] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-16T20:30:45.271066] [INFO ] [sig       ] ROAD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:45.411366] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ROAD.txt
[2025-12-16T20:30:45.411499] [INFO ] [sig       ] [2770/3585] Completed ROAD in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-16T20:30:45.411548] [INFO ] [sig       ] [2771/3585] Forecasting ROCK...
[2025-12-16T20:30:45.411603] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-16T20:30:45.411641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-16T20:30:45.423523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-16T20:30:45.423843] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-16T20:30:45.424659] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-16T20:30:45.424712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:45.424748] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:45.424776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:45.424833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:45.482195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:45.482815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:45.482894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:45.482925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:45.597282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:45.597422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:45.597462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:45.597491] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:45.600804] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2025-12-16T20:30:45.601069] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-16T20:30:45.601191] [INFO ] [sig       ] ROCK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:45.738477] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ROCK.txt
[2025-12-16T20:30:45.738646] [INFO ] [sig       ] [2771/3585] Completed ROCK in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-16T20:30:45.738690] [INFO ] [sig       ] [2772/3585] Forecasting ROE...
[2025-12-16T20:30:45.738719] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-16T20:30:45.738749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-16T20:30:45.750600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-16T20:30:45.750933] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-16T20:30:45.751716] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-16T20:30:45.751769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:45.751803] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:45.751830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:45.751887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:45.809970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:45.810850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:45.810935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:45.810968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:45.925630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:45.925783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:45.925822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:45.925851] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:45.929144] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-12-16T20:30:45.929433] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-16T20:30:45.929554] [INFO ] [sig       ] ROE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:46.077137] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ROE.txt
[2025-12-16T20:30:46.077316] [INFO ] [sig       ] [2772/3585] Completed ROE in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-16T20:30:46.077361] [INFO ] [sig       ] [2773/3585] Forecasting ROP...
[2025-12-16T20:30:46.077393] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-16T20:30:46.077425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-16T20:30:46.088925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-16T20:30:46.089287] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-16T20:30:46.090177] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-16T20:30:46.090230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:46.090263] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:46.090291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:46.090348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:46.150621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:46.151726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:46.151869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:46.151916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:46.271024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:46.271171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:46.271210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:46.271238] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:46.274636] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: UP (p=92.03%)
[2025-12-16T20:30:46.274925] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-16T20:30:46.275053] [INFO ] [sig       ] ROP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:46.417343] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ROP.txt
[2025-12-16T20:30:46.417497] [INFO ] [sig       ] [2773/3585] Completed ROP in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-16T20:30:46.417543] [INFO ] [sig       ] [2774/3585] Forecasting RPAY...
[2025-12-16T20:30:46.417605] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-16T20:30:46.417639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-16T20:30:46.428383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-16T20:30:46.428763] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-16T20:30:46.429545] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-16T20:30:46.429634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:46.429673] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:46.429705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:46.429766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:46.488746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:46.489749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:46.489836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:46.489870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:46.611598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:46.611749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:46.611788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:46.611816] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:46.615200] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-12-16T20:30:46.615474] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-16T20:30:46.615618] [INFO ] [sig       ] RPAY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:46.761210] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RPAY.txt
[2025-12-16T20:30:46.761476] [INFO ] [sig       ] [2774/3585] Completed RPAY in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-16T20:30:46.761530] [INFO ] [sig       ] [2775/3585] Forecasting RPD...
[2025-12-16T20:30:46.761566] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-16T20:30:46.761634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-16T20:30:46.775400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-16T20:30:46.775838] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-16T20:30:46.776784] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-16T20:30:46.776846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:46.776879] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:46.776905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:46.776962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:46.833032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:46.833913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:46.834006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:46.834038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:46.954321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:46.954473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:46.954511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:46.954540] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:46.957848] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: DOWN (p=31.30%)
[2025-12-16T20:30:46.958116] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-16T20:30:46.958253] [INFO ] [sig       ] RPD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:47.096302] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RPD.txt
[2025-12-16T20:30:47.096482] [INFO ] [sig       ] [2775/3585] Completed RPD in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-16T20:30:47.096543] [INFO ] [sig       ] [2776/3585] Forecasting RPID...
[2025-12-16T20:30:47.096601] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-16T20:30:47.096635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-16T20:30:47.109526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-16T20:30:47.110000] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-16T20:30:47.110919] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-16T20:30:47.110977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:47.111015] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:47.111048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:47.111121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:47.168097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:47.168793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:47.168871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:47.168902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:47.284508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:47.284679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:47.284725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:47.284753] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:47.288050] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: DOWN (p=22.62%)
[2025-12-16T20:30:47.288315] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-16T20:30:47.288434] [INFO ] [sig       ] RPID: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:47.432396] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RPID.txt
[2025-12-16T20:30:47.432562] [INFO ] [sig       ] [2776/3585] Completed RPID in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-16T20:30:47.432626] [INFO ] [sig       ] [2777/3585] Forecasting RPRX...
[2025-12-16T20:30:47.432657] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-16T20:30:47.432687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-16T20:30:47.444724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-16T20:30:47.445138] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-16T20:30:47.445972] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-16T20:30:47.446025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:47.446057] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:47.446086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:47.446143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:47.503301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:47.504246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:47.504374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:47.504409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:47.628562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:47.628744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:47.628801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:47.628830] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:47.632157] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: UP (p=50.24%)
[2025-12-16T20:30:47.632420] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-16T20:30:47.632538] [INFO ] [sig       ] RPRX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:47.769899] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RPRX.txt
[2025-12-16T20:30:47.770064] [INFO ] [sig       ] [2777/3585] Completed RPRX in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-16T20:30:47.770113] [INFO ] [sig       ] [2778/3585] Forecasting RPTX...
[2025-12-16T20:30:47.770145] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-16T20:30:47.770176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-16T20:30:47.781729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-16T20:30:47.782111] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-16T20:30:47.782911] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-16T20:30:47.782963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:47.782996] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:47.783023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:47.783080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:47.845353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:47.846397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:47.846495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:47.846527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:47.961950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:47.962102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:47.962141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:47.962171] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:47.965567] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-12-16T20:30:47.965863] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-16T20:30:47.965989] [INFO ] [sig       ] RPTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:48.108102] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RPTX.txt
[2025-12-16T20:30:48.108250] [INFO ] [sig       ] [2778/3585] Completed RPTX in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-16T20:30:48.108289] [INFO ] [sig       ] [2779/3585] Forecasting RQI...
[2025-12-16T20:30:48.108318] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-16T20:30:48.108348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-16T20:30:48.120209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-16T20:30:48.120515] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-16T20:30:48.121275] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-16T20:30:48.121326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:48.121357] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:48.121384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:48.121439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:48.178337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:48.179242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:48.179329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:48.179362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:48.300606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:48.300763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:48.300802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:48.300834] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:48.304327] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=67.07%)
[2025-12-16T20:30:48.304647] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-16T20:30:48.304781] [INFO ] [sig       ] RQI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:48.448829] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RQI.txt
[2025-12-16T20:30:48.448998] [INFO ] [sig       ] [2779/3585] Completed RQI in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-16T20:30:48.449041] [INFO ] [sig       ] [2780/3585] Forecasting RRBI...
[2025-12-16T20:30:48.449071] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-16T20:30:48.449102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-16T20:30:48.460285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-16T20:30:48.460550] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-16T20:30:48.461446] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-16T20:30:48.461497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:48.461529] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:48.461556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:48.461630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:48.517310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:48.517916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:48.517993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:48.518025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:48.621215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:48.621356] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:30:48.621393] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:48.621422] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:48.624795] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: UP (p=92.37%)
[2025-12-16T20:30:48.625056] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-16T20:30:48.625178] [INFO ] [sig       ] RRBI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:48.763697] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RRBI.txt
[2025-12-16T20:30:48.763876] [INFO ] [sig       ] [2780/3585] Completed RRBI in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-16T20:30:48.763918] [INFO ] [sig       ] [2781/3585] Forecasting RRC...
[2025-12-16T20:30:48.763948] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-16T20:30:48.763979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-16T20:30:48.775156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-16T20:30:48.775440] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-16T20:30:48.776233] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-16T20:30:48.776283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:48.776353] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:48.776382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:48.776438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:48.833152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:48.833911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:48.834000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:48.834037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:48.956974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:48.957138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:48.957194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:48.957242] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:48.961517] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-16T20:30:48.961842] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-16T20:30:48.961985] [INFO ] [sig       ] RRC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:49.102913] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RRC.txt
[2025-12-16T20:30:49.103042] [INFO ] [sig       ] [2781/3585] Completed RRC in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-16T20:30:49.103080] [INFO ] [sig       ] [2782/3585] Forecasting RRGB...
[2025-12-16T20:30:49.103110] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-16T20:30:49.103140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-16T20:30:49.114952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-16T20:30:49.115259] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-16T20:30:49.116021] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-16T20:30:49.116071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:49.116102] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:49.116130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:49.116186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:49.173322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:49.174135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:49.174218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:49.174252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:49.294838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:49.294984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:49.295023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:49.295051] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:49.298298] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: DOWN (p=9.29%)
[2025-12-16T20:30:49.298559] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-16T20:30:49.298696] [INFO ] [sig       ] RRGB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:49.437678] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RRGB.txt
[2025-12-16T20:30:49.437829] [INFO ] [sig       ] [2782/3585] Completed RRGB in 0.3s | 2.94 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-16T20:30:49.437867] [INFO ] [sig       ] [2783/3585] Forecasting RRX...
[2025-12-16T20:30:49.437897] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-16T20:30:49.437927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-16T20:30:49.449077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-16T20:30:49.449445] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-16T20:30:49.450288] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-16T20:30:49.450340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:49.450374] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:49.450400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:49.450456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:49.506485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:49.507288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:49.507367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:49.507400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:49.624234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:49.624379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:49.624420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:49.624449] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:49.627845] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: DOWN (p=28.54%)
[2025-12-16T20:30:49.628117] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-16T20:30:49.628239] [INFO ] [sig       ] RRX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:49.775986] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RRX.txt
[2025-12-16T20:30:49.776153] [INFO ] [sig       ] [2783/3585] Completed RRX in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-16T20:30:49.776211] [INFO ] [sig       ] [2784/3585] Forecasting RS...
[2025-12-16T20:30:49.776242] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-16T20:30:49.776271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-16T20:30:49.787772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-16T20:30:49.788046] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-16T20:30:49.788820] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-16T20:30:49.788870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:49.788927] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:49.788955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:49.789012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:49.846729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:49.847483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:49.847562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:49.847617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:49.969676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:49.969821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:49.969859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:49.969888] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:49.973159] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2025-12-16T20:30:49.973420] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-16T20:30:49.973540] [INFO ] [sig       ] RS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:50.121653] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RS.txt
[2025-12-16T20:30:50.121803] [INFO ] [sig       ] [2784/3585] Completed RS in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-16T20:30:50.121843] [INFO ] [sig       ] [2785/3585] Forecasting RSG...
[2025-12-16T20:30:50.121881] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-16T20:30:50.121912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-16T20:30:50.134321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-16T20:30:50.134736] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-16T20:30:50.135512] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-16T20:30:50.135562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:50.135614] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:50.135642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:50.135703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:50.192487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:50.193190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:50.193272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:50.193305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:50.314561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:50.314728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:50.314775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:50.314810] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:50.318329] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: DOWN (p=8.84%)
[2025-12-16T20:30:50.318638] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-16T20:30:50.318791] [INFO ] [sig       ] RSG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:50.456620] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RSG.txt
[2025-12-16T20:30:50.456778] [INFO ] [sig       ] [2785/3585] Completed RSG in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-16T20:30:50.456818] [INFO ] [sig       ] [2786/3585] Forecasting RSI...
[2025-12-16T20:30:50.456846] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-16T20:30:50.456875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-16T20:30:50.468203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-16T20:30:50.468562] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-16T20:30:50.469382] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-16T20:30:50.469434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:50.469467] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:50.469495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:50.469551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:50.526842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:50.527755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:50.527851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:50.527884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:50.652313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:50.652468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:50.652510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:50.652540] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:50.655936] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=42.16%)
[2025-12-16T20:30:50.656209] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-16T20:30:50.656336] [INFO ] [sig       ] RSI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:50.798279] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RSI.txt
[2025-12-16T20:30:50.798431] [INFO ] [sig       ] [2786/3585] Completed RSI in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-16T20:30:50.798469] [INFO ] [sig       ] [2787/3585] Forecasting RSKD...
[2025-12-16T20:30:50.798501] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-16T20:30:50.798531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-16T20:30:50.810222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-16T20:30:50.810558] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-16T20:30:50.811376] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-16T20:30:50.811427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:50.811458] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:50.811486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:50.811542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:50.868438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:50.869375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:50.869474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:50.869518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:50.992486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:50.992659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:50.992700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:50.992767] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:50.996794] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=97.39%)
[2025-12-16T20:30:50.997157] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-16T20:30:50.997301] [INFO ] [sig       ] RSKD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:51.138282] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RSKD.txt
[2025-12-16T20:30:51.138439] [INFO ] [sig       ] [2787/3585] Completed RSKD in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-16T20:30:51.138479] [INFO ] [sig       ] [2788/3585] Forecasting RSSS...
[2025-12-16T20:30:51.138511] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-16T20:30:51.138541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-16T20:30:51.151187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-16T20:30:51.151561] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-16T20:30:51.152368] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-16T20:30:51.152421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:51.152455] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:51.152482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:51.152539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:51.209445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:51.210278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:51.210360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:51.210394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:51.332110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:51.332284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:51.332324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:51.332374] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:51.335863] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=69.16%)
[2025-12-16T20:30:51.336130] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-16T20:30:51.336252] [INFO ] [sig       ] RSSS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:51.472061] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RSSS.txt
[2025-12-16T20:30:51.472191] [INFO ] [sig       ] [2788/3585] Completed RSSS in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-16T20:30:51.472229] [INFO ] [sig       ] [2789/3585] Forecasting RTO...
[2025-12-16T20:30:51.472258] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-16T20:30:51.472287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-16T20:30:51.483317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-16T20:30:51.483615] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-16T20:30:51.484463] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-16T20:30:51.484524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:51.484563] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:51.484624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:51.484721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:51.542848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:51.543512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:51.543611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:51.543648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:51.665306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:51.665454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:51.665494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:51.665527] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:51.668975] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: UP (p=51.28%)
[2025-12-16T20:30:51.669286] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-16T20:30:51.669414] [INFO ] [sig       ] RTO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:51.814036] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RTO.txt
[2025-12-16T20:30:51.814172] [INFO ] [sig       ] [2789/3585] Completed RTO in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-16T20:30:51.814213] [INFO ] [sig       ] [2790/3585] Forecasting RUM...
[2025-12-16T20:30:51.814245] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-16T20:30:51.814276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-16T20:30:51.825460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-16T20:30:51.825772] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-16T20:30:51.826556] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-16T20:30:51.826628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:51.826662] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:51.826689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:51.826746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:51.885603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:51.886291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:51.886373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:51.886406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:52.008501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:52.008681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:52.008726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:52.008756] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:52.012361] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: DOWN (p=32.52%)
[2025-12-16T20:30:52.012678] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-16T20:30:52.012811] [INFO ] [sig       ] RUM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:52.167389] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RUM.txt
[2025-12-16T20:30:52.167561] [INFO ] [sig       ] [2790/3585] Completed RUM in 0.4s | 2.94 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-16T20:30:52.167627] [INFO ] [sig       ] [2791/3585] Forecasting RUN...
[2025-12-16T20:30:52.167658] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-16T20:30:52.167690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-16T20:30:52.178878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-16T20:30:52.179210] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-16T20:30:52.180008] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-16T20:30:52.180061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:52.180095] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:52.180123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:52.180181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:52.240855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:52.241731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:52.241813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:52.241847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:52.358892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:52.359040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:52.359079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:52.359107] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:52.362384] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: DOWN (p=5.36%)
[2025-12-16T20:30:52.362664] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-16T20:30:52.362784] [INFO ] [sig       ] RUN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:52.502074] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RUN.txt
[2025-12-16T20:30:52.502228] [INFO ] [sig       ] [2791/3585] Completed RUN in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-16T20:30:52.502268] [INFO ] [sig       ] [2792/3585] Forecasting RUNN...
[2025-12-16T20:30:52.502298] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-16T20:30:52.502329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-16T20:30:52.514300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-16T20:30:52.514700] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-16T20:30:52.515484] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-16T20:30:52.515536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:52.515568] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:52.515616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:52.515685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:52.573823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:52.574665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:52.574763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:52.574802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:52.693157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:52.693310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:52.693349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:52.693377] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:52.696922] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: UP (p=77.80%)
[2025-12-16T20:30:52.697200] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-16T20:30:52.697326] [INFO ] [sig       ] RUNN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:52.836605] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RUNN.txt
[2025-12-16T20:30:52.836748] [INFO ] [sig       ] [2792/3585] Completed RUNN in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-16T20:30:52.836787] [INFO ] [sig       ] [2793/3585] Forecasting RUSHA...
[2025-12-16T20:30:52.836817] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-16T20:30:52.836847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-16T20:30:52.847778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-16T20:30:52.848121] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-16T20:30:52.848890] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-16T20:30:52.848941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:52.848973] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:52.848999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:52.849054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:52.909120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:52.909940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:52.910031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:52.910066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:53.030932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:53.031102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:53.031143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:53.031171] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:53.034591] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: UP (p=56.99%)
[2025-12-16T20:30:53.034878] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-16T20:30:53.035003] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:53.171448] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RUSHA.txt
[2025-12-16T20:30:53.171595] [INFO ] [sig       ] [2793/3585] Completed RUSHA in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-16T20:30:53.171636] [INFO ] [sig       ] [2794/3585] Forecasting RUSHB...
[2025-12-16T20:30:53.171665] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-16T20:30:53.171695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-16T20:30:53.185073] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RUSHB'.
[2025-12-16T20:30:53.185494] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-16T20:30:53.186488] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-16T20:30:53.186565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:53.186626] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:53.186661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:53.186741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:53.243790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:53.244510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:53.244637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:53.244673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:53.346426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:53.346553] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:30:53.346608] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:53.346638] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:53.349910] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-12-16T20:30:53.350170] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-16T20:30:53.350288] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:53.487384] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RUSHB.txt
[2025-12-16T20:30:53.487535] [INFO ] [sig       ] [2794/3585] Completed RUSHB in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-16T20:30:53.487623] [INFO ] [sig       ] [2795/3585] Forecasting RVMD...
[2025-12-16T20:30:53.487659] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-16T20:30:53.487689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-16T20:30:53.498796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-16T20:30:53.499088] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-16T20:30:53.499869] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-16T20:30:53.499923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:53.499955] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:53.499981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:53.500037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:53.559366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:53.560224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:53.560303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:53.560336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:53.683956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:53.684113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:53.684153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:53.684181] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:53.687548] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: DOWN (p=21.52%)
[2025-12-16T20:30:53.687844] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-16T20:30:53.687969] [INFO ] [sig       ] RVMD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:53.830250] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RVMD.txt
[2025-12-16T20:30:53.830382] [INFO ] [sig       ] [2795/3585] Completed RVMD in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-16T20:30:53.830420] [INFO ] [sig       ] [2796/3585] Forecasting RVSB...
[2025-12-16T20:30:53.830449] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-16T20:30:53.830479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-16T20:30:53.842738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-16T20:30:53.843053] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-16T20:30:53.843862] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-16T20:30:53.843913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:53.843945] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:53.843971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:53.844027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:53.910253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:53.911130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:53.911212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:53.911244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:54.032880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:54.033034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:54.033073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:54.033100] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:54.036395] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=62.35%)
[2025-12-16T20:30:54.036677] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-16T20:30:54.036796] [INFO ] [sig       ] RVSB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:54.173112] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RVSB.txt
[2025-12-16T20:30:54.173261] [INFO ] [sig       ] [2796/3585] Completed RVSB in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-16T20:30:54.173300] [INFO ] [sig       ] [2797/3585] Forecasting RVTY...
[2025-12-16T20:30:54.173329] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-16T20:30:54.173359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-16T20:30:54.185425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-16T20:30:54.185754] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-16T20:30:54.186518] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-16T20:30:54.186569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:54.186619] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:54.186646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:54.186701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:54.242069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:54.242809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:54.242899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:54.242931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:54.365365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:54.365509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:54.365548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:54.365596] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:54.369025] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2025-12-16T20:30:54.369328] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-16T20:30:54.369457] [INFO ] [sig       ] RVTY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:54.510759] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RVTY.txt
[2025-12-16T20:30:54.510918] [INFO ] [sig       ] [2797/3585] Completed RVTY in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-16T20:30:54.510959] [INFO ] [sig       ] [2798/3585] Forecasting RWAY...
[2025-12-16T20:30:54.510991] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-16T20:30:54.511022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-16T20:30:54.522423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-16T20:30:54.522718] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-16T20:30:54.523497] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-16T20:30:54.523550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:54.523600] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:54.523630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:54.523688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:54.585249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:54.586129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:54.586218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:54.586252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:54.711091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:54.711237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:54.711276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:54.711305] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:54.714767] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: UP (p=91.26%)
[2025-12-16T20:30:54.715035] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-16T20:30:54.715158] [INFO ] [sig       ] RWAY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:54.855856] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RWAY.txt
[2025-12-16T20:30:54.855994] [INFO ] [sig       ] [2798/3585] Completed RWAY in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-16T20:30:54.856034] [INFO ] [sig       ] [2799/3585] Forecasting RXO...
[2025-12-16T20:30:54.856068] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-16T20:30:54.856113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-16T20:30:54.867068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-16T20:30:54.867355] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-16T20:30:54.868167] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-16T20:30:54.868220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:54.868254] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:54.868282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:54.868340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:54.926284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:54.926964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:54.927045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:54.927079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:55.044912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:55.045060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:55.045099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:55.045129] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:55.048496] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=90.60%)
[2025-12-16T20:30:55.048784] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-16T20:30:55.048909] [INFO ] [sig       ] RXO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:55.185589] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RXO.txt
[2025-12-16T20:30:55.185736] [INFO ] [sig       ] [2799/3585] Completed RXO in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-16T20:30:55.185777] [INFO ] [sig       ] [2800/3585] Forecasting RXRX...
[2025-12-16T20:30:55.185807] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-16T20:30:55.185838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-16T20:30:55.196934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-16T20:30:55.197243] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-16T20:30:55.198034] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-16T20:30:55.198087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:55.198120] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:55.198146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:55.198203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:55.259445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:55.260349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:55.260438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:55.260473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:55.382312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:55.382478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:55.382517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:55.382545] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:55.385820] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=97.99%)
[2025-12-16T20:30:55.386092] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-16T20:30:55.386210] [INFO ] [sig       ] RXRX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:55.529991] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RXRX.txt
[2025-12-16T20:30:55.530122] [INFO ] [sig       ] [2800/3585] Completed RXRX in 0.3s | 2.94 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-16T20:30:55.530162] [INFO ] [sig       ] [2801/3585] Forecasting RY...
[2025-12-16T20:30:55.530191] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-16T20:30:55.530221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-16T20:30:55.541428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-16T20:30:55.541740] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-16T20:30:55.542489] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-16T20:30:55.542564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:55.542616] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:55.542643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:55.542698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:55.600369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:55.601098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:55.601178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:55.601212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:55.726444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:55.726621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:55.726662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:55.726692] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:55.730259] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=50.68%)
[2025-12-16T20:30:55.730531] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-16T20:30:55.730674] [INFO ] [sig       ] RY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:55.873401] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RY.txt
[2025-12-16T20:30:55.873528] [INFO ] [sig       ] [2801/3585] Completed RY in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-16T20:30:55.873567] [INFO ] [sig       ] [2802/3585] Forecasting RYAAY...
[2025-12-16T20:30:55.873616] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-16T20:30:55.873646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-16T20:30:55.884532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-16T20:30:55.884838] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-16T20:30:55.885619] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-16T20:30:55.885672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:55.885704] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:55.885732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:55.885790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:55.947450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:55.948309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:55.948389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:55.948422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:56.073611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:56.073757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:56.073796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:56.073823] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:56.077226] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=46.99%)
[2025-12-16T20:30:56.077497] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-16T20:30:56.077653] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:56.215801] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RYAAY.txt
[2025-12-16T20:30:56.215952] [INFO ] [sig       ] [2802/3585] Completed RYAAY in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-16T20:30:56.216003] [INFO ] [sig       ] [2803/3585] Forecasting RYAM...
[2025-12-16T20:30:56.216033] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-16T20:30:56.216062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-16T20:30:56.227452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-16T20:30:56.227762] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-16T20:30:56.228593] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-16T20:30:56.228657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:56.228700] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:56.228733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:56.228805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:56.285949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:56.286638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:56.286716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:56.286748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:56.417269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:56.417445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:56.417501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:56.417534] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:56.421020] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=46.89%)
[2025-12-16T20:30:56.421291] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-16T20:30:56.421416] [INFO ] [sig       ] RYAM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:56.560900] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RYAM.txt
[2025-12-16T20:30:56.561035] [INFO ] [sig       ] [2803/3585] Completed RYAM in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-16T20:30:56.561074] [INFO ] [sig       ] [2804/3585] Forecasting RYAN...
[2025-12-16T20:30:56.561104] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-16T20:30:56.561133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-16T20:30:56.572349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-16T20:30:56.572628] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-16T20:30:56.573361] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-16T20:30:56.573412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:56.573443] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:56.573470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:56.573526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:56.628823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:56.629478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:56.629557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:56.629694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:56.745351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:56.745511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:56.745604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:56.745643] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:56.749069] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=31.08%)
[2025-12-16T20:30:56.749360] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-16T20:30:56.749490] [INFO ] [sig       ] RYAN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:56.887518] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/RYAN.txt
[2025-12-16T20:30:56.887666] [INFO ] [sig       ] [2804/3585] Completed RYAN in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-16T20:30:56.887708] [INFO ] [sig       ] [2805/3585] Forecasting RYI...
[2025-12-16T20:30:56.887739] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-16T20:30:56.887770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-16T20:30:56.898980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-16T20:30:56.899299] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-16T20:30:56.900071] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-16T20:30:56.900133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:56.900167] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:56.900193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:56.900249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:56.957013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:56.957755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:56.957838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:56.957873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:57.078482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:57.078642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:57.078682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:57.078711] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:57.082075] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=88.89%)
[2025-12-16T20:30:57.082346] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-16T20:30:57.082467] [INFO ] [sig       ] RYI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:57.220916] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RYI.txt
[2025-12-16T20:30:57.221044] [INFO ] [sig       ] [2805/3585] Completed RYI in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-16T20:30:57.221083] [INFO ] [sig       ] [2806/3585] Forecasting RYN...
[2025-12-16T20:30:57.221112] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-16T20:30:57.221142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-16T20:30:57.233076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-16T20:30:57.233368] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-16T20:30:57.234129] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-16T20:30:57.234180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:57.234210] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:57.234237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:57.234292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:57.289856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:57.290495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:57.290592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:57.290627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:57.401598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:57.401740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:57.401780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:57.401808] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:57.405139] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=88.95%)
[2025-12-16T20:30:57.405399] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-16T20:30:57.405517] [INFO ] [sig       ] RYN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:57.542688] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RYN.txt
[2025-12-16T20:30:57.542812] [INFO ] [sig       ] [2806/3585] Completed RYN in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-16T20:30:57.542849] [INFO ] [sig       ] [2807/3585] Forecasting RYTM...
[2025-12-16T20:30:57.542879] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-16T20:30:57.542908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-16T20:30:57.554012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-16T20:30:57.554282] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-16T20:30:57.555062] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-16T20:30:57.555112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:57.555144] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:57.555170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:57.555225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:57.610592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:57.611158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:57.611233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:57.611265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:57.731983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:57.732114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:57.732160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:57.732187] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:57.735415] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: UP (p=81.71%)
[2025-12-16T20:30:57.735693] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-16T20:30:57.735810] [INFO ] [sig       ] RYTM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:57.870291] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RYTM.txt
[2025-12-16T20:30:57.870406] [INFO ] [sig       ] [2807/3585] Completed RYTM in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-16T20:30:57.870444] [INFO ] [sig       ] [2808/3585] Forecasting RZB...
[2025-12-16T20:30:57.870472] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-16T20:30:57.870526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-16T20:30:57.881735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-16T20:30:57.882061] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-16T20:30:57.882857] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-16T20:30:57.882909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:57.882940] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:57.882966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:57.883022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:57.940196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:57.940862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:57.940940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:57.940973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:58.060088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:58.060230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:58.060268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:58.060297] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:58.063622] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=79.24%)
[2025-12-16T20:30:58.063898] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-16T20:30:58.064020] [INFO ] [sig       ] RZB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:58.204338] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RZB.txt
[2025-12-16T20:30:58.204460] [INFO ] [sig       ] [2808/3585] Completed RZB in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-16T20:30:58.204505] [INFO ] [sig       ] [2809/3585] Forecasting RZC...
[2025-12-16T20:30:58.204536] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-16T20:30:58.204565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-16T20:30:58.215136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-16T20:30:58.215392] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-16T20:30:58.216155] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-16T20:30:58.216207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:58.216238] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:58.216264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:58.216320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:58.271479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:58.272086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:58.272163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:58.272194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:58.387650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:58.387776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:58.387813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:58.387842] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:58.391114] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2025-12-16T20:30:58.391374] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-16T20:30:58.391491] [INFO ] [sig       ] RZC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:58.529298] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/RZC.txt
[2025-12-16T20:30:58.529432] [INFO ] [sig       ] [2809/3585] Completed RZC in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-16T20:30:58.529472] [INFO ] [sig       ] [2810/3585] Forecasting S...
[2025-12-16T20:30:58.529501] [INFO ] [sig       ] Generating forecast for: S
[2025-12-16T20:30:58.529531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-16T20:30:58.543726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-16T20:30:58.544079] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-16T20:30:58.544877] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-16T20:30:58.544929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:58.544960] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:58.544986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:58.545041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:58.600252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:58.600900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:58.600994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:58.601027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:58.724181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:58.724330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:58.724367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:58.724395] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:58.727788] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=84.84%)
[2025-12-16T20:30:58.728062] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-16T20:30:58.728205] [INFO ] [sig       ] S: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:58.865120] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/S.txt
[2025-12-16T20:30:58.865251] [INFO ] [sig       ] [2810/3585] Completed S in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-16T20:30:58.865290] [INFO ] [sig       ] [2811/3585] Forecasting SA...
[2025-12-16T20:30:58.865319] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-16T20:30:58.865348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-16T20:30:58.877092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-16T20:30:58.877374] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-16T20:30:58.878136] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-16T20:30:58.878187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:58.878219] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:58.878246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:58.878301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:58.933099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:58.933737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:58.933814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:58.933847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:59.053723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:59.053879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:59.053918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:59.053947] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:59.057221] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: DOWN (p=21.95%)
[2025-12-16T20:30:59.057485] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-16T20:30:59.057623] [INFO ] [sig       ] SA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:59.193776] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SA.txt
[2025-12-16T20:30:59.193917] [INFO ] [sig       ] [2811/3585] Completed SA in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-16T20:30:59.193963] [INFO ] [sig       ] [2812/3585] Forecasting SAFE...
[2025-12-16T20:30:59.193999] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-16T20:30:59.194034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-16T20:30:59.205629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-16T20:30:59.205887] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-16T20:30:59.206650] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-16T20:30:59.206701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:59.206732] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:59.206759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:59.206814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:59.261946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:59.262544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:59.262639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:59.262671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:59.377983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:59.378131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:59.378169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:59.378213] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:59.381486] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=53.87%)
[2025-12-16T20:30:59.381763] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-16T20:30:59.381883] [INFO ] [sig       ] SAFE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:30:59.516966] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SAFE.txt
[2025-12-16T20:30:59.517075] [INFO ] [sig       ] [2812/3585] Completed SAFE in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-16T20:30:59.517112] [INFO ] [sig       ] [2813/3585] Forecasting SAH...
[2025-12-16T20:30:59.517141] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-16T20:30:59.517170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-16T20:30:59.529290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-16T20:30:59.529700] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-16T20:30:59.530504] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-16T20:30:59.530555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:59.530611] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:59.530640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:59.530695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:59.589870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:59.590797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:59.590904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:59.590953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:30:59.711382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:30:59.711553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:30:59.711614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:30:59.711646] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:30:59.715104] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=22.04%)
[2025-12-16T20:30:59.715377] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-16T20:30:59.715504] [INFO ] [sig       ] SAH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:30:59.856794] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SAH.txt
[2025-12-16T20:30:59.856952] [INFO ] [sig       ] [2813/3585] Completed SAH in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-16T20:30:59.856993] [INFO ] [sig       ] [2814/3585] Forecasting SAIA...
[2025-12-16T20:30:59.857022] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-16T20:30:59.857050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-16T20:30:59.868303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-16T20:30:59.868569] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-16T20:30:59.869369] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-16T20:30:59.869421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:30:59.869452] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:30:59.869477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:30:59.869532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:30:59.924955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:30:59.925532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:30:59.925628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:30:59.925672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:00.045524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:00.045641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:00.045679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:00.045706] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:00.048834] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=43.02%)
[2025-12-16T20:31:00.049092] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-16T20:31:00.049241] [INFO ] [sig       ] SAIA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:00.187286] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SAIA.txt
[2025-12-16T20:31:00.187413] [INFO ] [sig       ] [2814/3585] Completed SAIA in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-16T20:31:00.187452] [INFO ] [sig       ] [2815/3585] Forecasting SAIC...
[2025-12-16T20:31:00.187481] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-16T20:31:00.187511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-16T20:31:00.198843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-16T20:31:00.199125] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-16T20:31:00.199937] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-16T20:31:00.199989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:00.200021] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:00.200049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:00.200106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:00.257676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:00.258481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:00.258565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:00.258630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:00.381399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:00.381528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:00.381565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:00.381612] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:00.384878] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: DOWN (p=12.27%)
[2025-12-16T20:31:00.385145] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-16T20:31:00.385266] [INFO ] [sig       ] SAIC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:00.525992] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SAIC.txt
[2025-12-16T20:31:00.526117] [INFO ] [sig       ] [2815/3585] Completed SAIC in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-16T20:31:00.526156] [INFO ] [sig       ] [2816/3585] Forecasting SAM...
[2025-12-16T20:31:00.526185] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-16T20:31:00.526215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-16T20:31:00.542437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-16T20:31:00.542752] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-16T20:31:00.543496] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-16T20:31:00.543547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:00.543597] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:00.543635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:00.543693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:00.614122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:00.614821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:00.614902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:00.614947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:00.733319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:00.733444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:00.733480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:00.733509] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:00.736736] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=18.82%)
[2025-12-16T20:31:00.737024] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-16T20:31:00.737145] [INFO ] [sig       ] SAM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:00.873924] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SAM.txt
[2025-12-16T20:31:00.874081] [INFO ] [sig       ] [2816/3585] Completed SAM in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-16T20:31:00.874120] [INFO ] [sig       ] [2817/3585] Forecasting SAMG...
[2025-12-16T20:31:00.874151] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-16T20:31:00.874180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-16T20:31:00.885929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-16T20:31:00.886236] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-16T20:31:00.886997] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-16T20:31:00.887050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:00.887082] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:00.887109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:00.887165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:00.944455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:00.945132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:00.945212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:00.945245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:01.064738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:01.064845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:01.064884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:01.064912] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:01.068297] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: UP (p=50.56%)
[2025-12-16T20:31:01.068675] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-16T20:31:01.068817] [INFO ] [sig       ] SAMG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:01.214496] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SAMG.txt
[2025-12-16T20:31:01.214670] [INFO ] [sig       ] [2817/3585] Completed SAMG in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-16T20:31:01.214713] [INFO ] [sig       ] [2818/3585] Forecasting SAN...
[2025-12-16T20:31:01.214743] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-16T20:31:01.214773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-16T20:31:01.225443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-16T20:31:01.225758] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-16T20:31:01.226544] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-16T20:31:01.226641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:01.226675] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:01.226704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:01.226771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:01.284705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:01.285364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:01.285444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:01.285477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:01.406107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:01.406240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:01.406277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:01.406305] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:01.409642] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=74.88%)
[2025-12-16T20:31:01.409921] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-16T20:31:01.410070] [INFO ] [sig       ] SAN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:01.547498] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SAN.txt
[2025-12-16T20:31:01.547637] [INFO ] [sig       ] [2818/3585] Completed SAN in 0.3s | 2.94 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-16T20:31:01.547677] [INFO ] [sig       ] [2819/3585] Forecasting SANA...
[2025-12-16T20:31:01.547708] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-16T20:31:01.547736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-16T20:31:01.558528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-16T20:31:01.558832] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-16T20:31:01.559628] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-16T20:31:01.559678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:01.559710] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:01.559736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:01.559791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:01.614940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:01.615522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:01.615633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:01.615669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:01.734164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:01.734322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:01.734360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:01.734389] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:01.737781] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-12-16T20:31:01.738110] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-16T20:31:01.738242] [INFO ] [sig       ] SANA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:01.879302] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SANA.txt
[2025-12-16T20:31:01.879464] [INFO ] [sig       ] [2819/3585] Completed SANA in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-16T20:31:01.879504] [INFO ] [sig       ] [2820/3585] Forecasting SANM...
[2025-12-16T20:31:01.879536] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-16T20:31:01.879590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-16T20:31:01.890627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-16T20:31:01.891004] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-16T20:31:01.891794] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-16T20:31:01.891848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:01.891880] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:01.891906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:01.891962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:01.947794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:01.948677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:01.948762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:01.948796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:02.070636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:02.070787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:02.070825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:02.070854] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:02.074141] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=60.38%)
[2025-12-16T20:31:02.074416] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-16T20:31:02.074542] [INFO ] [sig       ] SANM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:02.213786] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SANM.txt
[2025-12-16T20:31:02.213939] [INFO ] [sig       ] [2820/3585] Completed SANM in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-16T20:31:02.213977] [INFO ] [sig       ] [2821/3585] Forecasting SAP...
[2025-12-16T20:31:02.214009] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-16T20:31:02.214039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-16T20:31:02.225415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-16T20:31:02.225807] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-16T20:31:02.226648] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-16T20:31:02.226701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:02.226733] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:02.226759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:02.226813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:02.284463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:02.285348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:02.285433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:02.285466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:02.409190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:02.409346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:02.409418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:02.409448] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:02.414087] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=3.83%)
[2025-12-16T20:31:02.414475] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-16T20:31:02.414648] [INFO ] [sig       ] SAP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:02.551870] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SAP.txt
[2025-12-16T20:31:02.552026] [INFO ] [sig       ] [2821/3585] Completed SAP in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-16T20:31:02.552068] [INFO ] [sig       ] [2822/3585] Forecasting SARK...
[2025-12-16T20:31:02.552099] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-16T20:31:02.552128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-16T20:31:02.563645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-16T20:31:02.564019] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-16T20:31:02.564867] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-16T20:31:02.564921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:02.564955] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:02.564981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:02.565038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:02.621998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:02.622809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:02.622891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:02.622924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:02.740001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:02.740154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:02.740192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:02.740222] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:02.743758] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: DOWN (p=12.62%)
[2025-12-16T20:31:02.744052] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-16T20:31:02.744180] [INFO ] [sig       ] SARK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:02.897708] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SARK.txt
[2025-12-16T20:31:02.897876] [INFO ] [sig       ] [2822/3585] Completed SARK in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-16T20:31:02.897928] [INFO ] [sig       ] [2823/3585] Forecasting SATL...
[2025-12-16T20:31:02.897961] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-16T20:31:02.897991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-16T20:31:02.912076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-16T20:31:02.912539] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-16T20:31:02.913653] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-16T20:31:02.913727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:02.913770] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:02.913806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:02.913883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:02.971628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:02.972456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:02.972540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:02.972592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:03.091250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:03.091399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:03.091439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:03.091469] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:03.095006] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-12-16T20:31:03.095286] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-16T20:31:03.095414] [INFO ] [sig       ] SATL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:03.232932] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SATL.txt
[2025-12-16T20:31:03.233081] [INFO ] [sig       ] [2823/3585] Completed SATL in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-16T20:31:03.233120] [INFO ] [sig       ] [2824/3585] Forecasting SATS...
[2025-12-16T20:31:03.233149] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-16T20:31:03.233179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-16T20:31:03.246382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-16T20:31:03.246753] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-16T20:31:03.247704] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-16T20:31:03.247768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:03.247838] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:03.247883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:03.247964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:03.314788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:03.315622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:03.315706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:03.315740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:03.440335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:03.440485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:03.440524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:03.440552] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:03.443893] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: DOWN (p=19.30%)
[2025-12-16T20:31:03.444160] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-16T20:31:03.444282] [INFO ] [sig       ] SATS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:03.582150] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SATS.txt
[2025-12-16T20:31:03.582300] [INFO ] [sig       ] [2824/3585] Completed SATS in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-16T20:31:03.582340] [INFO ] [sig       ] [2825/3585] Forecasting SAVA...
[2025-12-16T20:31:03.582402] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-16T20:31:03.582433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-16T20:31:03.593954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-16T20:31:03.594314] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-16T20:31:03.595151] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-16T20:31:03.595204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:03.595237] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:03.595264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:03.595321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:03.655557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:03.656477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:03.656566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:03.656623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:03.777044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:03.777197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:03.777236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:03.777266] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:03.780659] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-12-16T20:31:03.780941] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-16T20:31:03.781096] [INFO ] [sig       ] SAVA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:03.924936] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SAVA.txt
[2025-12-16T20:31:03.925111] [INFO ] [sig       ] [2825/3585] Completed SAVA in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-16T20:31:03.925153] [INFO ] [sig       ] [2826/3585] Forecasting SB...
[2025-12-16T20:31:03.925184] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-16T20:31:03.925214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-16T20:31:03.936616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-16T20:31:03.936949] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-16T20:31:03.937744] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-16T20:31:03.937797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:03.937831] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:03.937866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:03.937925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:03.997110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:03.997973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:03.998059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:03.998092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:04.115487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:04.115650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:04.115692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:04.115720] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:04.119035] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=24.62%)
[2025-12-16T20:31:04.119312] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-16T20:31:04.119436] [INFO ] [sig       ] SB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:04.259052] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SB.txt
[2025-12-16T20:31:04.259248] [INFO ] [sig       ] [2826/3585] Completed SB in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-16T20:31:04.259291] [INFO ] [sig       ] [2827/3585] Forecasting SBAC...
[2025-12-16T20:31:04.259321] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-16T20:31:04.259352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-16T20:31:04.271129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-16T20:31:04.271480] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-16T20:31:04.272252] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-16T20:31:04.272303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:04.272335] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:04.272362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:04.272431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:04.328589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:04.329475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:04.329560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:04.329613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:04.448272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:04.448426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:04.448465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:04.448492] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:04.451845] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: UP (p=74.23%)
[2025-12-16T20:31:04.452107] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-16T20:31:04.452226] [INFO ] [sig       ] SBAC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:04.589055] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SBAC.txt
[2025-12-16T20:31:04.589215] [INFO ] [sig       ] [2827/3585] Completed SBAC in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-16T20:31:04.589257] [INFO ] [sig       ] [2828/3585] Forecasting SBCF...
[2025-12-16T20:31:04.589286] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-16T20:31:04.589315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-16T20:31:04.600519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-16T20:31:04.600838] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-16T20:31:04.601628] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-16T20:31:04.601679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:04.601710] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:04.601737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:04.601819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:04.657551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:04.658267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:04.658346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:04.658378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:04.775461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:04.775628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:04.775668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:04.775697] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:04.778962] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=17.04%)
[2025-12-16T20:31:04.779285] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-16T20:31:04.779431] [INFO ] [sig       ] SBCF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:04.916482] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SBCF.txt
[2025-12-16T20:31:04.916654] [INFO ] [sig       ] [2828/3585] Completed SBCF in 0.3s | 2.95 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-16T20:31:04.916697] [INFO ] [sig       ] [2829/3585] Forecasting SBFM...
[2025-12-16T20:31:04.916727] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-16T20:31:04.916758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-16T20:31:04.927873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-16T20:31:04.928182] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-16T20:31:04.928944] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-16T20:31:04.929009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:04.929044] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:04.929070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:04.929126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:04.984471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:04.985308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:04.985390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:04.985422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:05.105278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:05.105436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:05.105475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:05.105504] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:05.108836] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: DOWN (p=33.46%)
[2025-12-16T20:31:05.109110] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-16T20:31:05.109279] [INFO ] [sig       ] SBFM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:05.246181] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SBFM.txt
[2025-12-16T20:31:05.246329] [INFO ] [sig       ] [2829/3585] Completed SBFM in 0.3s | 2.95 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-16T20:31:05.246369] [INFO ] [sig       ] [2830/3585] Forecasting SBGI...
[2025-12-16T20:31:05.246399] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-16T20:31:05.246430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-16T20:31:05.258065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-16T20:31:05.258373] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-16T20:31:05.259145] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-16T20:31:05.259230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:05.259268] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:05.259300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:05.259366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:05.315336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:05.316173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:05.316254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:05.316287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:05.435528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:05.435694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:05.435734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:05.435764] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:05.439020] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: UP (p=65.33%)
[2025-12-16T20:31:05.439335] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-16T20:31:05.439458] [INFO ] [sig       ] SBGI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:05.590259] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SBGI.txt
[2025-12-16T20:31:05.590424] [INFO ] [sig       ] [2830/3585] Completed SBGI in 0.3s | 2.95 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-16T20:31:05.590466] [INFO ] [sig       ] [2831/3585] Forecasting SBH...
[2025-12-16T20:31:05.590495] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-16T20:31:05.590526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-16T20:31:05.603474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-16T20:31:05.603890] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-16T20:31:05.604692] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-16T20:31:05.604744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:05.604776] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:05.604803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:05.604857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:05.669498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:05.670406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:05.670491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:05.670524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:05.796160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:05.796316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:05.796357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:05.796386] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:05.800031] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: DOWN (p=11.42%)
[2025-12-16T20:31:05.800346] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-16T20:31:05.800470] [INFO ] [sig       ] SBH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:05.941417] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SBH.txt
[2025-12-16T20:31:05.941593] [INFO ] [sig       ] [2831/3585] Completed SBH in 0.4s | 2.94 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-16T20:31:05.941636] [INFO ] [sig       ] [2832/3585] Forecasting SBI...
[2025-12-16T20:31:05.941666] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-16T20:31:05.941696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-16T20:31:05.953245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-16T20:31:05.953647] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-16T20:31:05.954408] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-16T20:31:05.954461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:05.954492] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:05.954518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:05.954598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:06.012003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:06.012845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:06.012931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:06.012964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:06.137802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:06.137972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:06.138026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:06.138069] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:06.141750] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=49.74%)
[2025-12-16T20:31:06.142055] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-16T20:31:06.142188] [INFO ] [sig       ] SBI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:06.282091] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SBI.txt
[2025-12-16T20:31:06.282247] [INFO ] [sig       ] [2832/3585] Completed SBI in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-16T20:31:06.282292] [INFO ] [sig       ] [2833/3585] Forecasting SBLK...
[2025-12-16T20:31:06.282322] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-16T20:31:06.282352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-16T20:31:06.293685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-16T20:31:06.294059] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-16T20:31:06.294851] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-16T20:31:06.294903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:06.294935] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:06.294962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:06.295017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:06.351393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:06.352287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:06.352369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:06.352402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:06.475219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:06.475371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:06.475409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:06.475437] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:06.479201] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: UP (p=70.09%)
[2025-12-16T20:31:06.479761] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-16T20:31:06.479897] [INFO ] [sig       ] SBLK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:06.625445] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SBLK.txt
[2025-12-16T20:31:06.625612] [INFO ] [sig       ] [2833/3585] Completed SBLK in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-16T20:31:06.625655] [INFO ] [sig       ] [2834/3585] Forecasting SBRA...
[2025-12-16T20:31:06.625686] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-16T20:31:06.625715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-16T20:31:06.636963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-16T20:31:06.637227] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-16T20:31:06.637989] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-16T20:31:06.638041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:06.638073] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:06.638100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:06.638156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:06.694487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:06.695322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:06.695404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:06.695436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:06.812480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:06.812650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:06.812689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:06.812716] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:06.815996] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=19.82%)
[2025-12-16T20:31:06.816272] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-16T20:31:06.816391] [INFO ] [sig       ] SBRA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:06.954287] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SBRA.txt
[2025-12-16T20:31:06.954437] [INFO ] [sig       ] [2834/3585] Completed SBRA in 0.3s | 2.94 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-16T20:31:06.954478] [INFO ] [sig       ] [2835/3585] Forecasting SBS...
[2025-12-16T20:31:06.954509] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-16T20:31:06.954539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-16T20:31:06.965757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-16T20:31:06.966155] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-16T20:31:06.966957] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-16T20:31:06.967011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:06.967045] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:06.967072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:06.967129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:07.025000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:07.025897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:07.025983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:07.026017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:07.157241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:07.157410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:07.157467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:07.157512] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:07.161421] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=38.06%)
[2025-12-16T20:31:07.161734] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-16T20:31:07.161870] [INFO ] [sig       ] SBS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:07.318595] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SBS.txt
[2025-12-16T20:31:07.318743] [INFO ] [sig       ] [2835/3585] Completed SBS in 0.4s | 2.94 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-16T20:31:07.318781] [INFO ] [sig       ] [2836/3585] Forecasting SBSI...
[2025-12-16T20:31:07.318813] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-16T20:31:07.318842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-16T20:31:07.329675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-16T20:31:07.330004] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-16T20:31:07.330813] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-16T20:31:07.330864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:07.330896] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:07.330922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:07.330978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:07.388024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:07.388854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:07.388940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:07.388976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:07.505082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:07.505231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:07.505283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:07.505313] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:07.508711] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=29.50%)
[2025-12-16T20:31:07.509016] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-16T20:31:07.509182] [INFO ] [sig       ] SBSI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:07.648789] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SBSI.txt
[2025-12-16T20:31:07.648911] [INFO ] [sig       ] [2836/3585] Completed SBSI in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-16T20:31:07.648950] [INFO ] [sig       ] [2837/3585] Forecasting SBUX...
[2025-12-16T20:31:07.648979] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-16T20:31:07.649008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-16T20:31:07.659611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-16T20:31:07.659918] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-16T20:31:07.660670] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-16T20:31:07.660721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:07.660752] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:07.660778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:07.660834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:07.717798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:07.718401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:07.718479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:07.718511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:07.838557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:07.838688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:07.838724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:07.838752] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:07.842031] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: UP (p=51.28%)
[2025-12-16T20:31:07.842296] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-16T20:31:07.842421] [INFO ] [sig       ] SBUX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:07.979065] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SBUX.txt
[2025-12-16T20:31:07.979214] [INFO ] [sig       ] [2837/3585] Completed SBUX in 0.3s | 2.94 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-16T20:31:07.979254] [INFO ] [sig       ] [2838/3585] Forecasting SCD...
[2025-12-16T20:31:07.979283] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-16T20:31:07.979313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-16T20:31:07.990147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-16T20:31:07.990418] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-16T20:31:07.991178] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-16T20:31:07.991230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:07.991261] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:07.991287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:07.991342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:08.048063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:08.048668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:08.048744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:08.048776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:08.163332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:08.163471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:08.163509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:08.163538] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:08.166836] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: DOWN (p=22.85%)
[2025-12-16T20:31:08.167102] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-16T20:31:08.167223] [INFO ] [sig       ] SCD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:08.307948] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SCD.txt
[2025-12-16T20:31:08.308076] [INFO ] [sig       ] [2838/3585] Completed SCD in 0.3s | 2.95 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-16T20:31:08.308116] [INFO ] [sig       ] [2839/3585] Forecasting SCHL...
[2025-12-16T20:31:08.308153] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-16T20:31:08.308188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-16T20:31:08.319475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-16T20:31:08.319764] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-16T20:31:08.320553] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-16T20:31:08.320622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:08.320656] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:08.320683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:08.320739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:08.379100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:08.379807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:08.379888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:08.379921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:08.500830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:08.500967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:08.501005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:08.501034] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:08.504450] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=9.68%)
[2025-12-16T20:31:08.504740] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-16T20:31:08.504863] [INFO ] [sig       ] SCHL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:08.642774] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SCHL.txt
[2025-12-16T20:31:08.642898] [INFO ] [sig       ] [2839/3585] Completed SCHL in 0.3s | 2.95 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-16T20:31:08.642936] [INFO ] [sig       ] [2840/3585] Forecasting SCI...
[2025-12-16T20:31:08.642966] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-16T20:31:08.642995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-16T20:31:08.654087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-16T20:31:08.654383] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-16T20:31:08.655139] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-16T20:31:08.655190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:08.655231] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:08.655258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:08.655314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:08.712534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:08.713231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:08.713318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:08.713349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:08.830711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:08.830851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:08.830891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:08.830919] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:08.834205] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=39.09%)
[2025-12-16T20:31:08.834469] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-16T20:31:08.834606] [INFO ] [sig       ] SCI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:08.973913] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SCI.txt
[2025-12-16T20:31:08.974040] [INFO ] [sig       ] [2840/3585] Completed SCI in 0.3s | 2.95 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-16T20:31:08.974079] [INFO ] [sig       ] [2841/3585] Forecasting SCL...
[2025-12-16T20:31:08.974108] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-16T20:31:08.974140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-16T20:31:08.986106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-16T20:31:08.986385] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-16T20:31:08.987146] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-16T20:31:08.987196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:08.987228] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:08.987255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:08.987311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:09.043975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:09.044781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:09.044866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:09.044899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:09.165945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:09.166089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:09.166126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:09.166153] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:09.169476] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-12-16T20:31:09.169763] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-16T20:31:09.169886] [INFO ] [sig       ] SCL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:09.307026] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SCL.txt
[2025-12-16T20:31:09.307155] [INFO ] [sig       ] [2841/3585] Completed SCL in 0.3s | 2.95 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-16T20:31:09.307240] [INFO ] [sig       ] [2842/3585] Forecasting SCLX...
[2025-12-16T20:31:09.307291] [INFO ] [sig       ] Generating forecast for: SCLX
[2025-12-16T20:31:09.307335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'.
[2025-12-16T20:31:09.318478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCLX'.
[2025-12-16T20:31:09.318799] [INFO ] [FORECASTER] Starting predict_future for SCLX
[2025-12-16T20:31:09.319619] [DEBUG] [LOCAL     ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt
[2025-12-16T20:31:09.319671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:09.319702] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:09.319728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:09.319784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:09.375832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:09.376518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:09.376614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:09.376649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:09.495587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:09.495735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:09.495780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:09.495810] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:09.499203] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: DOWN (p=35.14%)
[2025-12-16T20:31:09.499478] [INFO ] [FORECASTER] Completed predict_future for SCLX
[2025-12-16T20:31:09.499618] [INFO ] [sig       ] SCLX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:09.637234] [INFO ] [LOCAL     ] Saved forecast: SCLX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SCLX.txt
[2025-12-16T20:31:09.637360] [INFO ] [sig       ] [2842/3585] Completed SCLX in 0.3s | 2.95 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-16T20:31:09.637399] [INFO ] [sig       ] [2843/3585] Forecasting SCM...
[2025-12-16T20:31:09.637428] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-16T20:31:09.637457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-16T20:31:09.648963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-16T20:31:09.649293] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-16T20:31:09.650091] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-16T20:31:09.650143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:09.650177] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:09.650205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:09.650262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:09.706657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:09.707325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:09.707404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:09.707436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:09.821706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:09.821840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:09.821876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:09.821904] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:09.825227] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=85.38%)
[2025-12-16T20:31:09.825492] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-16T20:31:09.825627] [INFO ] [sig       ] SCM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:09.961860] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SCM.txt
[2025-12-16T20:31:09.961984] [INFO ] [sig       ] [2843/3585] Completed SCM in 0.3s | 2.95 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-16T20:31:09.962029] [INFO ] [sig       ] [2844/3585] Forecasting SCSC...
[2025-12-16T20:31:09.962060] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-16T20:31:09.962089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-16T20:31:09.973059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-16T20:31:09.973345] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-16T20:31:09.974140] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-16T20:31:09.974197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:09.974230] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:09.974257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:09.974314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:10.030206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:10.030815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:10.030892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:10.030924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:10.149309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:10.149462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:10.149499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:10.149527] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:10.152867] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: DOWN (p=19.22%)
[2025-12-16T20:31:10.153138] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-16T20:31:10.153260] [INFO ] [sig       ] SCSC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:10.289408] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SCSC.txt
[2025-12-16T20:31:10.289528] [INFO ] [sig       ] [2844/3585] Completed SCSC in 0.3s | 2.95 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-16T20:31:10.289566] [INFO ] [sig       ] [2845/3585] Forecasting SCVL...
[2025-12-16T20:31:10.289614] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-16T20:31:10.289644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-16T20:31:10.300387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-16T20:31:10.300700] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-16T20:31:10.301490] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-16T20:31:10.301542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:10.301602] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:10.301668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:10.301752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:10.358632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:10.359387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:10.359469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:10.359501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:10.478591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:10.478736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:10.478774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:10.478803] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:10.482235] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=12.80%)
[2025-12-16T20:31:10.482503] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-16T20:31:10.482659] [INFO ] [sig       ] SCVL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:10.623523] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SCVL.txt
[2025-12-16T20:31:10.623668] [INFO ] [sig       ] [2845/3585] Completed SCVL in 0.3s | 2.95 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-16T20:31:10.623707] [INFO ] [sig       ] [2846/3585] Forecasting SCZ...
[2025-12-16T20:31:10.623737] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-16T20:31:10.623767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-16T20:31:10.634856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-16T20:31:10.635152] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-16T20:31:10.635966] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-16T20:31:10.636018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:10.636051] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:10.636078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:10.636135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:10.694283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:10.694986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:10.695065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:10.695099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:10.813330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:10.813454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:10.813491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:10.813520] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:10.816784] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: UP (p=72.27%)
[2025-12-16T20:31:10.817050] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-16T20:31:10.817182] [INFO ] [sig       ] SCZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:10.954618] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SCZ.txt
[2025-12-16T20:31:10.954749] [INFO ] [sig       ] [2846/3585] Completed SCZ in 0.3s | 2.95 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-16T20:31:10.954788] [INFO ] [sig       ] [2847/3585] Forecasting SD...
[2025-12-16T20:31:10.954817] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-16T20:31:10.954847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-16T20:31:10.965958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-16T20:31:10.966258] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-16T20:31:10.967057] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-16T20:31:10.967110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:10.967150] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:10.967185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:10.967254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:11.023774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:11.024453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:11.024532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:11.024564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:11.142278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:11.142427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:11.142469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:11.142513] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:11.145857] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=28.62%)
[2025-12-16T20:31:11.146128] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-16T20:31:11.146251] [INFO ] [sig       ] SD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:11.283010] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SD.txt
[2025-12-16T20:31:11.283154] [INFO ] [sig       ] [2847/3585] Completed SD in 0.3s | 2.95 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-16T20:31:11.283198] [INFO ] [sig       ] [2848/3585] Forecasting SDA...
[2025-12-16T20:31:11.283229] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-16T20:31:11.283259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-16T20:31:11.294388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-16T20:31:11.294684] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-16T20:31:11.295445] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-16T20:31:11.295498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:11.295529] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:11.295557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:11.295640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:11.350932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:11.351512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:11.351604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:11.351639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:11.467724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:11.467864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:11.467902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:11.467929] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:11.471299] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: DOWN (p=31.09%)
[2025-12-16T20:31:11.471690] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-16T20:31:11.471843] [INFO ] [sig       ] SDA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:11.609640] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SDA.txt
[2025-12-16T20:31:11.609794] [INFO ] [sig       ] [2848/3585] Completed SDA in 0.3s | 2.95 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-16T20:31:11.609833] [INFO ] [sig       ] [2849/3585] Forecasting SDHY...
[2025-12-16T20:31:11.609864] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-16T20:31:11.609894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-16T20:31:11.624020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-16T20:31:11.624405] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-16T20:31:11.625247] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-16T20:31:11.625307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:11.625340] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:11.625368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:11.625425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:11.683625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:11.684455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:11.684540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:11.684613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:11.801558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:11.801712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:11.801751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:11.801779] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:11.805036] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: UP (p=88.81%)
[2025-12-16T20:31:11.805326] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-16T20:31:11.805445] [INFO ] [sig       ] SDHY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:11.943786] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SDHY.txt
[2025-12-16T20:31:11.943935] [INFO ] [sig       ] [2849/3585] Completed SDHY in 0.3s | 2.95 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-16T20:31:11.943974] [INFO ] [sig       ] [2850/3585] Forecasting SDRL...
[2025-12-16T20:31:11.944005] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-16T20:31:11.944034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-16T20:31:11.955557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-16T20:31:11.955870] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-16T20:31:11.956651] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-16T20:31:11.956703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:11.956735] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:11.956762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:11.956818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:12.012815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:12.013407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:12.013483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:12.013514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:12.130521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:12.130658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:12.130696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:12.130723] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:12.133916] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=13.72%)
[2025-12-16T20:31:12.134176] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-16T20:31:12.134295] [INFO ] [sig       ] SDRL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:12.268891] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SDRL.txt
[2025-12-16T20:31:12.269005] [INFO ] [sig       ] [2850/3585] Completed SDRL in 0.3s | 2.95 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-16T20:31:12.269043] [INFO ] [sig       ] [2851/3585] Forecasting SDVY...
[2025-12-16T20:31:12.269072] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-16T20:31:12.269101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-16T20:31:12.280605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-16T20:31:12.280886] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-16T20:31:12.281668] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-16T20:31:12.281720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:12.281752] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:12.281790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:12.281849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:12.337793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:12.338407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:12.338483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:12.338515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:12.456808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:12.456938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:12.456975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:12.457002] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:12.460244] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=8.67%)
[2025-12-16T20:31:12.460503] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-16T20:31:12.460647] [INFO ] [sig       ] SDVY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:12.595911] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SDVY.txt
[2025-12-16T20:31:12.596017] [INFO ] [sig       ] [2851/3585] Completed SDVY in 0.3s | 2.95 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-16T20:31:12.596055] [INFO ] [sig       ] [2852/3585] Forecasting SE...
[2025-12-16T20:31:12.596085] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-16T20:31:12.596114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-16T20:31:12.607320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-16T20:31:12.607686] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-16T20:31:12.608477] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-16T20:31:12.608528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:12.608562] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:12.608620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:12.608681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:12.664847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:12.665498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:12.665595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:12.665631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:12.788645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:12.788744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:12.788780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:12.788808] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:12.792005] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=78.36%)
[2025-12-16T20:31:12.792266] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-16T20:31:12.792384] [INFO ] [sig       ] SE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:12.928613] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SE.txt
[2025-12-16T20:31:12.928723] [INFO ] [sig       ] [2852/3585] Completed SE in 0.3s | 2.95 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-16T20:31:12.928760] [INFO ] [sig       ] [2853/3585] Forecasting SEDG...
[2025-12-16T20:31:12.928790] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-16T20:31:12.928819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-16T20:31:12.939962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-16T20:31:12.940235] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-16T20:31:12.941004] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-16T20:31:12.941055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:12.941087] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:12.941113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:12.941168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:12.996611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:12.997196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:12.997273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:12.997305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:13.116375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:13.116509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:13.116546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:13.116591] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:13.119961] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=49.26%)
[2025-12-16T20:31:13.120232] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-16T20:31:13.120351] [INFO ] [sig       ] SEDG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:13.255819] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SEDG.txt
[2025-12-16T20:31:13.255945] [INFO ] [sig       ] [2853/3585] Completed SEDG in 0.3s | 2.95 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-16T20:31:13.255986] [INFO ] [sig       ] [2854/3585] Forecasting SEE...
[2025-12-16T20:31:13.256016] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-16T20:31:13.256046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-16T20:31:13.267039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-16T20:31:13.267323] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-16T20:31:13.268076] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-16T20:31:13.268127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:13.268158] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:13.268185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:13.268240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:13.323444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:13.324043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:13.324123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:13.324156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:13.446185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:13.446313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:13.446349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:13.446376] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:13.449731] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=49.02%)
[2025-12-16T20:31:13.449989] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-16T20:31:13.450108] [INFO ] [sig       ] SEE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:13.594989] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SEE.txt
[2025-12-16T20:31:13.595123] [INFO ] [sig       ] [2854/3585] Completed SEE in 0.3s | 2.95 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-16T20:31:13.595161] [INFO ] [sig       ] [2855/3585] Forecasting SEIC...
[2025-12-16T20:31:13.595190] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-16T20:31:13.595230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-16T20:31:13.606084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-16T20:31:13.606370] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-16T20:31:13.607154] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-16T20:31:13.607216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:13.607251] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:13.607278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:13.607334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:13.664056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:13.664941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:13.665024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:13.665058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:13.784886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:13.785030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:13.785068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:13.785096] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:13.788374] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: UP (p=63.61%)
[2025-12-16T20:31:13.788654] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-16T20:31:13.788774] [INFO ] [sig       ] SEIC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:13.926097] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SEIC.txt
[2025-12-16T20:31:13.926223] [INFO ] [sig       ] [2855/3585] Completed SEIC in 0.3s | 2.95 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-16T20:31:13.926262] [INFO ] [sig       ] [2856/3585] Forecasting SELF...
[2025-12-16T20:31:13.926291] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-16T20:31:13.926320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-16T20:31:13.936994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-16T20:31:13.937317] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-16T20:31:13.938214] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-16T20:31:13.938276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:13.938315] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:13.938348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:13.938407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:13.994082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:13.994717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:13.994793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:13.994825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:14.102207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:14.102327] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:31:14.102362] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:14.102390] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:14.105554] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: DOWN (p=48.55%)
[2025-12-16T20:31:14.105828] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-16T20:31:14.105945] [INFO ] [sig       ] SELF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:14.243618] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SELF.txt
[2025-12-16T20:31:14.243733] [INFO ] [sig       ] [2856/3585] Completed SELF in 0.3s | 2.95 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-16T20:31:14.243772] [INFO ] [sig       ] [2857/3585] Forecasting SEM...
[2025-12-16T20:31:14.243801] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-16T20:31:14.243831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-16T20:31:14.255012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-16T20:31:14.255299] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-16T20:31:14.256068] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-16T20:31:14.256134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:14.256171] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:14.256199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:14.256255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:14.312287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:14.312901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:14.312978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:14.313009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:14.432500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:14.432623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:14.432661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:14.432689] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:14.435863] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2025-12-16T20:31:14.436120] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-16T20:31:14.436238] [INFO ] [sig       ] SEM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:14.573411] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SEM.txt
[2025-12-16T20:31:14.573531] [INFO ] [sig       ] [2857/3585] Completed SEM in 0.3s | 2.95 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-16T20:31:14.573585] [INFO ] [sig       ] [2858/3585] Forecasting SENEA...
[2025-12-16T20:31:14.573618] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-16T20:31:14.573648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-16T20:31:14.584790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-16T20:31:14.585082] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-16T20:31:14.585849] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-16T20:31:14.585900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:14.585932] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:14.585959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:14.586015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:14.642257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:14.642888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:14.642964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:14.642995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:14.759970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:14.760109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:14.760147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:14.760174] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:14.763523] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: UP (p=85.29%)
[2025-12-16T20:31:14.763804] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-16T20:31:14.763923] [INFO ] [sig       ] SENEA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:14.901503] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SENEA.txt
[2025-12-16T20:31:14.901637] [INFO ] [sig       ] [2858/3585] Completed SENEA in 0.3s | 2.95 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-16T20:31:14.901700] [INFO ] [sig       ] [2859/3585] Forecasting SENS...
[2025-12-16T20:31:14.901731] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-16T20:31:14.901761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-16T20:31:14.912596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-16T20:31:14.912872] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-16T20:31:14.913657] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-16T20:31:14.913708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:14.913740] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:14.913767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:14.913822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:14.969257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:14.969881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:14.969959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:14.969990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:15.090408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:15.090536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:15.090591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:15.090622] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:15.093914] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=4.66%)
[2025-12-16T20:31:15.094178] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-16T20:31:15.094325] [INFO ] [sig       ] SENS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:15.231449] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SENS.txt
[2025-12-16T20:31:15.231559] [INFO ] [sig       ] [2859/3585] Completed SENS in 0.3s | 2.95 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-16T20:31:15.231624] [INFO ] [sig       ] [2860/3585] Forecasting SERA...
[2025-12-16T20:31:15.231667] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-16T20:31:15.231697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-16T20:31:15.242514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-16T20:31:15.242827] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-16T20:31:15.243558] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-16T20:31:15.243626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:15.243658] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:15.243685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:15.243741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:15.300120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:15.300764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:15.300840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:15.300872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:15.418688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:15.418788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:15.418823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:15.418851] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:15.422036] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: UP (p=90.26%)
[2025-12-16T20:31:15.422311] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-16T20:31:15.422451] [INFO ] [sig       ] SERA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:15.560307] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SERA.txt
[2025-12-16T20:31:15.560427] [INFO ] [sig       ] [2860/3585] Completed SERA in 0.3s | 2.95 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-16T20:31:15.560467] [INFO ] [sig       ] [2861/3585] Forecasting SES...
[2025-12-16T20:31:15.560496] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-16T20:31:15.560525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-16T20:31:15.571948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-16T20:31:15.572209] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-16T20:31:15.572977] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-16T20:31:15.573027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:15.573058] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:15.573084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:15.573139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:15.628767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:15.629355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:15.629431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:15.629462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:15.753220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:15.753376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:15.753424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:15.753464] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:15.756892] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=14.66%)
[2025-12-16T20:31:15.757164] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-16T20:31:15.757298] [INFO ] [sig       ] SES: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:15.894524] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SES.txt
[2025-12-16T20:31:15.894666] [INFO ] [sig       ] [2861/3585] Completed SES in 0.3s | 2.95 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-16T20:31:15.894706] [INFO ] [sig       ] [2862/3585] Forecasting SEVN...
[2025-12-16T20:31:15.894734] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-16T20:31:15.894764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-16T20:31:15.906121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-16T20:31:15.906385] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-16T20:31:15.907177] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-16T20:31:15.907229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:15.907260] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:15.907323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:15.907405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:15.964996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:15.965661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:15.965741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:15.965773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:16.082232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:16.082369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:16.082410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:16.082447] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:16.085858] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: UP (p=69.30%)
[2025-12-16T20:31:16.086133] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-16T20:31:16.086259] [INFO ] [sig       ] SEVN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:16.226659] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SEVN.txt
[2025-12-16T20:31:16.226804] [INFO ] [sig       ] [2862/3585] Completed SEVN in 0.3s | 2.95 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-16T20:31:16.226845] [INFO ] [sig       ] [2863/3585] Forecasting SEZL...
[2025-12-16T20:31:16.226875] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-16T20:31:16.226904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-16T20:31:16.238705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-16T20:31:16.239052] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-16T20:31:16.239881] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-16T20:31:16.239932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:16.239963] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:16.239988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:16.240042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:16.297048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:16.297706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:16.297787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:16.297819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:16.416102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:16.416214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:16.416248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:16.416277] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:16.419479] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: DOWN (p=3.07%)
[2025-12-16T20:31:16.419757] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-16T20:31:16.419878] [INFO ] [sig       ] SEZL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:16.558658] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SEZL.txt
[2025-12-16T20:31:16.558783] [INFO ] [sig       ] [2863/3585] Completed SEZL in 0.3s | 2.95 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-16T20:31:16.558822] [INFO ] [sig       ] [2864/3585] Forecasting SF...
[2025-12-16T20:31:16.558852] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-16T20:31:16.558882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-16T20:31:16.569862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-16T20:31:16.570115] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-16T20:31:16.570903] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-16T20:31:16.570963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:16.570996] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:16.571023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:16.571080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:16.626776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:16.627411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:16.627489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:16.627521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:16.747978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:16.748100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:16.748137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:16.748166] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:16.751357] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=36.30%)
[2025-12-16T20:31:16.751633] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-16T20:31:16.751753] [INFO ] [sig       ] SF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:16.886986] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SF.txt
[2025-12-16T20:31:16.887099] [INFO ] [sig       ] [2864/3585] Completed SF in 0.3s | 2.95 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-16T20:31:16.887136] [INFO ] [sig       ] [2865/3585] Forecasting SFB...
[2025-12-16T20:31:16.887166] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-16T20:31:16.887196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-16T20:31:16.898244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-16T20:31:16.898529] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-16T20:31:16.899326] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-16T20:31:16.899389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:16.899426] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:16.899455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:16.899510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:16.954346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:16.954933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:16.955009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:16.955042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:17.064001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:17.064126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:17.064164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:17.064192] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:17.067509] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=36.68%)
[2025-12-16T20:31:17.067793] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-16T20:31:17.067912] [INFO ] [sig       ] SFB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:17.204115] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SFB.txt
[2025-12-16T20:31:17.204219] [INFO ] [sig       ] [2865/3585] Completed SFB in 0.3s | 2.95 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-16T20:31:17.204256] [INFO ] [sig       ] [2866/3585] Forecasting SFBS...
[2025-12-16T20:31:17.204286] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-16T20:31:17.204315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-16T20:31:17.214785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-16T20:31:17.215036] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-16T20:31:17.215785] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-16T20:31:17.215835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:17.215866] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:17.215892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:17.215947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:17.271808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:17.272401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:17.272477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:17.272509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:17.391517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:17.391629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:17.391665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:17.391693] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:17.394745] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=21.36%)
[2025-12-16T20:31:17.394999] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-16T20:31:17.395115] [INFO ] [sig       ] SFBS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:17.533083] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SFBS.txt
[2025-12-16T20:31:17.533198] [INFO ] [sig       ] [2866/3585] Completed SFBS in 0.3s | 2.95 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-16T20:31:17.533235] [INFO ] [sig       ] [2867/3585] Forecasting SFIX...
[2025-12-16T20:31:17.533264] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-16T20:31:17.533292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-16T20:31:17.544636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-16T20:31:17.544920] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-16T20:31:17.545710] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-16T20:31:17.545760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:17.545792] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:17.545818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:17.545873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:17.601550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:17.602132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:17.602209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:17.602241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:17.720939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:17.721068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:17.721105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:17.721133] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:17.724349] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-16T20:31:17.724628] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-16T20:31:17.724748] [INFO ] [sig       ] SFIX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:17.859983] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SFIX.txt
[2025-12-16T20:31:17.860095] [INFO ] [sig       ] [2867/3585] Completed SFIX in 0.3s | 2.95 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-16T20:31:17.860136] [INFO ] [sig       ] [2868/3585] Forecasting SFL...
[2025-12-16T20:31:17.860167] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-16T20:31:17.860196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-16T20:31:17.870657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-16T20:31:17.870915] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-16T20:31:17.871694] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-16T20:31:17.871745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:17.871776] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:17.871802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:17.871857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:17.927460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:17.928033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:17.928111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:17.928142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:18.045423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:18.045531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:18.045566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:18.045612] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:18.048699] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: DOWN (p=7.48%)
[2025-12-16T20:31:18.048954] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-16T20:31:18.049070] [INFO ] [sig       ] SFL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:18.185539] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SFL.txt
[2025-12-16T20:31:18.185669] [INFO ] [sig       ] [2868/3585] Completed SFL in 0.3s | 2.95 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-16T20:31:18.185707] [INFO ] [sig       ] [2869/3585] Forecasting SFLO...
[2025-12-16T20:31:18.185736] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-16T20:31:18.185765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-16T20:31:18.196102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-16T20:31:18.196359] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-16T20:31:18.197121] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-16T20:31:18.197178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:18.197209] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:18.197236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:18.197299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:18.253828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:18.254450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:18.254529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:18.254560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:18.376877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:18.376992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:18.377030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:18.377057] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:18.380360] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: DOWN (p=4.96%)
[2025-12-16T20:31:18.380676] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-16T20:31:18.380796] [INFO ] [sig       ] SFLO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:18.517831] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SFLO.txt
[2025-12-16T20:31:18.517940] [INFO ] [sig       ] [2869/3585] Completed SFLO in 0.3s | 2.95 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-16T20:31:18.517977] [INFO ] [sig       ] [2870/3585] Forecasting SFM...
[2025-12-16T20:31:18.518007] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-16T20:31:18.518036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-16T20:31:18.529106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-16T20:31:18.529391] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-16T20:31:18.530146] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-16T20:31:18.530197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:18.530228] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:18.530254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:18.530315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:18.586676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:18.587255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:18.587344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:18.587382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:18.705217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:18.705349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:18.705393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:18.705428] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:18.708703] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: DOWN (p=33.66%)
[2025-12-16T20:31:18.708962] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-16T20:31:18.709079] [INFO ] [sig       ] SFM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:18.849515] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SFM.txt
[2025-12-16T20:31:18.849679] [INFO ] [sig       ] [2870/3585] Completed SFM in 0.3s | 2.95 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-16T20:31:18.849720] [INFO ] [sig       ] [2871/3585] Forecasting SFNC...
[2025-12-16T20:31:18.849749] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-16T20:31:18.849779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-16T20:31:18.860953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-16T20:31:18.861246] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-16T20:31:18.862038] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-16T20:31:18.862089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:18.862119] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:18.862144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:18.862199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:18.919323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:18.920180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:18.920265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:18.920298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:19.046846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:19.046984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:19.047041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:19.047071] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:19.050486] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: UP (p=55.41%)
[2025-12-16T20:31:19.050767] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-16T20:31:19.050886] [INFO ] [sig       ] SFNC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:19.194053] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SFNC.txt
[2025-12-16T20:31:19.194196] [INFO ] [sig       ] [2871/3585] Completed SFNC in 0.3s | 2.95 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-16T20:31:19.194235] [INFO ] [sig       ] [2872/3585] Forecasting SG...
[2025-12-16T20:31:19.194265] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-16T20:31:19.194296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-16T20:31:19.205075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-16T20:31:19.205348] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-16T20:31:19.206119] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-16T20:31:19.206170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:19.206201] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:19.206228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:19.206284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:19.265945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:19.266715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:19.266827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:19.266862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:19.386756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:19.386888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:19.386927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:19.386956] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:19.390289] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=5.68%)
[2025-12-16T20:31:19.390612] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-16T20:31:19.390736] [INFO ] [sig       ] SG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:19.528818] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SG.txt
[2025-12-16T20:31:19.528947] [INFO ] [sig       ] [2872/3585] Completed SG in 0.3s | 2.95 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-16T20:31:19.528986] [INFO ] [sig       ] [2873/3585] Forecasting SGBX...
[2025-12-16T20:31:19.529015] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-16T20:31:19.529045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-16T20:31:19.539538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-16T20:31:19.539838] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-16T20:31:19.540590] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-16T20:31:19.540641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:19.540673] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:19.540699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:19.540754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:19.596649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:19.597300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:19.597376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:19.597408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:19.715107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:19.715246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:19.715284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:19.715312] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:19.718625] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-16T20:31:19.718888] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-16T20:31:19.719006] [INFO ] [sig       ] SGBX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:19.856379] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SGBX.txt
[2025-12-16T20:31:19.856498] [INFO ] [sig       ] [2873/3585] Completed SGBX in 0.3s | 2.95 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-16T20:31:19.856536] [INFO ] [sig       ] [2874/3585] Forecasting SGC...
[2025-12-16T20:31:19.856564] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-16T20:31:19.856614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-16T20:31:19.867998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-16T20:31:19.868297] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-16T20:31:19.869077] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-16T20:31:19.869128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:19.869186] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:19.869216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:19.869274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:19.925374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:19.926007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:19.926084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:19.926116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:20.042774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:20.042919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:20.042956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:20.042984] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:20.046226] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: DOWN (p=36.52%)
[2025-12-16T20:31:20.046484] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-16T20:31:20.046622] [INFO ] [sig       ] SGC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:20.182697] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SGC.txt
[2025-12-16T20:31:20.182850] [INFO ] [sig       ] [2874/3585] Completed SGC in 0.3s | 2.95 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-16T20:31:20.182889] [INFO ] [sig       ] [2875/3585] Forecasting SGHC...
[2025-12-16T20:31:20.182919] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-16T20:31:20.182949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-16T20:31:20.194645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-16T20:31:20.194972] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-16T20:31:20.195733] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-16T20:31:20.195783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:20.195828] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:20.195856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:20.195911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:20.251760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:20.252423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:20.252505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:20.252538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:20.371013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:20.371164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:20.371204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:20.371234] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:20.374630] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=80.98%)
[2025-12-16T20:31:20.374897] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-16T20:31:20.375019] [INFO ] [sig       ] SGHC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:20.516687] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SGHC.txt
[2025-12-16T20:31:20.516866] [INFO ] [sig       ] [2875/3585] Completed SGHC in 0.3s | 2.95 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-16T20:31:20.516905] [INFO ] [sig       ] [2876/3585] Forecasting SGRY...
[2025-12-16T20:31:20.516935] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-16T20:31:20.516965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-16T20:31:20.528011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-16T20:31:20.528284] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-16T20:31:20.529045] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-16T20:31:20.529095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:20.529127] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:20.529184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:20.529259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:20.587334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:20.588222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:20.588304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:20.588335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:20.708664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:20.708817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:20.708855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:20.708884] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:20.712258] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=98.89%)
[2025-12-16T20:31:20.712536] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-16T20:31:20.712680] [INFO ] [sig       ] SGRY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:20.858118] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SGRY.txt
[2025-12-16T20:31:20.858269] [INFO ] [sig       ] [2876/3585] Completed SGRY in 0.3s | 2.95 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-16T20:31:20.858308] [INFO ] [sig       ] [2877/3585] Forecasting SHAK...
[2025-12-16T20:31:20.858337] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-16T20:31:20.858367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-16T20:31:20.869923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-16T20:31:20.870216] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-16T20:31:20.870989] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-16T20:31:20.871040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:20.871072] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:20.871100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:20.871155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:20.927993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:20.928655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:20.928737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:20.928770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:21.049556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:21.049721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:21.049760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:21.049789] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:21.053187] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-12-16T20:31:21.053455] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-16T20:31:21.053598] [INFO ] [sig       ] SHAK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:21.195768] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SHAK.txt
[2025-12-16T20:31:21.195898] [INFO ] [sig       ] [2877/3585] Completed SHAK in 0.3s | 2.95 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-16T20:31:21.195938] [INFO ] [sig       ] [2878/3585] Forecasting SHBI...
[2025-12-16T20:31:21.195969] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-16T20:31:21.195999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-16T20:31:21.207034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-16T20:31:21.207324] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-16T20:31:21.208107] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-16T20:31:21.208159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:21.208193] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:21.208221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:21.208278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:21.265993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:21.266690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:21.266771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:21.266804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:21.385461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:21.385630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:21.385670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:21.385699] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:21.389033] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-16T20:31:21.389341] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-16T20:31:21.389476] [INFO ] [sig       ] SHBI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:21.532312] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SHBI.txt
[2025-12-16T20:31:21.532463] [INFO ] [sig       ] [2878/3585] Completed SHBI in 0.3s | 2.95 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-16T20:31:21.532503] [INFO ] [sig       ] [2879/3585] Forecasting SHC...
[2025-12-16T20:31:21.532538] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-16T20:31:21.532589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-16T20:31:21.544027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-16T20:31:21.544382] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-16T20:31:21.545142] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-16T20:31:21.545194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:21.545252] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:21.545280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:21.545336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:21.603175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:21.603986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:21.604069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:21.604103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:21.722614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:21.722752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:21.722790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:21.722818] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:21.726086] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: DOWN (p=16.08%)
[2025-12-16T20:31:21.726348] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-16T20:31:21.726474] [INFO ] [sig       ] SHC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:21.864538] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SHC.txt
[2025-12-16T20:31:21.864724] [INFO ] [sig       ] [2879/3585] Completed SHC in 0.3s | 2.95 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-16T20:31:21.864770] [INFO ] [sig       ] [2880/3585] Forecasting SHCO...
[2025-12-16T20:31:21.864802] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-16T20:31:21.864832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-16T20:31:21.876304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-16T20:31:21.876645] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-16T20:31:21.877418] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-16T20:31:21.877481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:21.877520] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:21.877553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:21.877640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:21.937332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:21.938053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:21.938135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:21.938169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:22.056870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:22.057019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:22.057057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:22.057086] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:22.060398] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: DOWN (p=38.06%)
[2025-12-16T20:31:22.060693] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-16T20:31:22.060819] [INFO ] [sig       ] SHCO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:22.204290] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SHCO.txt
[2025-12-16T20:31:22.204454] [INFO ] [sig       ] [2880/3585] Completed SHCO in 0.3s | 2.95 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-16T20:31:22.204495] [INFO ] [sig       ] [2881/3585] Forecasting SHEL...
[2025-12-16T20:31:22.204526] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-16T20:31:22.204556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-16T20:31:22.215925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-16T20:31:22.216235] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-16T20:31:22.216994] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-16T20:31:22.217045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:22.217077] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:22.217103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:22.217159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:22.273855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:22.274701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:22.274787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:22.274821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:22.392221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:22.392371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:22.392410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:22.392437] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:22.395791] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: UP (p=82.34%)
[2025-12-16T20:31:22.396060] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-16T20:31:22.396184] [INFO ] [sig       ] SHEL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:22.585008] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SHEL.txt
[2025-12-16T20:31:22.585168] [INFO ] [sig       ] [2881/3585] Completed SHEL in 0.4s | 2.95 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-16T20:31:22.585207] [INFO ] [sig       ] [2882/3585] Forecasting SHEN...
[2025-12-16T20:31:22.585237] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-16T20:31:22.585268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-16T20:31:22.597870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-16T20:31:22.598205] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-16T20:31:22.598978] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-16T20:31:22.599028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:22.599059] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:22.599086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:22.599141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:22.657845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:22.658632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:22.658713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:22.658747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:22.780031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:22.780185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:22.780226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:22.780302] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:22.783795] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-16T20:31:22.784084] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-16T20:31:22.784216] [INFO ] [sig       ] SHEN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:22.925638] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SHEN.txt
[2025-12-16T20:31:22.925781] [INFO ] [sig       ] [2882/3585] Completed SHEN in 0.3s | 2.95 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-16T20:31:22.925821] [INFO ] [sig       ] [2883/3585] Forecasting SHFS...
[2025-12-16T20:31:22.925852] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-16T20:31:22.925882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-16T20:31:22.937684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-16T20:31:22.938073] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-16T20:31:22.938901] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-16T20:31:22.938961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:22.939006] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:22.939037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:22.939095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:22.997255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:22.998121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:22.998207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:22.998241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:23.109763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:23.109915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:23.109956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:23.109985] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:23.113478] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2025-12-16T20:31:23.113787] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-16T20:31:23.113916] [INFO ] [sig       ] SHFS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:23.261238] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SHFS.txt
[2025-12-16T20:31:23.261390] [INFO ] [sig       ] [2883/3585] Completed SHFS in 0.3s | 2.95 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-16T20:31:23.261429] [INFO ] [sig       ] [2884/3585] Forecasting SHG...
[2025-12-16T20:31:23.261459] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-16T20:31:23.261489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-16T20:31:23.273980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-16T20:31:23.274399] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-16T20:31:23.275304] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-16T20:31:23.275359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:23.275392] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:23.275419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:23.275483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:23.333713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:23.334613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:23.334698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:23.334759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:23.459634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:23.459788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:23.459829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:23.459860] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:23.463315] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=98.88%)
[2025-12-16T20:31:23.463613] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-16T20:31:23.463753] [INFO ] [sig       ] SHG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:23.606065] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SHG.txt
[2025-12-16T20:31:23.606192] [INFO ] [sig       ] [2884/3585] Completed SHG in 0.3s | 2.95 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-16T20:31:23.606230] [INFO ] [sig       ] [2885/3585] Forecasting SHIP...
[2025-12-16T20:31:23.606260] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-16T20:31:23.606289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-16T20:31:23.617016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-16T20:31:23.617357] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-16T20:31:23.618205] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-16T20:31:23.618258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:23.618289] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:23.618315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:23.618371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:23.674180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:23.674899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:23.674979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:23.675011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:23.796516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:23.796695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:23.796739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:23.796768] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:23.800104] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: UP (p=95.91%)
[2025-12-16T20:31:23.800375] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-16T20:31:23.800519] [INFO ] [sig       ] SHIP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:23.942374] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SHIP.txt
[2025-12-16T20:31:23.942500] [INFO ] [sig       ] [2885/3585] Completed SHIP in 0.3s | 2.95 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-16T20:31:23.942539] [INFO ] [sig       ] [2886/3585] Forecasting SHLS...
[2025-12-16T20:31:23.942585] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-16T20:31:23.942618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-16T20:31:23.953614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-16T20:31:23.953892] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-16T20:31:23.954680] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-16T20:31:23.954731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:23.954763] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:23.954800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:23.954858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:24.012535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:24.013197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:24.013276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:24.013308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:24.135380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:24.135528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:24.135595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:24.135631] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:24.139024] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: UP (p=67.61%)
[2025-12-16T20:31:24.139327] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-16T20:31:24.139454] [INFO ] [sig       ] SHLS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:24.283146] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SHLS.txt
[2025-12-16T20:31:24.283273] [INFO ] [sig       ] [2886/3585] Completed SHLS in 0.3s | 2.95 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-16T20:31:24.283313] [INFO ] [sig       ] [2887/3585] Forecasting SHO...
[2025-12-16T20:31:24.283345] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-16T20:31:24.283375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-16T20:31:24.295160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-16T20:31:24.295523] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-16T20:31:24.296349] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-16T20:31:24.296401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:24.296433] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:24.296458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:24.296513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:24.354425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:24.355078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:24.355158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:24.355191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:24.477295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:24.477428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:24.477466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:24.477500] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:24.480925] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=65.23%)
[2025-12-16T20:31:24.481193] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-16T20:31:24.481314] [INFO ] [sig       ] SHO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:24.617505] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SHO.txt
[2025-12-16T20:31:24.617668] [INFO ] [sig       ] [2887/3585] Completed SHO in 0.3s | 2.95 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-16T20:31:24.617711] [INFO ] [sig       ] [2888/3585] Forecasting SHOC...
[2025-12-16T20:31:24.617741] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-16T20:31:24.617770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-16T20:31:24.629357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-16T20:31:24.629736] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-16T20:31:24.630515] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-16T20:31:24.630598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:24.630633] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:24.630659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:24.630715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:24.688002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:24.688707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:24.688788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:24.688822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:24.803427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:24.803584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:24.803625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:24.803654] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:24.807016] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: DOWN (p=27.01%)
[2025-12-16T20:31:24.807283] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-16T20:31:24.807410] [INFO ] [sig       ] SHOC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:24.954564] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SHOC.txt
[2025-12-16T20:31:24.954709] [INFO ] [sig       ] [2888/3585] Completed SHOC in 0.3s | 2.95 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-16T20:31:24.954748] [INFO ] [sig       ] [2889/3585] Forecasting SHOO...
[2025-12-16T20:31:24.954777] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-16T20:31:24.954807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-16T20:31:24.966405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-16T20:31:24.966759] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-16T20:31:24.967546] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-16T20:31:24.967629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:24.967663] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:24.967691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:24.967752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:25.025723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:25.026358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:25.026462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:25.026495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:25.149820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:25.149965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:25.150005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:25.150034] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:25.153541] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: UP (p=63.21%)
[2025-12-16T20:31:25.153839] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-16T20:31:25.153966] [INFO ] [sig       ] SHOO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:25.297062] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SHOO.txt
[2025-12-16T20:31:25.297189] [INFO ] [sig       ] [2889/3585] Completed SHOO in 0.3s | 2.95 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-16T20:31:25.297226] [INFO ] [sig       ] [2890/3585] Forecasting SHOP...
[2025-12-16T20:31:25.297257] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-16T20:31:25.297293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-16T20:31:25.308843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-16T20:31:25.309207] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-16T20:31:25.310014] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-16T20:31:25.310067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:25.310112] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:25.310167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:25.310230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:25.368423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:25.369272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:25.369356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:25.369390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:25.503953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:25.504102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:25.504142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:25.504172] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:25.507666] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: UP (p=87.68%)
[2025-12-16T20:31:25.507937] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-16T20:31:25.508064] [INFO ] [sig       ] SHOP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:25.651296] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SHOP.txt
[2025-12-16T20:31:25.651421] [INFO ] [sig       ] [2890/3585] Completed SHOP in 0.4s | 2.95 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-16T20:31:25.651460] [INFO ] [sig       ] [2891/3585] Forecasting SHY...
[2025-12-16T20:31:25.651492] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-16T20:31:25.651525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-16T20:31:25.662041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-16T20:31:25.662309] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-16T20:31:25.663070] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-16T20:31:25.663128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:25.663159] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:25.663185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:25.663240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:25.719257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:25.719922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:25.720000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:25.720032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:25.840438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:25.840619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:25.840659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:25.840688] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:25.844034] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=73.74%)
[2025-12-16T20:31:25.844298] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-16T20:31:25.844416] [INFO ] [sig       ] SHY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:25.984309] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SHY.txt
[2025-12-16T20:31:25.984453] [INFO ] [sig       ] [2891/3585] Completed SHY in 0.3s | 2.95 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-16T20:31:25.984495] [INFO ] [sig       ] [2892/3585] Forecasting SIBN...
[2025-12-16T20:31:25.984527] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-16T20:31:25.984558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-16T20:31:25.995873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-16T20:31:25.996157] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-16T20:31:25.996914] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-16T20:31:25.996966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:25.996998] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:25.997024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:25.997078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:26.055178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:26.056002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:26.056084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:26.056117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:26.174393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:26.174538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:26.174592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:26.174624] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:26.177929] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-12-16T20:31:26.178198] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-16T20:31:26.178323] [INFO ] [sig       ] SIBN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:26.322377] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SIBN.txt
[2025-12-16T20:31:26.322553] [INFO ] [sig       ] [2892/3585] Completed SIBN in 0.3s | 2.95 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-16T20:31:26.322615] [INFO ] [sig       ] [2893/3585] Forecasting SID...
[2025-12-16T20:31:26.322648] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-16T20:31:26.322679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-16T20:31:26.334475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-16T20:31:26.334854] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-16T20:31:26.335635] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-16T20:31:26.335686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:26.335718] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:26.335745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:26.335800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:26.393034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:26.393932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:26.394021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:26.394055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:26.512806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:26.512964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:26.513008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:26.513037] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:26.516429] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=44.15%)
[2025-12-16T20:31:26.516740] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-16T20:31:26.516870] [INFO ] [sig       ] SID: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:26.656547] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SID.txt
[2025-12-16T20:31:26.656716] [INFO ] [sig       ] [2893/3585] Completed SID in 0.3s | 2.95 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-16T20:31:26.656757] [INFO ] [sig       ] [2894/3585] Forecasting SIEB...
[2025-12-16T20:31:26.656794] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-16T20:31:26.656862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-16T20:31:26.668848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-16T20:31:26.669290] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-16T20:31:26.670163] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-16T20:31:26.670218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:26.670250] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:26.670277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:26.670333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:26.731188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:26.732356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:26.732480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:26.732526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:26.854264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:26.854415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:26.854455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:26.854484] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:26.857867] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: UP (p=95.38%)
[2025-12-16T20:31:26.858158] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-16T20:31:26.858286] [INFO ] [sig       ] SIEB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:26.997174] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SIEB.txt
[2025-12-16T20:31:26.997322] [INFO ] [sig       ] [2894/3585] Completed SIEB in 0.3s | 2.95 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-16T20:31:26.997362] [INFO ] [sig       ] [2895/3585] Forecasting SIFY...
[2025-12-16T20:31:26.997393] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-16T20:31:26.997424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-16T20:31:27.008506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-16T20:31:27.008824] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-16T20:31:27.009650] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-16T20:31:27.009702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:27.009733] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:27.009760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:27.009814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:27.066913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:27.067711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:27.067795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:27.067829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:27.184680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:27.184834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:27.184875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:27.184906] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:27.188255] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: DOWN (p=6.50%)
[2025-12-16T20:31:27.188520] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-16T20:31:27.188661] [INFO ] [sig       ] SIFY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:27.325914] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SIFY.txt
[2025-12-16T20:31:27.326068] [INFO ] [sig       ] [2895/3585] Completed SIFY in 0.3s | 2.95 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-16T20:31:27.326106] [INFO ] [sig       ] [2896/3585] Forecasting SIG...
[2025-12-16T20:31:27.326138] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-16T20:31:27.326167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-16T20:31:27.338356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-16T20:31:27.338764] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-16T20:31:27.339633] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-16T20:31:27.339693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:27.339755] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:27.339784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:27.339841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:27.398833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:27.399749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:27.399868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:27.399903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:27.518007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:27.518159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:27.518200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:27.518230] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:27.521626] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=37.95%)
[2025-12-16T20:31:27.521895] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-16T20:31:27.522016] [INFO ] [sig       ] SIG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:27.659393] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SIG.txt
[2025-12-16T20:31:27.659523] [INFO ] [sig       ] [2896/3585] Completed SIG in 0.3s | 2.95 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-16T20:31:27.659567] [INFO ] [sig       ] [2897/3585] Forecasting SIGA...
[2025-12-16T20:31:27.659616] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-16T20:31:27.659647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-16T20:31:27.670651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-16T20:31:27.670920] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-16T20:31:27.671712] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-16T20:31:27.671763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:27.671795] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:27.671822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:27.671879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:27.729684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:27.730336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:27.730417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:27.730451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:27.854109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:27.854260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:27.854300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:27.854328] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:27.857641] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: DOWN (p=43.81%)
[2025-12-16T20:31:27.857906] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-16T20:31:27.858027] [INFO ] [sig       ] SIGA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:27.995177] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SIGA.txt
[2025-12-16T20:31:27.995305] [INFO ] [sig       ] [2897/3585] Completed SIGA in 0.3s | 2.95 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-16T20:31:27.995343] [INFO ] [sig       ] [2898/3585] Forecasting SIGI...
[2025-12-16T20:31:27.995372] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-16T20:31:27.995403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-16T20:31:28.006270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-16T20:31:28.006632] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-16T20:31:28.007386] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-16T20:31:28.007437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:28.007470] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:28.007496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:28.007551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:28.065316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:28.066023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:28.066104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:28.066139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:28.185190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:28.185334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:28.185372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:28.185399] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:28.188678] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=59.55%)
[2025-12-16T20:31:28.188943] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-16T20:31:28.189062] [INFO ] [sig       ] SIGI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:28.330689] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SIGI.txt
[2025-12-16T20:31:28.330832] [INFO ] [sig       ] [2898/3585] Completed SIGI in 0.3s | 2.95 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-16T20:31:28.330879] [INFO ] [sig       ] [2899/3585] Forecasting SII...
[2025-12-16T20:31:28.330911] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-16T20:31:28.330942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-16T20:31:28.342451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-16T20:31:28.342816] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-16T20:31:28.343697] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-16T20:31:28.343770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:28.343804] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:28.343832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:28.343890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:28.402699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:28.403346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:28.403427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:28.403460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:28.518720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:28.518862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:28.518899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:28.518960] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:28.522442] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=30.76%)
[2025-12-16T20:31:28.522739] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-16T20:31:28.522866] [INFO ] [sig       ] SII: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:28.666812] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SII.txt
[2025-12-16T20:31:28.666946] [INFO ] [sig       ] [2899/3585] Completed SII in 0.3s | 2.95 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-16T20:31:28.666986] [INFO ] [sig       ] [2900/3585] Forecasting SIMO...
[2025-12-16T20:31:28.667017] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-16T20:31:28.667047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-16T20:31:28.677828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-16T20:31:28.678097] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-16T20:31:28.678882] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-16T20:31:28.678932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:28.678963] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:28.678989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:28.679045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:28.737470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:28.738130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:28.738209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:28.738243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:28.856828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:28.856977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:28.857018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:28.857047] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:28.860442] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=65.94%)
[2025-12-16T20:31:28.860733] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-16T20:31:28.860858] [INFO ] [sig       ] SIMO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:29.005655] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SIMO.txt
[2025-12-16T20:31:29.005797] [INFO ] [sig       ] [2900/3585] Completed SIMO in 0.3s | 2.95 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-16T20:31:29.005836] [INFO ] [sig       ] [2901/3585] Forecasting SIRI...
[2025-12-16T20:31:29.005866] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-16T20:31:29.005896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-16T20:31:29.018017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-16T20:31:29.018427] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-16T20:31:29.019269] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-16T20:31:29.019322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:29.019353] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:29.019378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:29.019434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:29.079142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:29.080209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:29.080298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:29.080330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:29.201739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:29.201900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:29.201940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:29.201968] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:29.205451] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-12-16T20:31:29.205793] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-16T20:31:29.205926] [INFO ] [sig       ] SIRI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:29.341270] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SIRI.txt
[2025-12-16T20:31:29.341403] [INFO ] [sig       ] [2901/3585] Completed SIRI in 0.3s | 2.95 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-16T20:31:29.341440] [INFO ] [sig       ] [2902/3585] Forecasting SITC...
[2025-12-16T20:31:29.341469] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-16T20:31:29.341499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-16T20:31:29.351998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-16T20:31:29.352314] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-16T20:31:29.353134] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-16T20:31:29.353185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:29.353216] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:29.353242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:29.353297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:29.410521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:29.411262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:29.411345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:29.411378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:29.531634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:29.531783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:29.531821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:29.531849] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:29.535155] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=69.99%)
[2025-12-16T20:31:29.535418] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-16T20:31:29.535544] [INFO ] [sig       ] SITC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:29.671890] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SITC.txt
[2025-12-16T20:31:29.672023] [INFO ] [sig       ] [2902/3585] Completed SITC in 0.3s | 2.95 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-16T20:31:29.672070] [INFO ] [sig       ] [2903/3585] Forecasting SITE...
[2025-12-16T20:31:29.672100] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-16T20:31:29.672130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-16T20:31:29.683499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-16T20:31:29.683923] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-16T20:31:29.684709] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-16T20:31:29.684766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:29.684804] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:29.684837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:29.684902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:29.740328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:29.741028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:29.741106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:29.741138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:29.856055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:29.856207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:29.856246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:29.856275] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:29.859620] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=1.31%)
[2025-12-16T20:31:29.859889] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-16T20:31:29.860018] [INFO ] [sig       ] SITE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:29.997040] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SITE.txt
[2025-12-16T20:31:29.997198] [INFO ] [sig       ] [2903/3585] Completed SITE in 0.3s | 2.95 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-16T20:31:29.997239] [INFO ] [sig       ] [2904/3585] Forecasting SITM...
[2025-12-16T20:31:29.997268] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-16T20:31:29.997297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-16T20:31:30.008411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-16T20:31:30.008784] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-16T20:31:30.009560] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-16T20:31:30.009633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:30.009666] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:30.009692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:30.009747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:30.065174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:30.066009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:30.066094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:30.066126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:30.189116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:30.189294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:30.189336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:30.189364] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:30.192724] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=3.20%)
[2025-12-16T20:31:30.193020] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-16T20:31:30.193144] [INFO ] [sig       ] SITM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:30.330378] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SITM.txt
[2025-12-16T20:31:30.330533] [INFO ] [sig       ] [2904/3585] Completed SITM in 0.3s | 2.95 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-16T20:31:30.330603] [INFO ] [sig       ] [2905/3585] Forecasting SIXG...
[2025-12-16T20:31:30.330641] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-16T20:31:30.330678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-16T20:31:30.341534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-16T20:31:30.341889] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-16T20:31:30.342659] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-16T20:31:30.342710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:30.342740] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:30.342767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:30.342822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:30.397568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:30.398177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:30.398253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:30.398284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:30.513491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:30.513662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:30.513702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:30.513731] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:30.517038] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: UP (p=84.66%)
[2025-12-16T20:31:30.517302] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-16T20:31:30.517424] [INFO ] [sig       ] SIXG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:30.653556] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SIXG.txt
[2025-12-16T20:31:30.653702] [INFO ] [sig       ] [2905/3585] Completed SIXG in 0.3s | 2.95 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-16T20:31:30.653741] [INFO ] [sig       ] [2906/3585] Forecasting SJM...
[2025-12-16T20:31:30.653770] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-16T20:31:30.653799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-16T20:31:30.664898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-16T20:31:30.665182] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-16T20:31:30.665977] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-16T20:31:30.666027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:30.666059] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:30.666086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:30.666142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:30.722280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:30.722998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:30.723107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:30.723140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:30.842229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:30.842383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:30.842438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:30.842467] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:30.845792] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2025-12-16T20:31:30.846062] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-16T20:31:30.846184] [INFO ] [sig       ] SJM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:30.982012] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SJM.txt
[2025-12-16T20:31:30.982163] [INFO ] [sig       ] [2906/3585] Completed SJM in 0.3s | 2.95 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-16T20:31:30.982203] [INFO ] [sig       ] [2907/3585] Forecasting SKE...
[2025-12-16T20:31:30.982233] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-16T20:31:30.982263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-16T20:31:30.993957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-16T20:31:30.994302] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-16T20:31:30.995078] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-16T20:31:30.995130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:30.995162] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:30.995189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:30.995244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:31.050298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:31.051139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:31.051220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:31.051253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:31.171329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:31.171479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:31.171518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:31.171546] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:31.174865] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-16T20:31:31.175142] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-16T20:31:31.175265] [INFO ] [sig       ] SKE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:31.315599] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SKE.txt
[2025-12-16T20:31:31.315760] [INFO ] [sig       ] [2907/3585] Completed SKE in 0.3s | 2.95 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-16T20:31:31.315802] [INFO ] [sig       ] [2908/3585] Forecasting SKIL...
[2025-12-16T20:31:31.315832] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-16T20:31:31.315862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-16T20:31:31.327319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-16T20:31:31.327749] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-16T20:31:31.328509] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-16T20:31:31.328561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:31.328612] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:31.328640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:31.328695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:31.384282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:31.385064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:31.385145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:31.385178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:31.503151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:31.503307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:31.503346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:31.503374] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:31.506904] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=15.61%)
[2025-12-16T20:31:31.507214] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-16T20:31:31.507346] [INFO ] [sig       ] SKIL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:31.644502] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SKIL.txt
[2025-12-16T20:31:31.644679] [INFO ] [sig       ] [2908/3585] Completed SKIL in 0.3s | 2.95 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-16T20:31:31.644723] [INFO ] [sig       ] [2909/3585] Forecasting SKIN...
[2025-12-16T20:31:31.644751] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-16T20:31:31.644780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-16T20:31:31.657236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-16T20:31:31.657669] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-16T20:31:31.658485] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-16T20:31:31.658538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:31.658596] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:31.658634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:31.658704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:31.715391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:31.716243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:31.716325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:31.716357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:31.841317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:31.841460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:31.841499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:31.841527] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:31.844879] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: UP (p=82.63%)
[2025-12-16T20:31:31.845145] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-16T20:31:31.845265] [INFO ] [sig       ] SKIN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:31.983838] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SKIN.txt
[2025-12-16T20:31:31.984023] [INFO ] [sig       ] [2909/3585] Completed SKIN in 0.3s | 2.95 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-16T20:31:31.984064] [INFO ] [sig       ] [2910/3585] Forecasting SKLZ...
[2025-12-16T20:31:31.984093] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-16T20:31:31.984123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-16T20:31:31.995565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-16T20:31:31.995975] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-16T20:31:31.996767] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-16T20:31:31.996821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:31.996867] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:31.996896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:31.996953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:32.054158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:32.054992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:32.055074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:32.055108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:32.177628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:32.177783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:32.177823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:32.177852] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:32.181197] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-12-16T20:31:32.181465] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-16T20:31:32.181607] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:32.319086] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SKLZ.txt
[2025-12-16T20:31:32.319241] [INFO ] [sig       ] [2910/3585] Completed SKLZ in 0.3s | 2.95 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-16T20:31:32.319282] [INFO ] [sig       ] [2911/3585] Forecasting SKM...
[2025-12-16T20:31:32.319311] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-16T20:31:32.319341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-16T20:31:32.330813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-16T20:31:32.331123] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-16T20:31:32.331918] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-16T20:31:32.331972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:32.332005] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:32.332034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:32.332091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:32.388083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:32.388704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:32.388780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:32.388812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:32.507369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:32.507513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:32.507551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:32.507597] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:32.510946] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=65.92%)
[2025-12-16T20:31:32.511216] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-16T20:31:32.511340] [INFO ] [sig       ] SKM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:32.650276] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SKM.txt
[2025-12-16T20:31:32.650423] [INFO ] [sig       ] [2911/3585] Completed SKM in 0.3s | 2.95 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-16T20:31:32.650462] [INFO ] [sig       ] [2912/3585] Forecasting SKRE...
[2025-12-16T20:31:32.650492] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-16T20:31:32.650522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-16T20:31:32.662356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-16T20:31:32.662745] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-16T20:31:32.663514] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-16T20:31:32.663566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:32.663625] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:32.663655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:32.663717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:32.720600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:32.721378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:32.721457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:32.721490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:32.836348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:32.836494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:32.836532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:32.836560] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:32.839947] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2025-12-16T20:31:32.840219] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-16T20:31:32.840351] [INFO ] [sig       ] SKRE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:32.976281] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SKRE.txt
[2025-12-16T20:31:32.976406] [INFO ] [sig       ] [2912/3585] Completed SKRE in 0.3s | 2.95 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-16T20:31:32.976445] [INFO ] [sig       ] [2913/3585] Forecasting SKWD...
[2025-12-16T20:31:32.976476] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-16T20:31:32.976505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-16T20:31:32.987435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-16T20:31:32.987768] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-16T20:31:32.988538] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-16T20:31:32.988621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:32.988683] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:32.988713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:32.988771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:33.045591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:33.046433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:33.046516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:33.046547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:33.164082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:33.164231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:33.164269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:33.164297] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:33.167589] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-16T20:31:33.167889] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-16T20:31:33.168006] [INFO ] [sig       ] SKWD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:33.305143] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SKWD.txt
[2025-12-16T20:31:33.305276] [INFO ] [sig       ] [2913/3585] Completed SKWD in 0.3s | 2.95 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-16T20:31:33.305321] [INFO ] [sig       ] [2914/3585] Forecasting SKY...
[2025-12-16T20:31:33.305352] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-16T20:31:33.305381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-16T20:31:33.316381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-16T20:31:33.316716] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-16T20:31:33.317483] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-16T20:31:33.317535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:33.317566] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:33.317614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:33.317678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:33.374836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:33.375525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:33.375625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:33.375667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:33.500123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:33.500274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:33.500315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:33.500345] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:33.503844] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=63.12%)
[2025-12-16T20:31:33.504118] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-16T20:31:33.504242] [INFO ] [sig       ] SKY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:33.649708] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SKY.txt
[2025-12-16T20:31:33.649847] [INFO ] [sig       ] [2914/3585] Completed SKY in 0.3s | 2.95 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-16T20:31:33.649887] [INFO ] [sig       ] [2915/3585] Forecasting SKYE...
[2025-12-16T20:31:33.649916] [INFO ] [sig       ] Generating forecast for: SKYE
[2025-12-16T20:31:33.649946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYE' from 'https://tdm.silogroup.org/data/derivative_storage/SKYE.csv'.
[2025-12-16T20:31:33.661131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYE'.
[2025-12-16T20:31:33.661457] [INFO ] [FORECASTER] Starting predict_future for SKYE
[2025-12-16T20:31:33.662279] [DEBUG] [LOCAL     ] No optimal features file found for SKYE: ./output/feature-sets/SKYE.txt
[2025-12-16T20:31:33.662330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:33.662362] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:33.662388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:33.662442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:33.718075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:33.718771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:33.718861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:33.718893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:33.836910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:33.837059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:33.837099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:33.837127] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:33.840479] [DEBUG] [FORECASTER] SKYE: Forecast T+1@11:T+2@11: UP (p=84.24%)
[2025-12-16T20:31:33.840785] [INFO ] [FORECASTER] Completed predict_future for SKYE
[2025-12-16T20:31:33.840931] [INFO ] [sig       ] SKYE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:33.979005] [INFO ] [LOCAL     ] Saved forecast: SKYE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SKYE.txt
[2025-12-16T20:31:33.979135] [INFO ] [sig       ] [2915/3585] Completed SKYE in 0.3s | 2.95 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-16T20:31:33.979200] [INFO ] [sig       ] [2916/3585] Forecasting SKYH...
[2025-12-16T20:31:33.979230] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-16T20:31:33.979260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-16T20:31:33.990603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-16T20:31:33.990912] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-16T20:31:33.991695] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-16T20:31:33.991747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:33.991778] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:33.991804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:33.991861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:34.049875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:34.050567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:34.050667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:34.050700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:34.171375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:34.171524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:34.171564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:34.171641] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:34.175105] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=60.47%)
[2025-12-16T20:31:34.175398] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-16T20:31:34.175530] [INFO ] [sig       ] SKYH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:34.331509] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SKYH.txt
[2025-12-16T20:31:34.331662] [INFO ] [sig       ] [2916/3585] Completed SKYH in 0.4s | 2.95 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-16T20:31:34.331704] [INFO ] [sig       ] [2917/3585] Forecasting SKYX...
[2025-12-16T20:31:34.331734] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-16T20:31:34.331764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-16T20:31:34.343299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-16T20:31:34.343600] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-16T20:31:34.344345] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-16T20:31:34.344396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:34.344428] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:34.344454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:34.344510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:34.401896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:34.402624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:34.402703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:34.402735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:34.517535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:34.517698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:34.517741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:34.517785] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:34.521098] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: DOWN (p=13.25%)
[2025-12-16T20:31:34.521362] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-16T20:31:34.521487] [INFO ] [sig       ] SKYX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:34.659489] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SKYX.txt
[2025-12-16T20:31:34.659642] [INFO ] [sig       ] [2917/3585] Completed SKYX in 0.3s | 2.95 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-16T20:31:34.659682] [INFO ] [sig       ] [2918/3585] Forecasting SKYY...
[2025-12-16T20:31:34.659711] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-16T20:31:34.659740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-16T20:31:34.671885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-16T20:31:34.672305] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-16T20:31:34.673169] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-16T20:31:34.673228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:34.673260] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:34.673286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:34.673343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:34.737121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:34.738214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:34.738325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:34.738379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:34.868988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:34.869184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:34.869226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:34.869256] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:34.872741] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: UP (p=96.32%)
[2025-12-16T20:31:34.873030] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-16T20:31:34.873163] [INFO ] [sig       ] SKYY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:35.014183] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SKYY.txt
[2025-12-16T20:31:35.014338] [INFO ] [sig       ] [2918/3585] Completed SKYY in 0.4s | 2.95 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-16T20:31:35.014377] [INFO ] [sig       ] [2919/3585] Forecasting SLAB...
[2025-12-16T20:31:35.014408] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-16T20:31:35.014439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-16T20:31:35.026600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-16T20:31:35.026972] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-16T20:31:35.027759] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-16T20:31:35.027810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:35.027842] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:35.027868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:35.027924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:35.083498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:35.084140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:35.084237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:35.084270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:35.206057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:35.206212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:35.206252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:35.206280] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:35.209731] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: UP (p=64.58%)
[2025-12-16T20:31:35.210017] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-16T20:31:35.210144] [INFO ] [sig       ] SLAB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:35.347851] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SLAB.txt
[2025-12-16T20:31:35.347993] [INFO ] [sig       ] [2919/3585] Completed SLAB in 0.3s | 2.95 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-16T20:31:35.348032] [INFO ] [sig       ] [2920/3585] Forecasting SLB...
[2025-12-16T20:31:35.348063] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-16T20:31:35.348093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-16T20:31:35.360403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-16T20:31:35.360843] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-16T20:31:35.361661] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-16T20:31:35.361715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:35.361751] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:35.361777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:35.361834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:35.419313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:35.420246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:35.420335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:35.420369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:35.539606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:35.539770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:35.539810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:35.539840] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:35.543380] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=91.82%)
[2025-12-16T20:31:35.543767] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-16T20:31:35.543918] [INFO ] [sig       ] SLB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:35.687040] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SLB.txt
[2025-12-16T20:31:35.687196] [INFO ] [sig       ] [2920/3585] Completed SLB in 0.3s | 2.95 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-16T20:31:35.687238] [INFO ] [sig       ] [2921/3585] Forecasting SLDB...
[2025-12-16T20:31:35.687268] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-16T20:31:35.687301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-16T20:31:35.699291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-16T20:31:35.699678] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-16T20:31:35.700528] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-16T20:31:35.700607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:35.700657] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:35.700703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:35.700776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:35.757339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:35.758126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:35.758222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:35.758255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:35.876779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:35.876935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:35.876973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:35.877002] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:35.880392] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: UP (p=88.23%)
[2025-12-16T20:31:35.880684] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-16T20:31:35.880810] [INFO ] [sig       ] SLDB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:36.016888] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SLDB.txt
[2025-12-16T20:31:36.017018] [INFO ] [sig       ] [2921/3585] Completed SLDB in 0.3s | 2.95 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-16T20:31:36.017056] [INFO ] [sig       ] [2922/3585] Forecasting SLDP...
[2025-12-16T20:31:36.017085] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-16T20:31:36.017115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-16T20:31:36.029338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-16T20:31:36.029672] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-16T20:31:36.030442] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-16T20:31:36.030493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:36.030523] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:36.030549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:36.030628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:36.091720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:36.092435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:36.092520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:36.092553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:36.213430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:36.213589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:36.213632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:36.213662] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:36.217047] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-12-16T20:31:36.217314] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-16T20:31:36.217437] [INFO ] [sig       ] SLDP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:36.364125] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SLDP.txt
[2025-12-16T20:31:36.364299] [INFO ] [sig       ] [2922/3585] Completed SLDP in 0.3s | 2.95 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-16T20:31:36.364357] [INFO ] [sig       ] [2923/3585] Forecasting SLF...
[2025-12-16T20:31:36.364400] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-16T20:31:36.364433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-16T20:31:36.375970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-16T20:31:36.376362] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-16T20:31:36.377204] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-16T20:31:36.377258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:36.377289] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:36.377317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:36.377371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:36.434601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:36.435439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:36.435561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:36.435623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:36.557805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:36.557957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:36.557997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:36.558026] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:36.561390] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=98.94%)
[2025-12-16T20:31:36.561685] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-16T20:31:36.561820] [INFO ] [sig       ] SLF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:36.700132] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SLF.txt
[2025-12-16T20:31:36.700277] [INFO ] [sig       ] [2923/3585] Completed SLF in 0.3s | 2.95 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-16T20:31:36.700317] [INFO ] [sig       ] [2924/3585] Forecasting SLG...
[2025-12-16T20:31:36.700348] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-16T20:31:36.700377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-16T20:31:36.713159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-16T20:31:36.713595] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-16T20:31:36.714624] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-16T20:31:36.714687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:36.714733] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:36.714774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:36.714856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:36.775624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:36.776407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:36.776491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:36.776525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:36.896534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:36.896697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:36.896736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:36.896765] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:36.900091] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-16T20:31:36.900353] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-16T20:31:36.900474] [INFO ] [sig       ] SLG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:37.042067] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SLG.txt
[2025-12-16T20:31:37.042242] [INFO ] [sig       ] [2924/3585] Completed SLG in 0.3s | 2.95 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-16T20:31:37.042300] [INFO ] [sig       ] [2925/3585] Forecasting SLGN...
[2025-12-16T20:31:37.042345] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-16T20:31:37.042398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-16T20:31:37.057347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-16T20:31:37.057766] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-16T20:31:37.058877] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-16T20:31:37.058944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:37.058995] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:37.059043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:37.059137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:37.123508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:37.124391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:37.124502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:37.124539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:37.240371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:37.240519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:37.240559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:37.240605] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:37.243904] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-16T20:31:37.244164] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-16T20:31:37.244286] [INFO ] [sig       ] SLGN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:37.385848] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SLGN.txt
[2025-12-16T20:31:37.386008] [INFO ] [sig       ] [2925/3585] Completed SLGN in 0.3s | 2.95 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-16T20:31:37.386049] [INFO ] [sig       ] [2926/3585] Forecasting SLM...
[2025-12-16T20:31:37.386079] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-16T20:31:37.386110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-16T20:31:37.396952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-16T20:31:37.397280] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-16T20:31:37.398064] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-16T20:31:37.398115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:37.398145] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:37.398172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:37.398226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:37.453550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:37.454464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:37.454552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:37.454606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:37.588221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:37.588418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:37.588483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:37.588534] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:37.594076] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-12-16T20:31:37.594628] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-16T20:31:37.594864] [INFO ] [sig       ] SLM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:37.802425] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SLM.txt
[2025-12-16T20:31:37.802725] [INFO ] [sig       ] [2926/3585] Completed SLM in 0.4s | 2.95 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-16T20:31:37.802794] [INFO ] [sig       ] [2927/3585] Forecasting SLN...
[2025-12-16T20:31:37.802848] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-16T20:31:37.802900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-16T20:31:37.820959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-16T20:31:37.821435] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-16T20:31:37.822480] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-16T20:31:37.822542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:37.822617] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:37.822653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:37.822724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:37.901487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:37.902594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:37.902708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:37.902745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:38.085403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:38.085605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:38.085655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:38.085688] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:38.090144] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-16T20:31:38.090631] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-16T20:31:38.090825] [INFO ] [sig       ] SLN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:38.315738] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SLN.txt
[2025-12-16T20:31:38.315974] [INFO ] [sig       ] [2927/3585] Completed SLN in 0.5s | 2.95 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-16T20:31:38.316035] [INFO ] [sig       ] [2928/3585] Forecasting SLNO...
[2025-12-16T20:31:38.316085] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-16T20:31:38.316137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-16T20:31:38.334808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-16T20:31:38.339589] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-16T20:31:38.341190] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-16T20:31:38.341289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:38.341334] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:38.341372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:38.341452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:38.413971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:38.415040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:38.415192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:38.415233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:38.589035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:38.589251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:38.589316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:38.589366] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:38.594901] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: DOWN (p=35.17%)
[2025-12-16T20:31:38.595395] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-16T20:31:38.595603] [INFO ] [sig       ] SLNO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:38.767873] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SLNO.txt
[2025-12-16T20:31:38.768045] [INFO ] [sig       ] [2928/3585] Completed SLNO in 0.5s | 2.95 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-16T20:31:38.768102] [INFO ] [sig       ] [2929/3585] Forecasting SLP...
[2025-12-16T20:31:38.768137] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-16T20:31:38.768168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-16T20:31:38.780596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-16T20:31:38.780959] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-16T20:31:38.781753] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-16T20:31:38.781805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:38.781843] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:38.781880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:38.781943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:38.839335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:38.840083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:38.840182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:38.840217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:38.958436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:38.958604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:38.958648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:38.958678] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:38.962322] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=24.54%)
[2025-12-16T20:31:38.962693] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-16T20:31:38.962846] [INFO ] [sig       ] SLP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:39.100747] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SLP.txt
[2025-12-16T20:31:39.100917] [INFO ] [sig       ] [2929/3585] Completed SLP in 0.3s | 2.95 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-16T20:31:39.100986] [INFO ] [sig       ] [2930/3585] Forecasting SLQD...
[2025-12-16T20:31:39.101023] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-16T20:31:39.101054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-16T20:31:39.113019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-16T20:31:39.113360] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-16T20:31:39.114225] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-16T20:31:39.114278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:39.114337] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:39.114369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:39.114443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:39.174229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:39.175115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:39.175203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:39.175236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:39.291971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:39.292122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:39.292161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:39.292189] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:39.295841] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=77.35%)
[2025-12-16T20:31:39.296202] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-16T20:31:39.296346] [INFO ] [sig       ] SLQD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:39.435006] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SLQD.txt
[2025-12-16T20:31:39.435144] [INFO ] [sig       ] [2930/3585] Completed SLQD in 0.3s | 2.95 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-16T20:31:39.435184] [INFO ] [sig       ] [2931/3585] Forecasting SLRC...
[2025-12-16T20:31:39.435215] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-16T20:31:39.435244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-16T20:31:39.446618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-16T20:31:39.446887] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-16T20:31:39.447685] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-16T20:31:39.447738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:39.447773] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:39.447821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:39.447899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:39.506275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:39.507048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:39.507129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:39.507163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:39.625195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:39.625345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:39.625385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:39.625415] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:39.628802] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=41.03%)
[2025-12-16T20:31:39.629077] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-16T20:31:39.629222] [INFO ] [sig       ] SLRC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:39.772064] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SLRC.txt
[2025-12-16T20:31:39.772254] [INFO ] [sig       ] [2931/3585] Completed SLRC in 0.3s | 2.95 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-16T20:31:39.772308] [INFO ] [sig       ] [2932/3585] Forecasting SLS...
[2025-12-16T20:31:39.772351] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-16T20:31:39.772393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-16T20:31:39.785000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-16T20:31:39.785341] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-16T20:31:39.786143] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-16T20:31:39.786195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:39.786229] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:39.786258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:39.786326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:39.844555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:39.845263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:39.845345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:39.845378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:39.963829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:39.963979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:39.964018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:39.964048] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:39.967477] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-12-16T20:31:39.967795] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-16T20:31:39.967937] [INFO ] [sig       ] SLS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:40.119180] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SLS.txt
[2025-12-16T20:31:40.119338] [INFO ] [sig       ] [2932/3585] Completed SLS in 0.3s | 2.95 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-16T20:31:40.119376] [INFO ] [sig       ] [2933/3585] Forecasting SLVM...
[2025-12-16T20:31:40.119405] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-16T20:31:40.119437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-16T20:31:40.131280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-16T20:31:40.131688] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-16T20:31:40.132483] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-16T20:31:40.132536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:40.132569] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:40.132617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:40.132673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:40.190447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:40.191334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:40.191420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:40.191453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:40.316465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:40.316636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:40.316676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:40.316739] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:40.320096] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=92.03%)
[2025-12-16T20:31:40.320369] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-16T20:31:40.320493] [INFO ] [sig       ] SLVM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:40.456414] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SLVM.txt
[2025-12-16T20:31:40.456546] [INFO ] [sig       ] [2933/3585] Completed SLVM in 0.3s | 2.95 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-16T20:31:40.456607] [INFO ] [sig       ] [2934/3585] Forecasting SLVO...
[2025-12-16T20:31:40.456641] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-16T20:31:40.456672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-16T20:31:40.468055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-16T20:31:40.468371] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-16T20:31:40.469176] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-16T20:31:40.469239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:40.469271] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:40.469298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:40.469354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:40.524250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:40.525006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:40.525085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:40.525117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:40.644490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:40.644660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:40.644699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:40.644727] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:40.648051] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: DOWN (p=48.38%)
[2025-12-16T20:31:40.648326] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-16T20:31:40.648453] [INFO ] [sig       ] SLVO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:40.786823] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SLVO.txt
[2025-12-16T20:31:40.786977] [INFO ] [sig       ] [2934/3585] Completed SLVO in 0.3s | 2.95 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-16T20:31:40.787016] [INFO ] [sig       ] [2935/3585] Forecasting SLXN...
[2025-12-16T20:31:40.787045] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-16T20:31:40.787075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-16T20:31:40.798767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-16T20:31:40.799187] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-16T20:31:40.800018] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-16T20:31:40.800069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:40.800100] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:40.800126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:40.800182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:40.857627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:40.858516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:40.858629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:40.858666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:40.977445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:40.977625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:40.977669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:40.977699] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:40.981657] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: UP (p=82.10%)
[2025-12-16T20:31:40.981934] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-16T20:31:40.982060] [INFO ] [sig       ] SLXN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:41.123027] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SLXN.txt
[2025-12-16T20:31:41.123182] [INFO ] [sig       ] [2935/3585] Completed SLXN in 0.3s | 2.95 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-16T20:31:41.123221] [INFO ] [sig       ] [2936/3585] Forecasting SM...
[2025-12-16T20:31:41.123249] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-16T20:31:41.123280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-16T20:31:41.134542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-16T20:31:41.134928] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-16T20:31:41.135696] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-16T20:31:41.135748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:41.135779] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:41.135806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:41.135860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:41.195416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:41.196257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:41.196340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:41.196372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:41.316134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:41.316286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:41.316324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:41.316353] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:41.319752] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: DOWN (p=7.75%)
[2025-12-16T20:31:41.320033] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-16T20:31:41.320161] [INFO ] [sig       ] SM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:41.456272] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SM.txt
[2025-12-16T20:31:41.456405] [INFO ] [sig       ] [2936/3585] Completed SM in 0.3s | 2.95 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-16T20:31:41.456444] [INFO ] [sig       ] [2937/3585] Forecasting SMBC...
[2025-12-16T20:31:41.456475] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-16T20:31:41.456504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-16T20:31:41.468358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-16T20:31:41.468710] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-16T20:31:41.469503] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-16T20:31:41.469554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:41.469607] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:41.469636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:41.469692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:41.525235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:41.525891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:41.525968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:41.526001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:41.647197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:41.647340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:41.647378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:41.647407] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:41.650820] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: DOWN (p=5.61%)
[2025-12-16T20:31:41.651096] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-16T20:31:41.651216] [INFO ] [sig       ] SMBC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:41.788536] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SMBC.txt
[2025-12-16T20:31:41.788690] [INFO ] [sig       ] [2937/3585] Completed SMBC in 0.3s | 2.95 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-16T20:31:41.788738] [INFO ] [sig       ] [2938/3585] Forecasting SMBK...
[2025-12-16T20:31:41.788770] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-16T20:31:41.788800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-16T20:31:41.801088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-16T20:31:41.801367] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-16T20:31:41.802330] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-16T20:31:41.802383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:41.802414] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:41.802441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:41.802496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:41.859320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:41.859995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:41.860072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:41.860105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:41.977696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:41.977834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:41.977873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:41.977905] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:41.981289] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=94.16%)
[2025-12-16T20:31:41.981560] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-16T20:31:41.981700] [INFO ] [sig       ] SMBK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:42.117871] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SMBK.txt
[2025-12-16T20:31:42.118004] [INFO ] [sig       ] [2938/3585] Completed SMBK in 0.3s | 2.95 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-16T20:31:42.118043] [INFO ] [sig       ] [2939/3585] Forecasting SMCI...
[2025-12-16T20:31:42.118072] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-16T20:31:42.118103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-16T20:31:42.129520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-16T20:31:42.129832] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-16T20:31:42.130611] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-16T20:31:42.130664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:42.130697] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:42.130724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:42.130780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:42.187196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:42.187857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:42.187938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:42.187972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:42.313330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:42.313479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:42.313518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:42.313546] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:42.316858] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: UP (p=89.03%)
[2025-12-16T20:31:42.317138] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-16T20:31:42.317262] [INFO ] [sig       ] SMCI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:42.457425] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SMCI.txt
[2025-12-16T20:31:42.457561] [INFO ] [sig       ] [2939/3585] Completed SMCI in 0.3s | 2.95 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-16T20:31:42.457620] [INFO ] [sig       ] [2940/3585] Forecasting SMCX...
[2025-12-16T20:31:42.457653] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-16T20:31:42.457684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-16T20:31:42.469514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-16T20:31:42.469853] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-16T20:31:42.470644] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-16T20:31:42.470696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:42.470729] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:42.470757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:42.470814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:42.527554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:42.528300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:42.528411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:42.528446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:42.656977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:42.657129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:42.657169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:42.657197] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:42.660665] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: UP (p=65.39%)
[2025-12-16T20:31:42.660958] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-16T20:31:42.661093] [INFO ] [sig       ] SMCX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:42.797508] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SMCX.txt
[2025-12-16T20:31:42.797644] [INFO ] [sig       ] [2940/3585] Completed SMCX in 0.3s | 2.95 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-16T20:31:42.797685] [INFO ] [sig       ] [2941/3585] Forecasting SMFG...
[2025-12-16T20:31:42.797718] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-16T20:31:42.797749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-16T20:31:42.808972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-16T20:31:42.809349] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-16T20:31:42.810177] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-16T20:31:42.810229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:42.810261] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:42.810287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:42.810343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:42.866386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:42.867231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:42.867312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:42.867344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:42.987224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:42.987341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:42.987393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:42.987422] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:42.990636] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: UP (p=75.34%)
[2025-12-16T20:31:42.990897] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-16T20:31:42.991017] [INFO ] [sig       ] SMFG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:43.126426] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SMFG.txt
[2025-12-16T20:31:43.126542] [INFO ] [sig       ] [2941/3585] Completed SMFG in 0.3s | 2.95 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-16T20:31:43.126597] [INFO ] [sig       ] [2942/3585] Forecasting SMH...
[2025-12-16T20:31:43.126629] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-16T20:31:43.126660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-16T20:31:43.137671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-16T20:31:43.137946] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-16T20:31:43.138718] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-16T20:31:43.138770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:43.138801] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:43.138828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:43.138883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:43.194924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:43.195501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:43.195595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:43.195629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:43.316926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:43.317076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:43.317114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:43.317143] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:43.320501] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=93.85%)
[2025-12-16T20:31:43.320782] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-16T20:31:43.320902] [INFO ] [sig       ] SMH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:43.457473] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SMH.txt
[2025-12-16T20:31:43.457605] [INFO ] [sig       ] [2942/3585] Completed SMH in 0.3s | 2.95 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-16T20:31:43.457646] [INFO ] [sig       ] [2943/3585] Forecasting SMHI...
[2025-12-16T20:31:43.457675] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-16T20:31:43.457705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-16T20:31:43.468324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-16T20:31:43.468615] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-16T20:31:43.469398] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-16T20:31:43.469449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:43.469481] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:43.469507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:43.469562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:43.526336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:43.526975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:43.527053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:43.527085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:43.641112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:43.641248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:43.641285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:43.641313] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:43.644625] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=16.02%)
[2025-12-16T20:31:43.644910] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-16T20:31:43.645054] [INFO ] [sig       ] SMHI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:43.784078] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SMHI.txt
[2025-12-16T20:31:43.784261] [INFO ] [sig       ] [2943/3585] Completed SMHI in 0.3s | 2.95 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-16T20:31:43.784303] [INFO ] [sig       ] [2944/3585] Forecasting SMHX...
[2025-12-16T20:31:43.784335] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-16T20:31:43.784365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-16T20:31:43.795812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-16T20:31:43.796086] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-16T20:31:43.796847] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-16T20:31:43.796899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:43.796932] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:43.796959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:43.797020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:43.853076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:43.853701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:43.853777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:43.853810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:43.970168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:43.970287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:43.970325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:43.970353] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:43.973784] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: UP (p=86.49%)
[2025-12-16T20:31:43.974080] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-16T20:31:43.974209] [INFO ] [sig       ] SMHX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:44.112845] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SMHX.txt
[2025-12-16T20:31:44.112971] [INFO ] [sig       ] [2944/3585] Completed SMHX in 0.3s | 2.95 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-16T20:31:44.113010] [INFO ] [sig       ] [2945/3585] Forecasting SMID...
[2025-12-16T20:31:44.113048] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-16T20:31:44.113078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-16T20:31:44.123794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-16T20:31:44.124098] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-16T20:31:44.124877] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-16T20:31:44.124948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:44.124998] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:44.125033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:44.125096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:44.181472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:44.182091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:44.182169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:44.182201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:44.286598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:44.286736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:44.286773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:44.286802] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:44.290136] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2025-12-16T20:31:44.290400] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-16T20:31:44.290519] [INFO ] [sig       ] SMID: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:44.427533] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SMID.txt
[2025-12-16T20:31:44.427666] [INFO ] [sig       ] [2945/3585] Completed SMID in 0.3s | 2.95 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-16T20:31:44.427705] [INFO ] [sig       ] [2946/3585] Forecasting SMPL...
[2025-12-16T20:31:44.427735] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-16T20:31:44.427765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-16T20:31:44.439684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-16T20:31:44.439980] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-16T20:31:44.440770] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-16T20:31:44.440821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:44.440854] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:44.440883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:44.440951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:44.497631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:44.498240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:44.498316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:44.498347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:44.618437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:44.618586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:44.618625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:44.618654] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:44.622056] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=78.13%)
[2025-12-16T20:31:44.622326] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-16T20:31:44.622449] [INFO ] [sig       ] SMPL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:44.760932] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SMPL.txt
[2025-12-16T20:31:44.761102] [INFO ] [sig       ] [2946/3585] Completed SMPL in 0.3s | 2.95 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-16T20:31:44.761141] [INFO ] [sig       ] [2947/3585] Forecasting SMTC...
[2025-12-16T20:31:44.761171] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-16T20:31:44.761200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-16T20:31:44.772222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-16T20:31:44.772616] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-16T20:31:44.773386] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-16T20:31:44.773437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:44.773501] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:44.773529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:44.773601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:44.830185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:44.831011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:44.831092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:44.831126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:44.946488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:44.946640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:44.946679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:44.946707] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:44.949949] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: UP (p=81.60%)
[2025-12-16T20:31:44.950212] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-16T20:31:44.950333] [INFO ] [sig       ] SMTC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:45.088543] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SMTC.txt
[2025-12-16T20:31:45.088679] [INFO ] [sig       ] [2947/3585] Completed SMTC in 0.3s | 2.95 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-16T20:31:45.088718] [INFO ] [sig       ] [2948/3585] Forecasting SMTI...
[2025-12-16T20:31:45.088757] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-16T20:31:45.088795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-16T20:31:45.099719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-16T20:31:45.100050] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-16T20:31:45.100814] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-16T20:31:45.100865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:45.100898] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:45.100930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:45.100998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:45.157125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:45.157734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:45.157812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:45.157844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:45.272510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:45.272649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:45.272686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:45.272715] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:45.276002] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: UP (p=80.62%)
[2025-12-16T20:31:45.276263] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-16T20:31:45.276380] [INFO ] [sig       ] SMTI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:45.413938] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SMTI.txt
[2025-12-16T20:31:45.414060] [INFO ] [sig       ] [2948/3585] Completed SMTI in 0.3s | 2.95 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-16T20:31:45.414106] [INFO ] [sig       ] [2949/3585] Forecasting SMWB...
[2025-12-16T20:31:45.414137] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-16T20:31:45.414166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-16T20:31:45.425241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-16T20:31:45.425526] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-16T20:31:45.426296] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-16T20:31:45.426348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:45.426380] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:45.426406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:45.426461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:45.481840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:45.482425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:45.482506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:45.482537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:45.604161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:45.604281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:45.604319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:45.604347] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:45.607542] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=37.18%)
[2025-12-16T20:31:45.607822] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-16T20:31:45.607949] [INFO ] [sig       ] SMWB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:45.745602] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SMWB.txt
[2025-12-16T20:31:45.745725] [INFO ] [sig       ] [2949/3585] Completed SMWB in 0.3s | 2.95 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-16T20:31:45.745771] [INFO ] [sig       ] [2950/3585] Forecasting SMX...
[2025-12-16T20:31:45.745809] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-16T20:31:45.745840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-16T20:31:45.756544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-16T20:31:45.756833] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-16T20:31:45.757584] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-16T20:31:45.757637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:45.757670] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:45.757697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:45.757756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:45.814959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:45.815894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:45.815995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:45.816035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:45.916626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:45.916773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:45.916812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:45.916872] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:45.920313] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: UP (p=81.50%)
[2025-12-16T20:31:45.920604] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-16T20:31:45.920758] [INFO ] [sig       ] SMX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:46.061270] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SMX.txt
[2025-12-16T20:31:46.061407] [INFO ] [sig       ] [2950/3585] Completed SMX in 0.3s | 2.95 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-16T20:31:46.061450] [INFO ] [sig       ] [2951/3585] Forecasting SN...
[2025-12-16T20:31:46.061481] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-16T20:31:46.061522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-16T20:31:46.074711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-16T20:31:46.075019] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-16T20:31:46.075848] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-16T20:31:46.075900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:46.075933] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:46.075960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:46.076018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:46.135092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:46.135756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:46.135834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:46.135866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:46.262674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:46.262824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:46.262864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:46.262894] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:46.266333] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-12-16T20:31:46.266629] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-16T20:31:46.266752] [INFO ] [sig       ] SN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:46.403838] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SN.txt
[2025-12-16T20:31:46.403970] [INFO ] [sig       ] [2951/3585] Completed SN in 0.3s | 2.95 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-16T20:31:46.404009] [INFO ] [sig       ] [2952/3585] Forecasting SNA...
[2025-12-16T20:31:46.404039] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-16T20:31:46.404069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-16T20:31:46.414709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-16T20:31:46.414982] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-16T20:31:46.415757] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-16T20:31:46.415808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:46.415838] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:46.415864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:46.415920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:46.471467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:46.472087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:46.472176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:46.472207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:46.587674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:46.587828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:46.587867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:46.587912] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:46.591201] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-16T20:31:46.591462] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-16T20:31:46.591595] [INFO ] [sig       ] SNA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:46.729431] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SNA.txt
[2025-12-16T20:31:46.729565] [INFO ] [sig       ] [2952/3585] Completed SNA in 0.3s | 2.95 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-16T20:31:46.729621] [INFO ] [sig       ] [2953/3585] Forecasting SNAP...
[2025-12-16T20:31:46.729652] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-16T20:31:46.729683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-16T20:31:46.741250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-16T20:31:46.741522] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-16T20:31:46.742290] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-16T20:31:46.742340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:46.742371] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:46.742397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:46.742451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:46.800820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:46.801469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:46.801557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:46.801608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:46.929940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:46.930088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:46.930128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:46.930156] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:46.933453] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=62.71%)
[2025-12-16T20:31:46.933734] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-16T20:31:46.933858] [INFO ] [sig       ] SNAP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:47.075073] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SNAP.txt
[2025-12-16T20:31:47.075197] [INFO ] [sig       ] [2953/3585] Completed SNAP in 0.3s | 2.95 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-16T20:31:47.075234] [INFO ] [sig       ] [2954/3585] Forecasting SNCY...
[2025-12-16T20:31:47.075263] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-16T20:31:47.075293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-16T20:31:47.086469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-16T20:31:47.086764] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-16T20:31:47.087501] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-16T20:31:47.087551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:47.087603] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:47.087631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:47.087687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:47.144751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:47.145385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:47.145476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:47.145510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:47.262552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:47.262706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:47.262746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:47.262775] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:47.266076] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: DOWN (p=19.78%)
[2025-12-16T20:31:47.266340] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-16T20:31:47.266457] [INFO ] [sig       ] SNCY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:47.406623] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SNCY.txt
[2025-12-16T20:31:47.406740] [INFO ] [sig       ] [2954/3585] Completed SNCY in 0.3s | 2.95 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-16T20:31:47.406778] [INFO ] [sig       ] [2955/3585] Forecasting SND...
[2025-12-16T20:31:47.406808] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-16T20:31:47.406837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-16T20:31:47.418084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-16T20:31:47.418358] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-16T20:31:47.419187] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-16T20:31:47.419241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:47.419273] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:47.419300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:47.419355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:47.477445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:47.478149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:47.478238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:47.478271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:47.598368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:47.598514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:47.598554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:47.598602] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:47.602052] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=83.47%)
[2025-12-16T20:31:47.602339] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-16T20:31:47.602475] [INFO ] [sig       ] SND: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:47.740370] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SND.txt
[2025-12-16T20:31:47.740498] [INFO ] [sig       ] [2955/3585] Completed SND in 0.3s | 2.95 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-16T20:31:47.740538] [INFO ] [sig       ] [2956/3585] Forecasting SNDL...
[2025-12-16T20:31:47.740567] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-16T20:31:47.740619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-16T20:31:47.751772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-16T20:31:47.752073] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-16T20:31:47.752878] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-16T20:31:47.752931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:47.752972] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:47.753021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:47.753086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:47.810525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:47.811163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:47.811241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:47.811273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:47.931597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:47.931747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:47.931785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:47.931814] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:47.935250] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: UP (p=66.79%)
[2025-12-16T20:31:47.935534] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-16T20:31:47.935678] [INFO ] [sig       ] SNDL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:48.073567] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SNDL.txt
[2025-12-16T20:31:48.073710] [INFO ] [sig       ] [2956/3585] Completed SNDL in 0.3s | 2.95 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-16T20:31:48.073749] [INFO ] [sig       ] [2957/3585] Forecasting SNDX...
[2025-12-16T20:31:48.073778] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-16T20:31:48.073807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-16T20:31:48.085043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-16T20:31:48.085317] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-16T20:31:48.086098] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-16T20:31:48.086149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:48.086181] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:48.086209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:48.086265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:48.143405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:48.144052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:48.144156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:48.144190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:48.268037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:48.268171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:48.268208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:48.268238] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:48.271706] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=77.96%)
[2025-12-16T20:31:48.271974] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-16T20:31:48.272098] [INFO ] [sig       ] SNDX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:48.411826] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SNDX.txt
[2025-12-16T20:31:48.411948] [INFO ] [sig       ] [2957/3585] Completed SNDX in 0.3s | 2.95 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-16T20:31:48.411985] [INFO ] [sig       ] [2958/3585] Forecasting SNES...
[2025-12-16T20:31:48.412015] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-16T20:31:48.412044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-16T20:31:48.423715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-16T20:31:48.424029] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-16T20:31:48.424831] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-16T20:31:48.424883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:48.424915] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:48.424942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:48.424998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:48.484011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:48.484667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:48.484752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:48.484788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:48.601760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:48.601890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:48.601929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:48.601958] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:48.605394] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-16T20:31:48.605684] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-16T20:31:48.605807] [INFO ] [sig       ] SNES: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:48.748863] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SNES.txt
[2025-12-16T20:31:48.749001] [INFO ] [sig       ] [2958/3585] Completed SNES in 0.3s | 2.95 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-16T20:31:48.749041] [INFO ] [sig       ] [2959/3585] Forecasting SNEX...
[2025-12-16T20:31:48.749071] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-16T20:31:48.749100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-16T20:31:48.760966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-16T20:31:48.761256] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-16T20:31:48.762042] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-16T20:31:48.762095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:48.762127] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:48.762154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:48.762211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:48.821204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:48.821821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:48.821902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:48.821934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:48.940606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:48.940753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:48.940796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:48.940825] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:48.944184] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: DOWN (p=22.53%)
[2025-12-16T20:31:48.944452] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-16T20:31:48.944592] [INFO ] [sig       ] SNEX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:49.086558] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SNEX.txt
[2025-12-16T20:31:49.086712] [INFO ] [sig       ] [2959/3585] Completed SNEX in 0.3s | 2.95 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-16T20:31:49.086751] [INFO ] [sig       ] [2960/3585] Forecasting SNFCA...
[2025-12-16T20:31:49.086781] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-16T20:31:49.086817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-16T20:31:49.099120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-16T20:31:49.099539] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-16T20:31:49.100363] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-16T20:31:49.100416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:49.100449] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:49.100476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:49.100532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:49.157813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:49.158692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:49.158780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:49.158812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:49.281682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:49.281834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:49.281874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:49.281907] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:49.285279] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: UP (p=81.27%)
[2025-12-16T20:31:49.285552] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-16T20:31:49.285692] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:49.426692] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SNFCA.txt
[2025-12-16T20:31:49.426898] [INFO ] [sig       ] [2960/3585] Completed SNFCA in 0.3s | 2.95 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-16T20:31:49.426959] [INFO ] [sig       ] [2961/3585] Forecasting SNGX...
[2025-12-16T20:31:49.427011] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-16T20:31:49.427067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-16T20:31:49.440510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-16T20:31:49.440929] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-16T20:31:49.441775] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-16T20:31:49.441829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:49.441870] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:49.441899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:49.441956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:49.500673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:49.501561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:49.501688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:49.501722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:49.620763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:49.620914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:49.620956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:49.620984] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:49.624457] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: UP (p=86.84%)
[2025-12-16T20:31:49.624747] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-16T20:31:49.624880] [INFO ] [sig       ] SNGX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:49.773332] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SNGX.txt
[2025-12-16T20:31:49.773516] [INFO ] [sig       ] [2961/3585] Completed SNGX in 0.3s | 2.95 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-16T20:31:49.773565] [INFO ] [sig       ] [2962/3585] Forecasting SNN...
[2025-12-16T20:31:49.773625] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-16T20:31:49.773663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-16T20:31:49.786278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-16T20:31:49.786618] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-16T20:31:49.787362] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-16T20:31:49.787414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:49.787446] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:49.787472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:49.787527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:49.846013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:49.846860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:49.846940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:49.846974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:49.965442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:49.965613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:49.965654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:49.965683] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:49.969228] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-12-16T20:31:49.969591] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-16T20:31:49.969733] [INFO ] [sig       ] SNN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:50.110678] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SNN.txt
[2025-12-16T20:31:50.110834] [INFO ] [sig       ] [2962/3585] Completed SNN in 0.3s | 2.95 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-16T20:31:50.110875] [INFO ] [sig       ] [2963/3585] Forecasting SNOA...
[2025-12-16T20:31:50.110906] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-16T20:31:50.110936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-16T20:31:50.122554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-16T20:31:50.122897] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-16T20:31:50.123657] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-16T20:31:50.123709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:50.123740] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:50.123766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:50.123821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:50.179219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:50.179875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:50.179953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:50.179985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:50.297007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:50.297165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:50.297211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:50.297260] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:50.300562] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2025-12-16T20:31:50.300846] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-16T20:31:50.300965] [INFO ] [sig       ] SNOA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:50.439716] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SNOA.txt
[2025-12-16T20:31:50.439839] [INFO ] [sig       ] [2963/3585] Completed SNOA in 0.3s | 2.95 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-16T20:31:50.439877] [INFO ] [sig       ] [2964/3585] Forecasting SNPS...
[2025-12-16T20:31:50.439907] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-16T20:31:50.439936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-16T20:31:50.451506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-16T20:31:50.451819] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-16T20:31:50.452566] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-16T20:31:50.452662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:50.452694] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:50.452721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:50.452777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:50.509212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:50.509888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:50.509968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:50.510001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:50.630310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:50.630456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:50.630495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:50.630522] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:50.633808] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-16T20:31:50.634069] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-16T20:31:50.634187] [INFO ] [sig       ] SNPS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:50.773389] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SNPS.txt
[2025-12-16T20:31:50.773514] [INFO ] [sig       ] [2964/3585] Completed SNPS in 0.3s | 2.95 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-16T20:31:50.773553] [INFO ] [sig       ] [2965/3585] Forecasting SNTI...
[2025-12-16T20:31:50.773604] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-16T20:31:50.773637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-16T20:31:50.785616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-16T20:31:50.785950] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-16T20:31:50.786712] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-16T20:31:50.786762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:50.786793] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:50.786820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:50.786875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:50.845991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:50.846776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:50.846862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:50.846915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:50.969058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:50.969229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:50.969269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:50.969297] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:50.972642] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: DOWN (p=9.26%)
[2025-12-16T20:31:50.972902] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-16T20:31:50.973019] [INFO ] [sig       ] SNTI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:51.112812] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SNTI.txt
[2025-12-16T20:31:51.112946] [INFO ] [sig       ] [2965/3585] Completed SNTI in 0.3s | 2.95 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-16T20:31:51.112985] [INFO ] [sig       ] [2966/3585] Forecasting SNX...
[2025-12-16T20:31:51.113014] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-16T20:31:51.113045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-16T20:31:51.124461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-16T20:31:51.124780] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-16T20:31:51.125555] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-16T20:31:51.125635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:51.125669] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:51.125696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:51.125753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:51.184350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:51.185067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:51.185165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:51.185207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:51.311141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:51.311286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:51.311323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:51.311352] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:51.314651] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: UP (p=83.58%)
[2025-12-16T20:31:51.314914] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-16T20:31:51.315030] [INFO ] [sig       ] SNX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:51.452157] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SNX.txt
[2025-12-16T20:31:51.452279] [INFO ] [sig       ] [2966/3585] Completed SNX in 0.3s | 2.95 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-16T20:31:51.452317] [INFO ] [sig       ] [2967/3585] Forecasting SNY...
[2025-12-16T20:31:51.452348] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-16T20:31:51.452378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-16T20:31:51.463377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-16T20:31:51.463656] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-16T20:31:51.464392] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-16T20:31:51.464443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:51.464475] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:51.464501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:51.464567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:51.520420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:51.521009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:51.521090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:51.521129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:51.637061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:51.637219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:51.637288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:51.637317] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:51.640673] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: UP (p=76.08%)
[2025-12-16T20:31:51.640939] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-16T20:31:51.641058] [INFO ] [sig       ] SNY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:51.777643] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SNY.txt
[2025-12-16T20:31:51.777797] [INFO ] [sig       ] [2967/3585] Completed SNY in 0.3s | 2.95 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-16T20:31:51.777836] [INFO ] [sig       ] [2968/3585] Forecasting SO...
[2025-12-16T20:31:51.777866] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-16T20:31:51.777897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-16T20:31:51.788612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-16T20:31:51.788957] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-16T20:31:51.789792] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-16T20:31:51.789842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:51.789874] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:51.789900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:51.789955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:51.846870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:51.847743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:51.847826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:51.847859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:51.968158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:51.968301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:51.968339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:51.968367] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:51.971706] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=75.76%)
[2025-12-16T20:31:51.971965] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-16T20:31:51.972092] [INFO ] [sig       ] SO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:52.109949] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SO.txt
[2025-12-16T20:31:52.110073] [INFO ] [sig       ] [2968/3585] Completed SO in 0.3s | 2.95 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-16T20:31:52.110111] [INFO ] [sig       ] [2969/3585] Forecasting SOCL...
[2025-12-16T20:31:52.110141] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-16T20:31:52.110171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-16T20:31:52.120804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-16T20:31:52.121108] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-16T20:31:52.121894] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-16T20:31:52.121956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:52.121987] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:52.122015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:52.122071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:52.177499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:52.178106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:52.178186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:52.178217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:52.278855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:52.278979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:52.279018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:52.279048] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:52.282372] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: DOWN (p=29.11%)
[2025-12-16T20:31:52.282650] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-16T20:31:52.282770] [INFO ] [sig       ] SOCL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:52.424503] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SOCL.txt
[2025-12-16T20:31:52.424646] [INFO ] [sig       ] [2969/3585] Completed SOCL in 0.3s | 2.95 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-16T20:31:52.424687] [INFO ] [sig       ] [2970/3585] Forecasting SOFI...
[2025-12-16T20:31:52.424717] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-16T20:31:52.424747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-16T20:31:52.436426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-16T20:31:52.436780] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-16T20:31:52.437569] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-16T20:31:52.437639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:52.437672] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:52.437702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:52.437758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:52.496662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:52.497480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:52.497561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:52.497614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:52.615821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:52.615976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:52.616018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:52.616048] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:52.619467] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: UP (p=61.31%)
[2025-12-16T20:31:52.619750] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-16T20:31:52.619871] [INFO ] [sig       ] SOFI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:52.756513] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SOFI.txt
[2025-12-16T20:31:52.756641] [INFO ] [sig       ] [2970/3585] Completed SOFI in 0.3s | 2.95 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-16T20:31:52.756681] [INFO ] [sig       ] [2971/3585] Forecasting SOGP...
[2025-12-16T20:31:52.756710] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-16T20:31:52.756764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-16T20:31:52.768708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-16T20:31:52.769075] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-16T20:31:52.769919] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-16T20:31:52.769971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:52.770003] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:52.770030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:52.770086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:52.825875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:52.826507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:52.826604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:52.826638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:52.936368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:52.936516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:52.936554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:52.936600] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:52.939894] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2025-12-16T20:31:52.940183] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-16T20:31:52.940321] [INFO ] [sig       ] SOGP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:53.075492] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SOGP.txt
[2025-12-16T20:31:53.075642] [INFO ] [sig       ] [2971/3585] Completed SOGP in 0.3s | 2.95 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-16T20:31:53.075687] [INFO ] [sig       ] [2972/3585] Forecasting SOJC...
[2025-12-16T20:31:53.075718] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-16T20:31:53.075748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-16T20:31:53.086803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-16T20:31:53.087130] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-16T20:31:53.087926] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-16T20:31:53.087978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:53.088010] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:53.088036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:53.088091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:53.143701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:53.144371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:53.144450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:53.144482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:53.262133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:53.262294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:53.262333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:53.262363] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:53.265701] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: DOWN (p=39.33%)
[2025-12-16T20:31:53.265969] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-16T20:31:53.266090] [INFO ] [sig       ] SOJC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:53.402412] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SOJC.txt
[2025-12-16T20:31:53.402590] [INFO ] [sig       ] [2972/3585] Completed SOJC in 0.3s | 2.95 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-16T20:31:53.402633] [INFO ] [sig       ] [2973/3585] Forecasting SOJD...
[2025-12-16T20:31:53.402663] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-16T20:31:53.402693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-16T20:31:53.414080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-16T20:31:53.414401] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-16T20:31:53.415176] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-16T20:31:53.415238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:53.415277] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:53.415307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:53.415362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:53.471548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:53.472158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:53.472239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:53.472270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:53.591662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:53.591802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:53.591843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:53.591873] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:53.595294] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=66.48%)
[2025-12-16T20:31:53.595587] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-16T20:31:53.595713] [INFO ] [sig       ] SOJD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:53.735018] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SOJD.txt
[2025-12-16T20:31:53.735143] [INFO ] [sig       ] [2973/3585] Completed SOJD in 0.3s | 2.95 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-16T20:31:53.735181] [INFO ] [sig       ] [2974/3585] Forecasting SOJE...
[2025-12-16T20:31:53.735211] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-16T20:31:53.735240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-16T20:31:53.746196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-16T20:31:53.746461] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-16T20:31:53.747285] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-16T20:31:53.747337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:53.747370] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:53.747396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:53.747452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:53.803283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:53.803882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:53.803959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:53.803990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:53.921664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:53.921813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:53.921851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:53.921880] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:53.925161] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2025-12-16T20:31:53.925444] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-16T20:31:53.925562] [INFO ] [sig       ] SOJE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:54.062714] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SOJE.txt
[2025-12-16T20:31:54.062837] [INFO ] [sig       ] [2974/3585] Completed SOJE in 0.3s | 2.95 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-16T20:31:54.062876] [INFO ] [sig       ] [2975/3585] Forecasting SON...
[2025-12-16T20:31:54.062906] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-16T20:31:54.062937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-16T20:31:54.073868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-16T20:31:54.074134] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-16T20:31:54.074895] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-16T20:31:54.074945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:54.074977] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:54.075003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:54.075058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:54.131386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:54.132017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:54.132096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:54.132128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:54.251866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:54.252011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:54.252050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:54.252080] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:54.255471] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=60.69%)
[2025-12-16T20:31:54.255767] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-16T20:31:54.255889] [INFO ] [sig       ] SON: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:54.392592] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SON.txt
[2025-12-16T20:31:54.392719] [INFO ] [sig       ] [2975/3585] Completed SON in 0.3s | 2.95 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-16T20:31:54.392758] [INFO ] [sig       ] [2976/3585] Forecasting SONO...
[2025-12-16T20:31:54.392788] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-16T20:31:54.392819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-16T20:31:54.404351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-16T20:31:54.404629] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-16T20:31:54.405371] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-16T20:31:54.405421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:54.405453] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:54.405479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:54.405534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:54.463839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:54.464423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:54.464500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:54.464533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:54.584244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:54.584396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:54.584434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:54.584462] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:54.587721] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-12-16T20:31:54.587986] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-16T20:31:54.588105] [INFO ] [sig       ] SONO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:54.726698] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SONO.txt
[2025-12-16T20:31:54.726844] [INFO ] [sig       ] [2976/3585] Completed SONO in 0.3s | 2.95 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-16T20:31:54.726883] [INFO ] [sig       ] [2977/3585] Forecasting SOPA...
[2025-12-16T20:31:54.726913] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-16T20:31:54.726947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-16T20:31:54.738304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-16T20:31:54.738695] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-16T20:31:54.739538] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-16T20:31:54.739610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:54.739644] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:54.739670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:54.739726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:54.797197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:54.798064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:54.798146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:54.798178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:54.918698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:54.918850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:54.918900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:54.918932] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:54.922397] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-12-16T20:31:54.922688] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-16T20:31:54.922851] [INFO ] [sig       ] SOPA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:55.063970] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SOPA.txt
[2025-12-16T20:31:55.064110] [INFO ] [sig       ] [2977/3585] Completed SOPA in 0.3s | 2.95 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-16T20:31:55.064150] [INFO ] [sig       ] [2978/3585] Forecasting SOPH...
[2025-12-16T20:31:55.064180] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-16T20:31:55.064215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-16T20:31:55.075487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-16T20:31:55.075818] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-16T20:31:55.076555] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-16T20:31:55.076628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:55.076660] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:55.076686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:55.076742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:55.136412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:55.137272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:55.137356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:55.137389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:55.262727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:55.262882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:55.262924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:55.262954] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:55.266260] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-12-16T20:31:55.266530] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-16T20:31:55.266670] [INFO ] [sig       ] SOPH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:55.405362] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SOPH.txt
[2025-12-16T20:31:55.405509] [INFO ] [sig       ] [2978/3585] Completed SOPH in 0.3s | 2.95 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-16T20:31:55.405549] [INFO ] [sig       ] [2979/3585] Forecasting SOUN...
[2025-12-16T20:31:55.405598] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-16T20:31:55.405629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-16T20:31:55.418019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-16T20:31:55.418376] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-16T20:31:55.419257] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-16T20:31:55.419323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:55.419357] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:55.419389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:55.419471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:55.480724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:55.481589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:55.481676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:55.481709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:55.606961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:55.607112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:55.607151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:55.607183] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:55.610674] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=37.59%)
[2025-12-16T20:31:55.610961] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-16T20:31:55.611086] [INFO ] [sig       ] SOUN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:55.756442] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SOUN.txt
[2025-12-16T20:31:55.756608] [INFO ] [sig       ] [2979/3585] Completed SOUN in 0.4s | 2.95 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-16T20:31:55.756648] [INFO ] [sig       ] [2980/3585] Forecasting SOXQ...
[2025-12-16T20:31:55.756679] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-16T20:31:55.756709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-16T20:31:55.767980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-16T20:31:55.768341] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-16T20:31:55.769193] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-16T20:31:55.769246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:55.769290] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:55.769319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:55.769376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:55.826131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:55.826953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:55.827037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:55.827070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:55.951342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:55.951497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:55.951537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:55.951566] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:55.955005] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: DOWN (p=44.60%)
[2025-12-16T20:31:55.955279] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-16T20:31:55.955405] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:56.102075] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SOXQ.txt
[2025-12-16T20:31:56.102275] [INFO ] [sig       ] [2980/3585] Completed SOXQ in 0.3s | 2.95 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-16T20:31:56.102340] [INFO ] [sig       ] [2981/3585] Forecasting SOXX...
[2025-12-16T20:31:56.102391] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-16T20:31:56.102442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-16T20:31:56.116388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-16T20:31:56.116776] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-16T20:31:56.117641] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-16T20:31:56.117693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:56.117725] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:56.117752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:56.117814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:56.179321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:56.180203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:56.180304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:56.180343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:56.310288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:56.310457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:56.310523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:56.310560] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:56.315073] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: DOWN (p=45.92%)
[2025-12-16T20:31:56.315550] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-16T20:31:56.315756] [INFO ] [sig       ] SOXX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:56.462018] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SOXX.txt
[2025-12-16T20:31:56.462180] [INFO ] [sig       ] [2981/3585] Completed SOXX in 0.4s | 2.95 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-16T20:31:56.462233] [INFO ] [sig       ] [2982/3585] Forecasting SPAI...
[2025-12-16T20:31:56.462264] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-16T20:31:56.462295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-16T20:31:56.473642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-16T20:31:56.473975] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-16T20:31:56.474807] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-16T20:31:56.474860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:56.474893] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:56.474921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:56.474978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:56.532263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:56.533083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:56.533171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:56.533212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:56.649952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:56.650103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:56.650143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:56.650174] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:56.653605] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: UP (p=54.72%)
[2025-12-16T20:31:56.653878] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-16T20:31:56.654003] [INFO ] [sig       ] SPAI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:56.790100] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SPAI.txt
[2025-12-16T20:31:56.790242] [INFO ] [sig       ] [2982/3585] Completed SPAI in 0.3s | 2.95 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-16T20:31:56.790282] [INFO ] [sig       ] [2983/3585] Forecasting SPB...
[2025-12-16T20:31:56.790311] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-16T20:31:56.790342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-16T20:31:56.802269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-16T20:31:56.802655] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-16T20:31:56.803473] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-16T20:31:56.803527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:56.803560] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:56.803622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:56.803684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:56.859698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:56.860471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:56.860554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:56.860613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:56.982364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:56.982518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:56.982559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:56.982606] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:56.986008] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2025-12-16T20:31:56.986276] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-16T20:31:56.986399] [INFO ] [sig       ] SPB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:57.126770] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SPB.txt
[2025-12-16T20:31:57.126935] [INFO ] [sig       ] [2983/3585] Completed SPB in 0.3s | 2.95 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-16T20:31:57.126984] [INFO ] [sig       ] [2984/3585] Forecasting SPCB...
[2025-12-16T20:31:57.127014] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-16T20:31:57.127044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-16T20:31:57.139011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-16T20:31:57.139416] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-16T20:31:57.140242] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-16T20:31:57.140306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:57.140345] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:57.140376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:57.140433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:57.197465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:57.198260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:57.198357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:57.198392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:57.322766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:57.322961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:57.323010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:57.323039] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:57.326539] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=21.76%)
[2025-12-16T20:31:57.326834] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-16T20:31:57.326962] [INFO ] [sig       ] SPCB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:57.467294] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SPCB.txt
[2025-12-16T20:31:57.467457] [INFO ] [sig       ] [2984/3585] Completed SPCB in 0.3s | 2.95 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-16T20:31:57.467496] [INFO ] [sig       ] [2985/3585] Forecasting SPCE...
[2025-12-16T20:31:57.467526] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-16T20:31:57.467555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-16T20:31:57.478849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-16T20:31:57.479132] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-16T20:31:57.479925] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-16T20:31:57.479977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:57.480009] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:57.480036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:57.480092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:57.540067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:57.540772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:57.540852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:57.540886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:57.657682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:57.657833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:57.657872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:57.657902] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:57.664845] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=14.35%)
[2025-12-16T20:31:57.665168] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-16T20:31:57.665349] [INFO ] [sig       ] SPCE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:57.806433] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SPCE.txt
[2025-12-16T20:31:57.806588] [INFO ] [sig       ] [2985/3585] Completed SPCE in 0.3s | 2.95 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-16T20:31:57.806630] [INFO ] [sig       ] [2986/3585] Forecasting SPE...
[2025-12-16T20:31:57.806660] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-16T20:31:57.806690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-16T20:31:57.818216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-16T20:31:57.818549] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-16T20:31:57.819397] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-16T20:31:57.819453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:57.819485] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:57.819512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:57.819584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:57.876618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:57.877378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:57.877459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:57.877492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:57.993118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:57.993271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:57.993310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:57.993339] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:57.996755] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-12-16T20:31:57.997024] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-16T20:31:57.997144] [INFO ] [sig       ] SPE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:58.135920] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SPE.txt
[2025-12-16T20:31:58.136058] [INFO ] [sig       ] [2986/3585] Completed SPE in 0.3s | 2.95 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-16T20:31:58.136100] [INFO ] [sig       ] [2987/3585] Forecasting SPFI...
[2025-12-16T20:31:58.136132] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-16T20:31:58.136164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-16T20:31:58.147501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-16T20:31:58.147900] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-16T20:31:58.148694] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-16T20:31:58.148748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:58.148782] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:58.148811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:58.148869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:58.209509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:58.210565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:58.210674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:58.210711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:58.329725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:58.329880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:58.329939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:58.329970] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:58.333516] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-16T20:31:58.333810] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-16T20:31:58.333936] [INFO ] [sig       ] SPFI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:58.479599] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SPFI.txt
[2025-12-16T20:31:58.479739] [INFO ] [sig       ] [2987/3585] Completed SPFI in 0.3s | 2.95 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-16T20:31:58.479805] [INFO ] [sig       ] [2988/3585] Forecasting SPG...
[2025-12-16T20:31:58.479838] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-16T20:31:58.479869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-16T20:31:58.491987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-16T20:31:58.492377] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-16T20:31:58.493205] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-16T20:31:58.493265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:58.493298] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:58.493326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:58.493383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:58.553283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:58.554174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:58.554262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:58.554297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:58.683156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:58.683316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:58.683358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:58.683387] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:58.687038] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=17.83%)
[2025-12-16T20:31:58.687427] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-16T20:31:58.687594] [INFO ] [sig       ] SPG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:58.834449] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SPG.txt
[2025-12-16T20:31:58.834601] [INFO ] [sig       ] [2988/3585] Completed SPG in 0.4s | 2.95 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-16T20:31:58.834642] [INFO ] [sig       ] [2989/3585] Forecasting SPGI...
[2025-12-16T20:31:58.834673] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-16T20:31:58.834702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-16T20:31:58.849454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-16T20:31:58.849862] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-16T20:31:58.850809] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-16T20:31:58.850871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:58.850910] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:58.850944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:58.851022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:58.914285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:58.915102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:58.915188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:58.915220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:59.035644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:59.035801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:59.035840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:59.035868] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:59.039126] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=9.80%)
[2025-12-16T20:31:59.039412] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-16T20:31:59.039535] [INFO ] [sig       ] SPGI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:59.179343] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SPGI.txt
[2025-12-16T20:31:59.179500] [INFO ] [sig       ] [2989/3585] Completed SPGI in 0.3s | 2.95 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-16T20:31:59.179540] [INFO ] [sig       ] [2990/3585] Forecasting SPH...
[2025-12-16T20:31:59.179586] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-16T20:31:59.179620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-16T20:31:59.190970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-16T20:31:59.191246] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-16T20:31:59.192046] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-16T20:31:59.192097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:59.192128] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:59.192156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:59.192215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:59.246769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:59.247417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:59.247493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:59.247525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:59.362120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:59.362267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:59.362305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:59.362333] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:59.365618] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: UP (p=87.89%)
[2025-12-16T20:31:59.365880] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-16T20:31:59.365999] [INFO ] [sig       ] SPH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:31:59.501887] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SPH.txt
[2025-12-16T20:31:59.502042] [INFO ] [sig       ] [2990/3585] Completed SPH in 0.3s | 2.95 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-16T20:31:59.502083] [INFO ] [sig       ] [2991/3585] Forecasting SPNS...
[2025-12-16T20:31:59.502114] [INFO ] [sig       ] Generating forecast for: SPNS
[2025-12-16T20:31:59.502145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNS' from 'https://tdm.silogroup.org/data/derivative_storage/SPNS.csv'.
[2025-12-16T20:31:59.513628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPNS'.
[2025-12-16T20:31:59.513937] [INFO ] [FORECASTER] Starting predict_future for SPNS
[2025-12-16T20:31:59.514745] [DEBUG] [LOCAL     ] No optimal features file found for SPNS: ./output/feature-sets/SPNS.txt
[2025-12-16T20:31:59.514797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:59.514839] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:59.514895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:59.514954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:59.573408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:59.574267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:59.574353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:59.574390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:31:59.693838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:31:59.693994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:31:59.694034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:31:59.694062] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:31:59.697345] [DEBUG] [FORECASTER] SPNS: Forecast T+1@11:T+2@11: DOWN (p=14.28%)
[2025-12-16T20:31:59.697641] [INFO ] [FORECASTER] Completed predict_future for SPNS
[2025-12-16T20:31:59.697763] [INFO ] [sig       ] SPNS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:31:59.834475] [INFO ] [LOCAL     ] Saved forecast: SPNS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SPNS.txt
[2025-12-16T20:31:59.834648] [INFO ] [sig       ] [2991/3585] Completed SPNS in 0.3s | 2.95 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-16T20:31:59.834688] [INFO ] [sig       ] [2992/3585] Forecasting SPOK...
[2025-12-16T20:31:59.834720] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-16T20:31:59.834749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-16T20:31:59.846017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-16T20:31:59.846307] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-16T20:31:59.847057] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-16T20:31:59.847108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:31:59.847138] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:31:59.847163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:31:59.847218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:31:59.902620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:31:59.903263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:31:59.903355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:31:59.903395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:00.019971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:00.020132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:00.020174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:00.020207] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:00.023562] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: UP (p=61.43%)
[2025-12-16T20:32:00.023865] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-16T20:32:00.023995] [INFO ] [sig       ] SPOK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:00.183857] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SPOK.txt
[2025-12-16T20:32:00.183996] [INFO ] [sig       ] [2992/3585] Completed SPOK in 0.3s | 2.95 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-16T20:32:00.184039] [INFO ] [sig       ] [2993/3585] Forecasting SPRC...
[2025-12-16T20:32:00.184068] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-16T20:32:00.184098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-16T20:32:00.195468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-16T20:32:00.195807] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-16T20:32:00.196549] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-16T20:32:00.196620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:00.196653] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:00.196681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:00.196737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:00.253298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:00.254299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:00.254387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:00.254421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:00.373184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:00.373344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:00.373384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:00.373412] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:00.376817] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=14.93%)
[2025-12-16T20:32:00.377090] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-16T20:32:00.377213] [INFO ] [sig       ] SPRC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:00.518289] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SPRC.txt
[2025-12-16T20:32:00.518450] [INFO ] [sig       ] [2993/3585] Completed SPRC in 0.3s | 2.95 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-16T20:32:00.518492] [INFO ] [sig       ] [2994/3585] Forecasting SPRO...
[2025-12-16T20:32:00.518522] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-16T20:32:00.518551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-16T20:32:00.530494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-16T20:32:00.530829] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-16T20:32:00.531594] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-16T20:32:00.531646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:00.531678] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:00.531703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:00.531759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:00.589650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:00.590373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:00.590470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:00.590507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:00.714087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:00.714241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:00.714281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:00.714316] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:00.717799] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=28.30%)
[2025-12-16T20:32:00.718072] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-16T20:32:00.718194] [INFO ] [sig       ] SPRO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:00.857674] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SPRO.txt
[2025-12-16T20:32:00.857810] [INFO ] [sig       ] [2994/3585] Completed SPRO in 0.3s | 2.95 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-16T20:32:00.857850] [INFO ] [sig       ] [2995/3585] Forecasting SPRX...
[2025-12-16T20:32:00.857886] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-16T20:32:00.857920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-16T20:32:00.868903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-16T20:32:00.869203] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-16T20:32:00.870019] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-16T20:32:00.870072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:00.870105] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:00.870131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:00.870187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:00.928532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:00.929384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:00.929480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:00.929514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:01.046096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:01.046257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:01.046296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:01.046326] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:01.050163] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-12-16T20:32:01.050451] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-16T20:32:01.050748] [INFO ] [sig       ] SPRX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:01.189316] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SPRX.txt
[2025-12-16T20:32:01.189492] [INFO ] [sig       ] [2995/3585] Completed SPRX in 0.3s | 2.95 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-16T20:32:01.189536] [INFO ] [sig       ] [2996/3585] Forecasting SPRY...
[2025-12-16T20:32:01.189567] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-16T20:32:01.189618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-16T20:32:01.201012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-16T20:32:01.201394] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-16T20:32:01.202175] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-16T20:32:01.202228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:01.202260] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:01.202288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:01.202355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:01.279211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:01.280116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:01.280202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:01.280238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:01.403701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:01.403864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:01.403906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:01.403935] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:01.407408] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: UP (p=88.92%)
[2025-12-16T20:32:01.407751] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-16T20:32:01.407903] [INFO ] [sig       ] SPRY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:01.556067] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SPRY.txt
[2025-12-16T20:32:01.556222] [INFO ] [sig       ] [2996/3585] Completed SPRY in 0.4s | 2.95 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-16T20:32:01.556261] [INFO ] [sig       ] [2997/3585] Forecasting SPSC...
[2025-12-16T20:32:01.556292] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-16T20:32:01.556323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-16T20:32:01.568542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-16T20:32:01.568944] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-16T20:32:01.569766] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-16T20:32:01.569819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:01.569852] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:01.569881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:01.569939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:01.626021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:01.626829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:01.626916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:01.626950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:01.746387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:01.746530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:01.746587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:01.746620] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:01.750076] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: UP (p=86.98%)
[2025-12-16T20:32:01.750349] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-16T20:32:01.750480] [INFO ] [sig       ] SPSC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:01.897629] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SPSC.txt
[2025-12-16T20:32:01.897801] [INFO ] [sig       ] [2997/3585] Completed SPSC in 0.3s | 2.95 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-16T20:32:01.897844] [INFO ] [sig       ] [2998/3585] Forecasting SPWH...
[2025-12-16T20:32:01.897875] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-16T20:32:01.897910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-16T20:32:01.913469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-16T20:32:01.913893] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-16T20:32:01.914729] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-16T20:32:01.914784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:01.914824] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:01.914853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:01.914910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:01.972027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:01.972966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:01.973071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:01.973106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:02.096069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:02.096224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:02.096265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:02.096312] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:02.099846] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-12-16T20:32:02.100117] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-16T20:32:02.100239] [INFO ] [sig       ] SPWH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:02.243088] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SPWH.txt
[2025-12-16T20:32:02.243252] [INFO ] [sig       ] [2998/3585] Completed SPWH in 0.3s | 2.95 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-16T20:32:02.243295] [INFO ] [sig       ] [2999/3585] Forecasting SPXC...
[2025-12-16T20:32:02.243327] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-16T20:32:02.243357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-16T20:32:02.256020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-16T20:32:02.256426] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-16T20:32:02.257222] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-16T20:32:02.257276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:02.257309] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:02.257336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:02.257392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:02.313919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:02.314815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:02.314908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:02.314943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:02.438868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:02.439040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:02.439080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:02.439923] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:02.443310] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2025-12-16T20:32:02.443600] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-16T20:32:02.443727] [INFO ] [sig       ] SPXC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:02.584164] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SPXC.txt
[2025-12-16T20:32:02.584339] [INFO ] [sig       ] [2999/3585] Completed SPXC in 0.3s | 2.95 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-16T20:32:02.584389] [INFO ] [sig       ] [3000/3585] Forecasting SPXX...
[2025-12-16T20:32:02.584420] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-16T20:32:02.584450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-16T20:32:02.596361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-16T20:32:02.596653] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-16T20:32:02.597400] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-16T20:32:02.597462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:02.597499] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:02.597526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:02.597598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:02.655954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:02.656742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:02.656842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:02.656877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:02.778388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:02.778555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:02.778620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:02.778660] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:02.782055] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-12-16T20:32:02.782335] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-16T20:32:02.782482] [INFO ] [sig       ] SPXX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:02.924010] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SPXX.txt
[2025-12-16T20:32:02.924136] [INFO ] [sig       ] [3000/3585] Completed SPXX in 0.3s | 2.95 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-16T20:32:02.924177] [INFO ] [sig       ] [3001/3585] Forecasting SQM...
[2025-12-16T20:32:02.924212] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-16T20:32:02.924253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-16T20:32:02.935784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-16T20:32:02.936047] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-16T20:32:02.936839] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-16T20:32:02.936901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:02.936934] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:02.936962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:02.937021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:02.994020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:02.994649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:02.994754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:02.994788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:03.117252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:03.117407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:03.117447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:03.117477] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:03.120922] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: DOWN (p=45.78%)
[2025-12-16T20:32:03.121197] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-16T20:32:03.121324] [INFO ] [sig       ] SQM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:03.266706] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SQM.txt
[2025-12-16T20:32:03.266865] [INFO ] [sig       ] [3001/3585] Completed SQM in 0.3s | 2.95 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-16T20:32:03.266904] [INFO ] [sig       ] [3002/3585] Forecasting SQNS...
[2025-12-16T20:32:03.266936] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-16T20:32:03.266969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-16T20:32:03.278997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-16T20:32:03.279325] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-16T20:32:03.280121] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-16T20:32:03.280173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:03.280206] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:03.280244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:03.280303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:03.337497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:03.338161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:03.338241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:03.338274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:03.451806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:03.451925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:03.451959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:03.451987] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:03.455112] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: UP (p=64.61%)
[2025-12-16T20:32:03.455368] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-16T20:32:03.455495] [INFO ] [sig       ] SQNS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:03.596981] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SQNS.txt
[2025-12-16T20:32:03.597118] [INFO ] [sig       ] [3002/3585] Completed SQNS in 0.3s | 2.95 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-16T20:32:03.597156] [INFO ] [sig       ] [3003/3585] Forecasting SQQQ...
[2025-12-16T20:32:03.597185] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-16T20:32:03.597216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-16T20:32:03.608780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-16T20:32:03.609135] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-16T20:32:03.609927] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-16T20:32:03.609978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:03.610009] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:03.610036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:03.610091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:03.671645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:03.672490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:03.672600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:03.672637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:03.796546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:03.796716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:03.796757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:03.796786] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:03.800202] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-12-16T20:32:03.800495] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-16T20:32:03.800641] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:03.937229] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SQQQ.txt
[2025-12-16T20:32:03.937353] [INFO ] [sig       ] [3003/3585] Completed SQQQ in 0.3s | 2.95 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-16T20:32:03.937393] [INFO ] [sig       ] [3004/3585] Forecasting SRAD...
[2025-12-16T20:32:03.937428] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-16T20:32:03.937465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-16T20:32:03.949257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-16T20:32:03.949601] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-16T20:32:03.950402] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-16T20:32:03.950467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:03.950507] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:03.950538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:03.950623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:04.018477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:04.019367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:04.019466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:04.019508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:04.139396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:04.139559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:04.139619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:04.139650] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:04.143249] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: DOWN (p=13.06%)
[2025-12-16T20:32:04.143621] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-16T20:32:04.143760] [INFO ] [sig       ] SRAD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:04.291515] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SRAD.txt
[2025-12-16T20:32:04.291709] [INFO ] [sig       ] [3004/3585] Completed SRAD in 0.4s | 2.95 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-16T20:32:04.291750] [INFO ] [sig       ] [3005/3585] Forecasting SRBK...
[2025-12-16T20:32:04.291779] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-16T20:32:04.291809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-16T20:32:04.306260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-16T20:32:04.306739] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-16T20:32:04.307606] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-16T20:32:04.307664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:04.307710] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:04.307741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:04.307797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:04.364044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:04.364802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:04.364903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:04.364938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:04.488387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:04.488542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:04.488597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:04.488627] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:04.492092] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=65.63%)
[2025-12-16T20:32:04.492361] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-16T20:32:04.492489] [INFO ] [sig       ] SRBK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:04.629099] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SRBK.txt
[2025-12-16T20:32:04.629264] [INFO ] [sig       ] [3005/3585] Completed SRBK in 0.3s | 2.95 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-16T20:32:04.629306] [INFO ] [sig       ] [3006/3585] Forecasting SRCE...
[2025-12-16T20:32:04.629335] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-16T20:32:04.629373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-16T20:32:04.640673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-16T20:32:04.640941] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-16T20:32:04.641750] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-16T20:32:04.641801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:04.641833] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:04.641859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:04.641914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:04.698877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:04.699778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:04.699862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:04.699895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:04.821959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:04.822113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:04.822151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:04.822180] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:04.825506] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: UP (p=88.12%)
[2025-12-16T20:32:04.825800] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-16T20:32:04.825924] [INFO ] [sig       ] SRCE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:04.969694] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SRCE.txt
[2025-12-16T20:32:04.969850] [INFO ] [sig       ] [3006/3585] Completed SRCE in 0.3s | 2.95 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-16T20:32:04.969892] [INFO ] [sig       ] [3007/3585] Forecasting SRE...
[2025-12-16T20:32:04.969921] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-16T20:32:04.969952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-16T20:32:04.982414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-16T20:32:04.982773] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-16T20:32:04.983588] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-16T20:32:04.983643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:04.983677] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:04.983705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:04.983762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:05.043272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:05.044049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:05.044134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:05.044169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:05.164884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:05.165052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:05.165097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:05.165127] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:05.168792] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=8.47%)
[2025-12-16T20:32:05.169078] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-16T20:32:05.169265] [INFO ] [sig       ] SRE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:05.312436] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SRE.txt
[2025-12-16T20:32:05.312600] [INFO ] [sig       ] [3007/3585] Completed SRE in 0.3s | 2.95 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-16T20:32:05.312642] [INFO ] [sig       ] [3008/3585] Forecasting SREA...
[2025-12-16T20:32:05.312672] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-16T20:32:05.312701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-16T20:32:05.326299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-16T20:32:05.326834] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-16T20:32:05.327869] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-16T20:32:05.327924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:05.327996] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:05.328027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:05.328089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:05.389315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:05.390616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:05.390721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:05.390756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:05.508842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:05.509090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:05.509143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:05.509198] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:05.513218] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: UP (p=54.47%)
[2025-12-16T20:32:05.513543] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-16T20:32:05.513702] [INFO ] [sig       ] SREA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:05.657761] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SREA.txt
[2025-12-16T20:32:05.657964] [INFO ] [sig       ] [3008/3585] Completed SREA in 0.3s | 2.95 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-16T20:32:05.658011] [INFO ] [sig       ] [3009/3585] Forecasting SRFM...
[2025-12-16T20:32:05.658044] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-16T20:32:05.658077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-16T20:32:05.672199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-16T20:32:05.672744] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-16T20:32:05.673616] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-16T20:32:05.673670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:05.673703] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:05.673763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:05.673822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:05.729450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:05.730368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:05.730463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:05.730495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:05.847131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:05.847364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:05.847408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:05.847466] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:05.851384] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-12-16T20:32:05.851720] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-16T20:32:05.851858] [INFO ] [sig       ] SRFM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:05.992054] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SRFM.txt
[2025-12-16T20:32:05.992258] [INFO ] [sig       ] [3009/3585] Completed SRFM in 0.3s | 2.95 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-16T20:32:05.992300] [INFO ] [sig       ] [3010/3585] Forecasting SRG...
[2025-12-16T20:32:05.992331] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-16T20:32:05.992362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-16T20:32:06.005062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-16T20:32:06.005524] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-16T20:32:06.006371] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-16T20:32:06.006425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:06.006459] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:06.006486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:06.006544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:06.062766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:06.063712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:06.063810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:06.063842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:06.187063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:06.187339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:06.187400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:06.187440] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:06.191706] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=6.43%)
[2025-12-16T20:32:06.192052] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-16T20:32:06.192193] [INFO ] [sig       ] SRG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:06.330125] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SRG.txt
[2025-12-16T20:32:06.330328] [INFO ] [sig       ] [3010/3585] Completed SRG in 0.3s | 2.95 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-16T20:32:06.330374] [INFO ] [sig       ] [3011/3585] Forecasting SRI...
[2025-12-16T20:32:06.330407] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-16T20:32:06.330440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-16T20:32:06.344309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-16T20:32:06.344803] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-16T20:32:06.345701] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-16T20:32:06.345756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:06.345790] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:06.345818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:06.345880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:06.404977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:06.406080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:06.406201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:06.406237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:06.530506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:06.530752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:06.530796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:06.530871] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:06.534849] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=23.37%)
[2025-12-16T20:32:06.535176] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-16T20:32:06.535316] [INFO ] [sig       ] SRI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:06.674852] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SRI.txt
[2025-12-16T20:32:06.675057] [INFO ] [sig       ] [3011/3585] Completed SRI in 0.3s | 2.95 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-16T20:32:06.675101] [INFO ] [sig       ] [3012/3585] Forecasting SRRK...
[2025-12-16T20:32:06.675134] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-16T20:32:06.675166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-16T20:32:06.688255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-16T20:32:06.688752] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-16T20:32:06.689703] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-16T20:32:06.689767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:06.689806] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:06.689833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:06.689892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:06.747588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:06.748774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:06.748876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:06.748910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:06.876863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:06.877136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:06.877180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:06.877210] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:06.881384] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=19.50%)
[2025-12-16T20:32:06.881781] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-16T20:32:06.881950] [INFO ] [sig       ] SRRK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:07.113545] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SRRK.txt
[2025-12-16T20:32:07.113767] [INFO ] [sig       ] [3012/3585] Completed SRRK in 0.4s | 2.95 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-16T20:32:07.113808] [INFO ] [sig       ] [3013/3585] Forecasting SRTS...
[2025-12-16T20:32:07.113839] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-16T20:32:07.113871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-16T20:32:07.126599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-16T20:32:07.127077] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-16T20:32:07.127986] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-16T20:32:07.128039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:07.128072] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:07.128099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:07.128175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:07.194101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:07.195212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:07.195312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:07.195348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:07.316103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:07.316336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:07.316380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:07.316412] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:07.320284] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: DOWN (p=38.49%)
[2025-12-16T20:32:07.320709] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-16T20:32:07.320865] [INFO ] [sig       ] SRTS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:07.464777] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SRTS.txt
[2025-12-16T20:32:07.464984] [INFO ] [sig       ] [3013/3585] Completed SRTS in 0.4s | 2.95 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-16T20:32:07.465027] [INFO ] [sig       ] [3014/3585] Forecasting SSB...
[2025-12-16T20:32:07.465059] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-16T20:32:07.465091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-16T20:32:07.478200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-16T20:32:07.478803] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-16T20:32:07.479774] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-16T20:32:07.479828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:07.479861] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:07.479890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:07.479948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:07.539221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:07.540330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:07.540425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:07.540458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:07.669077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:07.669392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:07.669446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:07.669477] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:07.673862] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-16T20:32:07.674317] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-16T20:32:07.674488] [INFO ] [sig       ] SSB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:07.817766] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SSB.txt
[2025-12-16T20:32:07.817957] [INFO ] [sig       ] [3014/3585] Completed SSB in 0.4s | 2.95 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-16T20:32:07.818003] [INFO ] [sig       ] [3015/3585] Forecasting SSD...
[2025-12-16T20:32:07.818033] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-16T20:32:07.818066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-16T20:32:07.831617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-16T20:32:07.832159] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-16T20:32:07.833105] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-16T20:32:07.833184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:07.833226] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:07.833259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:07.833319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:07.890829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:07.891797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:07.891898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:07.891933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:08.012352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:08.012602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:08.012654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:08.012685] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:08.016484] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-16T20:32:08.016799] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-16T20:32:08.016935] [INFO ] [sig       ] SSD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:08.155427] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SSD.txt
[2025-12-16T20:32:08.155645] [INFO ] [sig       ] [3015/3585] Completed SSD in 0.3s | 2.95 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-16T20:32:08.155691] [INFO ] [sig       ] [3016/3585] Forecasting SSL...
[2025-12-16T20:32:08.155723] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-16T20:32:08.155754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-16T20:32:08.168218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-16T20:32:08.168762] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-16T20:32:08.169737] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-16T20:32:08.169790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:08.169823] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:08.169849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:08.169923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:08.227732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:08.228845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:08.228944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:08.228978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:08.355939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:08.356227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:08.356272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:08.356303] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:08.360351] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-12-16T20:32:08.360727] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-16T20:32:08.360863] [INFO ] [sig       ] SSL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:08.500455] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SSL.txt
[2025-12-16T20:32:08.500670] [INFO ] [sig       ] [3016/3585] Completed SSL in 0.3s | 2.95 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-16T20:32:08.500714] [INFO ] [sig       ] [3017/3585] Forecasting SSNC...
[2025-12-16T20:32:08.500746] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-16T20:32:08.500787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-16T20:32:08.514358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-16T20:32:08.514840] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-16T20:32:08.515754] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-16T20:32:08.515806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:08.515838] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:08.515865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:08.515922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:08.574020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:08.575137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:08.575236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:08.575270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:08.701221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:08.701454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:08.701496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:08.701524] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:08.705297] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: DOWN (p=34.47%)
[2025-12-16T20:32:08.705639] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-16T20:32:08.705773] [INFO ] [sig       ] SSNC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:08.846305] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SSNC.txt
[2025-12-16T20:32:08.846552] [INFO ] [sig       ] [3017/3585] Completed SSNC in 0.3s | 2.95 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-16T20:32:08.846618] [INFO ] [sig       ] [3018/3585] Forecasting SSP...
[2025-12-16T20:32:08.846651] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-16T20:32:08.846703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-16T20:32:08.860258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-16T20:32:08.860767] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-16T20:32:08.861684] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-16T20:32:08.861739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:08.861772] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:08.861801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:08.861859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:08.919420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:08.920486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:08.920648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:08.920685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:09.042759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:09.043155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:09.043210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:09.043242] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:09.047454] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: DOWN (p=19.37%)
[2025-12-16T20:32:09.047803] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-16T20:32:09.047950] [INFO ] [sig       ] SSP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:09.188384] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SSP.txt
[2025-12-16T20:32:09.188605] [INFO ] [sig       ] [3018/3585] Completed SSP in 0.3s | 2.95 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-16T20:32:09.188657] [INFO ] [sig       ] [3019/3585] Forecasting SSRM...
[2025-12-16T20:32:09.188691] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-16T20:32:09.188721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-16T20:32:09.202662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-16T20:32:09.203150] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-16T20:32:09.204048] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-16T20:32:09.204102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:09.204135] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:09.204163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:09.204221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:09.262472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:09.263710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:09.263855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:09.263890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:09.387247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:09.387475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:09.387522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:09.387552] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:09.391514] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: DOWN (p=32.73%)
[2025-12-16T20:32:09.391972] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-16T20:32:09.392138] [INFO ] [sig       ] SSRM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:09.539696] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SSRM.txt
[2025-12-16T20:32:09.539897] [INFO ] [sig       ] [3019/3585] Completed SSRM in 0.4s | 2.95 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-16T20:32:09.539943] [INFO ] [sig       ] [3020/3585] Forecasting SSSS...
[2025-12-16T20:32:09.539974] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-16T20:32:09.540007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-16T20:32:09.552732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-16T20:32:09.553146] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-16T20:32:09.554023] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-16T20:32:09.554076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:09.554111] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:09.554137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:09.554196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:09.612761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:09.613898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:09.614046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:09.614081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:09.739625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:09.739812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:09.739858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:09.739887] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:09.743458] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=43.56%)
[2025-12-16T20:32:09.743853] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-16T20:32:09.743985] [INFO ] [sig       ] SSSS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:09.883265] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SSSS.txt
[2025-12-16T20:32:09.883414] [INFO ] [sig       ] [3020/3585] Completed SSSS in 0.3s | 2.95 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-16T20:32:09.883454] [INFO ] [sig       ] [3021/3585] Forecasting SSTI...
[2025-12-16T20:32:09.883487] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-16T20:32:09.883523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-16T20:32:09.894361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-16T20:32:09.894673] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-16T20:32:09.895435] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-16T20:32:09.895486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:09.895518] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:09.895547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:09.895630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:09.951998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:09.953044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:09.953168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:09.953209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:10.071955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:10.072113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:10.072155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:10.072186] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:10.075608] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: DOWN (p=48.90%)
[2025-12-16T20:32:10.075878] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-16T20:32:10.076011] [INFO ] [sig       ] SSTI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:10.212855] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SSTI.txt
[2025-12-16T20:32:10.213012] [INFO ] [sig       ] [3021/3585] Completed SSTI in 0.3s | 2.95 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-16T20:32:10.213053] [INFO ] [sig       ] [3022/3585] Forecasting SSTK...
[2025-12-16T20:32:10.213082] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-16T20:32:10.213113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-16T20:32:10.223706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-16T20:32:10.224019] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-16T20:32:10.224785] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-16T20:32:10.224836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:10.224868] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:10.224894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:10.224950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:10.280301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:10.281105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:10.281186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:10.281218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:10.398709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:10.398874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:10.398913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:10.398942] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:10.402224] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=90.75%)
[2025-12-16T20:32:10.402486] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-16T20:32:10.402652] [INFO ] [sig       ] SSTK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:10.542795] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SSTK.txt
[2025-12-16T20:32:10.542927] [INFO ] [sig       ] [3022/3585] Completed SSTK in 0.3s | 2.95 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-16T20:32:10.542965] [INFO ] [sig       ] [3023/3585] Forecasting SSYS...
[2025-12-16T20:32:10.542993] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-16T20:32:10.543023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-16T20:32:10.554082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-16T20:32:10.554381] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-16T20:32:10.555158] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-16T20:32:10.555209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:10.555240] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:10.555266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:10.555321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:10.610742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:10.611481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:10.611559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:10.611612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:10.725838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:10.725988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:10.726027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:10.726054] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:10.729486] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: UP (p=86.24%)
[2025-12-16T20:32:10.729808] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-16T20:32:10.729933] [INFO ] [sig       ] SSYS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:10.868373] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SSYS.txt
[2025-12-16T20:32:10.868507] [INFO ] [sig       ] [3023/3585] Completed SSYS in 0.3s | 2.95 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-16T20:32:10.868554] [INFO ] [sig       ] [3024/3585] Forecasting STAA...
[2025-12-16T20:32:10.868613] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-16T20:32:10.868651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-16T20:32:10.879768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-16T20:32:10.880038] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-16T20:32:10.880796] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-16T20:32:10.880846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:10.880878] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:10.880904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:10.880959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:10.936712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:10.937560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:10.937675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:10.937710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:11.055913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:11.056065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:11.056102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:11.056131] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:11.059520] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: UP (p=88.42%)
[2025-12-16T20:32:11.059811] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-16T20:32:11.059935] [INFO ] [sig       ] STAA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:11.201844] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/STAA.txt
[2025-12-16T20:32:11.202014] [INFO ] [sig       ] [3024/3585] Completed STAA in 0.3s | 2.95 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-16T20:32:11.202058] [INFO ] [sig       ] [3025/3585] Forecasting STAG...
[2025-12-16T20:32:11.202091] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-16T20:32:11.202123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-16T20:32:11.212860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-16T20:32:11.213157] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-16T20:32:11.214004] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-16T20:32:11.214057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:11.214125] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:11.214166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:11.214249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:11.270302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:11.270982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:11.271062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:11.271095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:11.390062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:11.390206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:11.390244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:11.390272] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:11.393547] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=27.96%)
[2025-12-16T20:32:11.393828] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-16T20:32:11.393946] [INFO ] [sig       ] STAG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:11.530065] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/STAG.txt
[2025-12-16T20:32:11.530190] [INFO ] [sig       ] [3025/3585] Completed STAG in 0.3s | 2.95 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-16T20:32:11.530228] [INFO ] [sig       ] [3026/3585] Forecasting STBA...
[2025-12-16T20:32:11.530257] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-16T20:32:11.530289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-16T20:32:11.541071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-16T20:32:11.541413] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-16T20:32:11.542242] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-16T20:32:11.542295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:11.542339] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:11.542369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:11.542426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:11.599771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:11.600673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:11.600770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:11.600805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:11.715464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:11.715632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:11.715673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:11.715702] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:11.718955] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: DOWN (p=6.18%)
[2025-12-16T20:32:11.719244] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-16T20:32:11.719366] [INFO ] [sig       ] STBA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:11.855243] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/STBA.txt
[2025-12-16T20:32:11.855404] [INFO ] [sig       ] [3026/3585] Completed STBA in 0.3s | 2.95 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-16T20:32:11.855444] [INFO ] [sig       ] [3027/3585] Forecasting STC...
[2025-12-16T20:32:11.855474] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-16T20:32:11.855504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-16T20:32:11.866799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-16T20:32:11.867114] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-16T20:32:11.867893] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-16T20:32:11.867943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:11.867975] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:11.868001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:11.868058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:11.926443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:11.927416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:11.927508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:11.927542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:12.044792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:12.044963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:12.045003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:12.045031] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:12.048378] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=89.55%)
[2025-12-16T20:32:12.048685] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-16T20:32:12.048810] [INFO ] [sig       ] STC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:12.186183] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/STC.txt
[2025-12-16T20:32:12.186330] [INFO ] [sig       ] [3027/3585] Completed STC in 0.3s | 2.95 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-16T20:32:12.186370] [INFO ] [sig       ] [3028/3585] Forecasting STE...
[2025-12-16T20:32:12.186400] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-16T20:32:12.186430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-16T20:32:12.197332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-16T20:32:12.197625] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-16T20:32:12.198358] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-16T20:32:12.198409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:12.198440] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:12.198466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:12.198520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:12.253217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:12.254034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:12.254115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:12.254147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:12.371169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:12.371323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:12.371363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:12.371425] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:12.375102] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: UP (p=80.93%)
[2025-12-16T20:32:12.375362] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-16T20:32:12.375482] [INFO ] [sig       ] STE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:12.516984] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/STE.txt
[2025-12-16T20:32:12.517141] [INFO ] [sig       ] [3028/3585] Completed STE in 0.3s | 2.95 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-16T20:32:12.517181] [INFO ] [sig       ] [3029/3585] Forecasting STEL...
[2025-12-16T20:32:12.517211] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-16T20:32:12.517243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-16T20:32:12.529125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-16T20:32:12.529553] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-16T20:32:12.530374] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-16T20:32:12.530432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:12.530464] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:12.530490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:12.530550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:12.586865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:12.587771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:12.587857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:12.587889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:12.706128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:12.706284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:12.706323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:12.706350] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:12.709706] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=20.50%)
[2025-12-16T20:32:12.709986] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-16T20:32:12.710112] [INFO ] [sig       ] STEL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:12.844773] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/STEL.txt
[2025-12-16T20:32:12.844901] [INFO ] [sig       ] [3029/3585] Completed STEL in 0.3s | 2.95 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-16T20:32:12.844945] [INFO ] [sig       ] [3030/3585] Forecasting STEM...
[2025-12-16T20:32:12.844976] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-16T20:32:12.845005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-16T20:32:12.860042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-16T20:32:12.860333] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-16T20:32:12.861128] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-16T20:32:12.861178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:12.861209] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:12.861235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:12.861291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:12.916681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:12.917302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:12.917381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:12.917412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:13.033780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:13.033931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:13.033969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:13.033997] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:13.037260] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=40.59%)
[2025-12-16T20:32:13.037520] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-16T20:32:13.037655] [INFO ] [sig       ] STEM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:13.172975] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/STEM.txt
[2025-12-16T20:32:13.173098] [INFO ] [sig       ] [3030/3585] Completed STEM in 0.3s | 2.95 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-16T20:32:13.173137] [INFO ] [sig       ] [3031/3585] Forecasting STEP...
[2025-12-16T20:32:13.173165] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-16T20:32:13.173195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-16T20:32:13.184477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-16T20:32:13.184760] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-16T20:32:13.185499] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-16T20:32:13.185549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:13.185601] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:13.185630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:13.185693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:13.242231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:13.242851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:13.242933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:13.242966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:13.358504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:13.358679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:13.358728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:13.358761] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:13.362267] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: DOWN (p=27.24%)
[2025-12-16T20:32:13.362538] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-16T20:32:13.362700] [INFO ] [sig       ] STEP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:13.499178] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/STEP.txt
[2025-12-16T20:32:13.499294] [INFO ] [sig       ] [3031/3585] Completed STEP in 0.3s | 2.95 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-16T20:32:13.499334] [INFO ] [sig       ] [3032/3585] Forecasting STHO...
[2025-12-16T20:32:13.499363] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-16T20:32:13.499393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-16T20:32:13.510068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-16T20:32:13.510348] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-16T20:32:13.511110] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-16T20:32:13.511160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:13.511192] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:13.511219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:13.511275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:13.568630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:13.569288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:13.569372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:13.569404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:13.684618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:13.684769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:13.684808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:13.684837] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:13.688116] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: DOWN (p=46.54%)
[2025-12-16T20:32:13.688376] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-16T20:32:13.688493] [INFO ] [sig       ] STHO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:13.827749] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/STHO.txt
[2025-12-16T20:32:13.827873] [INFO ] [sig       ] [3032/3585] Completed STHO in 0.3s | 2.95 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-16T20:32:13.827912] [INFO ] [sig       ] [3033/3585] Forecasting STI...
[2025-12-16T20:32:13.827941] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-16T20:32:13.827971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-16T20:32:13.839325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-16T20:32:13.839708] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-16T20:32:13.840487] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-16T20:32:13.840539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:13.840592] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:13.840625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:13.840683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:13.897646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:13.898494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:13.898597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:13.898640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:14.018331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:14.018473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:14.018527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:14.018556] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:14.021811] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: UP (p=67.94%)
[2025-12-16T20:32:14.022073] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-16T20:32:14.022195] [INFO ] [sig       ] STI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:14.157854] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/STI.txt
[2025-12-16T20:32:14.157975] [INFO ] [sig       ] [3033/3585] Completed STI in 0.3s | 2.95 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-16T20:32:14.158013] [INFO ] [sig       ] [3034/3585] Forecasting STIM...
[2025-12-16T20:32:14.158042] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-16T20:32:14.158074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-16T20:32:14.169022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-16T20:32:14.169314] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-16T20:32:14.170108] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-16T20:32:14.170159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:14.170190] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:14.170217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:14.170273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:14.225727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:14.226476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:14.226554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:14.226603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:14.346341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:14.346485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:14.346523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:14.346551] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:14.349932] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: UP (p=50.48%)
[2025-12-16T20:32:14.350193] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-16T20:32:14.350313] [INFO ] [sig       ] STIM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:14.487137] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/STIM.txt
[2025-12-16T20:32:14.487256] [INFO ] [sig       ] [3034/3585] Completed STIM in 0.3s | 2.95 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-16T20:32:14.487294] [INFO ] [sig       ] [3035/3585] Forecasting STK...
[2025-12-16T20:32:14.487323] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-16T20:32:14.487354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-16T20:32:14.498239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-16T20:32:14.498513] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-16T20:32:14.499318] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-16T20:32:14.499370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:14.499401] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:14.499428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:14.499482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:14.555285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:14.555981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:14.556100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:14.556133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:14.677405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:14.677537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:14.677590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:14.677630] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:14.680949] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2025-12-16T20:32:14.681216] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-16T20:32:14.681337] [INFO ] [sig       ] STK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:14.816471] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/STK.txt
[2025-12-16T20:32:14.816607] [INFO ] [sig       ] [3035/3585] Completed STK in 0.3s | 2.95 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-16T20:32:14.816660] [INFO ] [sig       ] [3036/3585] Forecasting STKH...
[2025-12-16T20:32:14.816690] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-16T20:32:14.816720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-16T20:32:14.828388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-16T20:32:14.828724] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-16T20:32:14.829520] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-16T20:32:14.829594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:14.829637] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:14.829670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:14.829739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:14.886002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:14.886640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:14.886717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:14.886748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:14.993310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:14.993462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:14.993500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:14.993528] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:14.996894] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: UP (p=91.64%)
[2025-12-16T20:32:14.997158] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-16T20:32:14.997279] [INFO ] [sig       ] STKH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:15.133375] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/STKH.txt
[2025-12-16T20:32:15.133506] [INFO ] [sig       ] [3036/3585] Completed STKH in 0.3s | 2.95 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-16T20:32:15.133545] [INFO ] [sig       ] [3037/3585] Forecasting STKL...
[2025-12-16T20:32:15.133592] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-16T20:32:15.133623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-16T20:32:15.144110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-16T20:32:15.144391] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-16T20:32:15.145147] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-16T20:32:15.145197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:15.145239] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:15.145267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:15.145323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:15.202735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:15.203660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:15.203766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:15.203804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:15.329537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:15.329710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:15.329762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:15.329802] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:15.333267] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2025-12-16T20:32:15.333554] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-16T20:32:15.333713] [INFO ] [sig       ] STKL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:15.472564] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/STKL.txt
[2025-12-16T20:32:15.472713] [INFO ] [sig       ] [3037/3585] Completed STKL in 0.3s | 2.95 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-16T20:32:15.472754] [INFO ] [sig       ] [3038/3585] Forecasting STKS...
[2025-12-16T20:32:15.472786] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-16T20:32:15.472817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-16T20:32:15.484025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-16T20:32:15.484356] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-16T20:32:15.485145] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-16T20:32:15.485197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:15.485232] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:15.485271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:15.485338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:15.543247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:15.543953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:15.544036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:15.544071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:15.663682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:15.663833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:15.663873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:15.663902] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:15.667237] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=9.85%)
[2025-12-16T20:32:15.667506] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-16T20:32:15.667656] [INFO ] [sig       ] STKS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:15.803524] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/STKS.txt
[2025-12-16T20:32:15.803704] [INFO ] [sig       ] [3038/3585] Completed STKS in 0.3s | 2.95 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-16T20:32:15.803745] [INFO ] [sig       ] [3039/3585] Forecasting STLA...
[2025-12-16T20:32:15.803775] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-16T20:32:15.803805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-16T20:32:15.814952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-16T20:32:15.815267] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-16T20:32:15.816021] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-16T20:32:15.816072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:15.816105] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:15.816131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:15.816187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:15.871274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:15.871967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:15.872046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:15.872081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:15.988465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:15.988636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:15.988677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:15.988705] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:15.992020] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=92.45%)
[2025-12-16T20:32:15.992284] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-16T20:32:15.992403] [INFO ] [sig       ] STLA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:16.129301] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/STLA.txt
[2025-12-16T20:32:16.129439] [INFO ] [sig       ] [3039/3585] Completed STLA in 0.3s | 2.95 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-16T20:32:16.129479] [INFO ] [sig       ] [3040/3585] Forecasting STLD...
[2025-12-16T20:32:16.129509] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-16T20:32:16.129539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-16T20:32:16.141057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-16T20:32:16.141364] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-16T20:32:16.142132] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-16T20:32:16.142183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:16.142214] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:16.142241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:16.142301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:16.196966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:16.197668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:16.197747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:16.197779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:16.315075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:16.315230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:16.315267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:16.315296] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:16.318568] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: DOWN (p=21.05%)
[2025-12-16T20:32:16.318854] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-16T20:32:16.318972] [INFO ] [sig       ] STLD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:16.453771] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/STLD.txt
[2025-12-16T20:32:16.453903] [INFO ] [sig       ] [3040/3585] Completed STLD in 0.3s | 2.95 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-16T20:32:16.453942] [INFO ] [sig       ] [3041/3585] Forecasting STM...
[2025-12-16T20:32:16.453977] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-16T20:32:16.454009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-16T20:32:16.465122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-16T20:32:16.465430] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-16T20:32:16.466218] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-16T20:32:16.466268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:16.466300] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:16.466326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:16.466381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:16.521401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:16.522101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:16.522180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:16.522212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:16.643522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:16.643700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:16.643742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:16.643771] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:16.647252] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: UP (p=63.29%)
[2025-12-16T20:32:16.647537] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-16T20:32:16.647684] [INFO ] [sig       ] STM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:16.782162] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/STM.txt
[2025-12-16T20:32:16.782296] [INFO ] [sig       ] [3041/3585] Completed STM in 0.3s | 2.95 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-16T20:32:16.782335] [INFO ] [sig       ] [3042/3585] Forecasting STN...
[2025-12-16T20:32:16.782364] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-16T20:32:16.782395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-16T20:32:16.793652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-16T20:32:16.793948] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-16T20:32:16.794741] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-16T20:32:16.794805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:16.794866] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:16.794894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:16.794951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:16.852306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:16.853097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:16.853178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:16.853214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:16.973428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:16.973608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:16.973650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:16.973678] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:16.977089] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: UP (p=94.37%)
[2025-12-16T20:32:16.977362] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-16T20:32:16.977490] [INFO ] [sig       ] STN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:17.120967] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/STN.txt
[2025-12-16T20:32:17.121117] [INFO ] [sig       ] [3042/3585] Completed STN in 0.3s | 2.95 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-16T20:32:17.121157] [INFO ] [sig       ] [3043/3585] Forecasting STNE...
[2025-12-16T20:32:17.121186] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-16T20:32:17.121215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-16T20:32:17.133132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-16T20:32:17.133445] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-16T20:32:17.134238] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-16T20:32:17.134290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:17.134322] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:17.134348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:17.134403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:17.193742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:17.194544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:17.194645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:17.194681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:17.328485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:17.328659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:17.328702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:17.328734] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:17.332260] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=82.95%)
[2025-12-16T20:32:17.332536] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-16T20:32:17.332680] [INFO ] [sig       ] STNE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:17.476048] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/STNE.txt
[2025-12-16T20:32:17.476190] [INFO ] [sig       ] [3043/3585] Completed STNE in 0.4s | 2.95 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-16T20:32:17.476228] [INFO ] [sig       ] [3044/3585] Forecasting STOK...
[2025-12-16T20:32:17.476257] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-16T20:32:17.476288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-16T20:32:17.487394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-16T20:32:17.487710] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-16T20:32:17.488477] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-16T20:32:17.488527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:17.488560] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:17.488614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:17.488671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:17.543853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:17.544645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:17.544736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:17.544775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:17.669419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:17.669587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:17.669628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:17.669672] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:17.673072] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: UP (p=91.28%)
[2025-12-16T20:32:17.673338] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-16T20:32:17.673465] [INFO ] [sig       ] STOK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:17.808789] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/STOK.txt
[2025-12-16T20:32:17.808917] [INFO ] [sig       ] [3044/3585] Completed STOK in 0.3s | 2.95 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-16T20:32:17.808955] [INFO ] [sig       ] [3045/3585] Forecasting STRA...
[2025-12-16T20:32:17.808984] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-16T20:32:17.809016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-16T20:32:17.820516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-16T20:32:17.820850] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-16T20:32:17.821621] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-16T20:32:17.821672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:17.821703] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:17.821729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:17.821784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:17.876497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:17.877380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:17.877460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:17.877491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:17.994356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:17.994505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:17.994543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:17.994621] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:17.997920] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=82.60%)
[2025-12-16T20:32:17.998183] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-16T20:32:17.998307] [INFO ] [sig       ] STRA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:18.132759] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/STRA.txt
[2025-12-16T20:32:18.132890] [INFO ] [sig       ] [3045/3585] Completed STRA in 0.3s | 2.95 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-16T20:32:18.132929] [INFO ] [sig       ] [3046/3585] Forecasting STRL...
[2025-12-16T20:32:18.132958] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-16T20:32:18.132989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-16T20:32:18.144488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-16T20:32:18.144826] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-16T20:32:18.145588] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-16T20:32:18.145640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:18.145672] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:18.145699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:18.145755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:18.201198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:18.201984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:18.202256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:18.202303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:18.326772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:18.326930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:18.326969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:18.326997] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:18.330350] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: DOWN (p=6.87%)
[2025-12-16T20:32:18.330632] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-16T20:32:18.330757] [INFO ] [sig       ] STRL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:18.467167] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/STRL.txt
[2025-12-16T20:32:18.467302] [INFO ] [sig       ] [3046/3585] Completed STRL in 0.3s | 2.95 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-16T20:32:18.467340] [INFO ] [sig       ] [3047/3585] Forecasting STRS...
[2025-12-16T20:32:18.467371] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-16T20:32:18.467401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-16T20:32:18.478443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-16T20:32:18.478775] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-16T20:32:18.479660] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-16T20:32:18.479725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:18.479765] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:18.479799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:18.479868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:18.535324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:18.535928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:18.536007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:18.536039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:18.631758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:18.631911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:18.631949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:18.631978] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:18.635308] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: UP (p=95.44%)
[2025-12-16T20:32:18.635597] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-16T20:32:18.635719] [INFO ] [sig       ] STRS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:18.771307] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/STRS.txt
[2025-12-16T20:32:18.771447] [INFO ] [sig       ] [3047/3585] Completed STRS in 0.3s | 2.95 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-16T20:32:18.771513] [INFO ] [sig       ] [3048/3585] Forecasting STSS...
[2025-12-16T20:32:18.771550] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-16T20:32:18.771612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-16T20:32:18.783330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-16T20:32:18.783662] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-16T20:32:18.784482] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-16T20:32:18.784534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:18.784566] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:18.784628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:18.784699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:18.840918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:18.841558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:18.841653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:18.841685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:18.958680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:18.958830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:18.958869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:18.958897] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:18.962251] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: DOWN (p=30.18%)
[2025-12-16T20:32:18.962517] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-16T20:32:18.962657] [INFO ] [sig       ] STSS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:19.097804] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/STSS.txt
[2025-12-16T20:32:19.097933] [INFO ] [sig       ] [3048/3585] Completed STSS in 0.3s | 2.95 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-16T20:32:19.097972] [INFO ] [sig       ] [3049/3585] Forecasting STTK...
[2025-12-16T20:32:19.098001] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-16T20:32:19.098030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-16T20:32:19.110291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-16T20:32:19.110660] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-16T20:32:19.111547] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-16T20:32:19.111617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:19.111653] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:19.111680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:19.111738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:19.172775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:19.173717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:19.173811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:19.173862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:19.300386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:19.300544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:19.300602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:19.300634] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:19.304069] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: UP (p=63.60%)
[2025-12-16T20:32:19.304385] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-16T20:32:19.304518] [INFO ] [sig       ] STTK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:19.453167] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/STTK.txt
[2025-12-16T20:32:19.453500] [INFO ] [sig       ] [3049/3585] Completed STTK in 0.4s | 2.95 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-16T20:32:19.453544] [INFO ] [sig       ] [3050/3585] Forecasting STVN...
[2025-12-16T20:32:19.453596] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-16T20:32:19.453641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-16T20:32:19.465455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-16T20:32:19.465762] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-16T20:32:19.466543] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-16T20:32:19.466611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:19.466643] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:19.466669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:19.466727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:19.522306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:19.522973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:19.523052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:19.523084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:19.642693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:19.642872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:19.642922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:19.642959] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:19.647385] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=13.18%)
[2025-12-16T20:32:19.647742] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-16T20:32:19.647914] [INFO ] [sig       ] STVN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:19.786128] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/STVN.txt
[2025-12-16T20:32:19.786290] [INFO ] [sig       ] [3050/3585] Completed STVN in 0.3s | 2.95 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-16T20:32:19.786332] [INFO ] [sig       ] [3051/3585] Forecasting STWD...
[2025-12-16T20:32:19.786363] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-16T20:32:19.786395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-16T20:32:19.799028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-16T20:32:19.799369] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-16T20:32:19.800190] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-16T20:32:19.800242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:19.800274] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:19.800302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:19.800357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:19.860458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:19.861486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:19.861597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:19.861634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:19.981150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:19.981309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:19.981349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:19.981379] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:19.984808] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-16T20:32:19.985100] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-16T20:32:19.985232] [INFO ] [sig       ] STWD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:20.139235] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/STWD.txt
[2025-12-16T20:32:20.139404] [INFO ] [sig       ] [3051/3585] Completed STWD in 0.4s | 2.95 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-16T20:32:20.139444] [INFO ] [sig       ] [3052/3585] Forecasting STX...
[2025-12-16T20:32:20.139475] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-16T20:32:20.139512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-16T20:32:20.151394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-16T20:32:20.151819] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-16T20:32:20.152638] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-16T20:32:20.152691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:20.152724] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:20.152753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:20.152816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:20.208545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:20.209389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:20.209505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:20.209539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:20.338075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:20.338248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:20.338297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:20.338332] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:20.342379] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: DOWN (p=44.52%)
[2025-12-16T20:32:20.342682] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-16T20:32:20.342846] [INFO ] [sig       ] STX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:20.489745] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/STX.txt
[2025-12-16T20:32:20.489934] [INFO ] [sig       ] [3052/3585] Completed STX in 0.4s | 2.95 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-16T20:32:20.489979] [INFO ] [sig       ] [3053/3585] Forecasting STXE...
[2025-12-16T20:32:20.490012] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-16T20:32:20.490043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-16T20:32:20.501991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-16T20:32:20.502371] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-16T20:32:20.503192] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-16T20:32:20.503244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:20.503277] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:20.503304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:20.503360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:20.563939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:20.564876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:20.564964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:20.565000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:20.676133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:20.676282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:20.676326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:20.676357] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:20.679883] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=63.65%)
[2025-12-16T20:32:20.680156] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-16T20:32:20.680285] [INFO ] [sig       ] STXE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:20.825593] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/STXE.txt
[2025-12-16T20:32:20.825742] [INFO ] [sig       ] [3053/3585] Completed STXE in 0.3s | 2.95 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-16T20:32:20.825784] [INFO ] [sig       ] [3054/3585] Forecasting STXG...
[2025-12-16T20:32:20.825815] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-16T20:32:20.825845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-16T20:32:20.838000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-16T20:32:20.838326] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-16T20:32:20.839237] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-16T20:32:20.839292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:20.839325] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:20.839352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:20.839408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:20.899846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:20.900706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:20.900791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:20.900824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:21.009054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:21.009226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:21.009269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:21.009297] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:21.012661] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=12.25%)
[2025-12-16T20:32:21.012933] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-16T20:32:21.013055] [INFO ] [sig       ] STXG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:21.147297] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/STXG.txt
[2025-12-16T20:32:21.147412] [INFO ] [sig       ] [3054/3585] Completed STXG in 0.3s | 2.95 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-16T20:32:21.147451] [INFO ] [sig       ] [3055/3585] Forecasting SUI...
[2025-12-16T20:32:21.147481] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-16T20:32:21.147511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-16T20:32:21.158846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-16T20:32:21.159120] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-16T20:32:21.159946] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-16T20:32:21.159997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:21.160028] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:21.160054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:21.160109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:21.214792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:21.215413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:21.215492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:21.215523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:21.332778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:21.332928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:21.332966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:21.332995] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:21.336298] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=4.21%)
[2025-12-16T20:32:21.336562] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-16T20:32:21.336700] [INFO ] [sig       ] SUI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:21.474185] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SUI.txt
[2025-12-16T20:32:21.474338] [INFO ] [sig       ] [3055/3585] Completed SUI in 0.3s | 2.95 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-16T20:32:21.474377] [INFO ] [sig       ] [3056/3585] Forecasting SUN...
[2025-12-16T20:32:21.474407] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-16T20:32:21.474438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-16T20:32:21.485344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-16T20:32:21.485635] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-16T20:32:21.486368] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-16T20:32:21.486418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:21.486451] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:21.486477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:21.486532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:21.541998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:21.542611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:21.542687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:21.542718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:21.659317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:21.659465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:21.659503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:21.659531] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:21.662851] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=7.13%)
[2025-12-16T20:32:21.663129] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-16T20:32:21.663250] [INFO ] [sig       ] SUN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:21.801330] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SUN.txt
[2025-12-16T20:32:21.801469] [INFO ] [sig       ] [3056/3585] Completed SUN in 0.3s | 2.95 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-16T20:32:21.801507] [INFO ] [sig       ] [3057/3585] Forecasting SUNS...
[2025-12-16T20:32:21.801536] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-16T20:32:21.801565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-16T20:32:21.813263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-16T20:32:21.813545] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-16T20:32:21.814301] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-16T20:32:21.814351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:21.814382] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:21.814407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:21.814466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:21.870696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:21.871425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:21.871503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:21.871534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:21.992311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:21.992478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:21.992516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:21.992543] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:21.995875] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2025-12-16T20:32:21.996138] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-16T20:32:21.996255] [INFO ] [sig       ] SUNS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:22.132677] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SUNS.txt
[2025-12-16T20:32:22.132811] [INFO ] [sig       ] [3057/3585] Completed SUNS in 0.3s | 2.95 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-16T20:32:22.132853] [INFO ] [sig       ] [3058/3585] Forecasting SUPN...
[2025-12-16T20:32:22.132883] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-16T20:32:22.132913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-16T20:32:22.144164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-16T20:32:22.144443] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-16T20:32:22.145204] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-16T20:32:22.145255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:22.145287] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:22.145314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:22.145369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:22.201849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:22.202496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:22.202592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:22.202626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:22.325163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:22.325309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:22.325349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:22.325378] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:22.328733] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-12-16T20:32:22.329008] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-16T20:32:22.329208] [INFO ] [sig       ] SUPN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:22.464484] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SUPN.txt
[2025-12-16T20:32:22.464636] [INFO ] [sig       ] [3058/3585] Completed SUPN in 0.3s | 2.95 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-16T20:32:22.464677] [INFO ] [sig       ] [3059/3585] Forecasting SURG...
[2025-12-16T20:32:22.464707] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-16T20:32:22.464736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-16T20:32:22.475354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-16T20:32:22.475634] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-16T20:32:22.476406] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-16T20:32:22.476457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:22.476515] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:22.476543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:22.476614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:22.532650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:22.533355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:22.533433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:22.533465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:22.650433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:22.650600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:22.650640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:22.650668] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:22.653949] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2025-12-16T20:32:22.654230] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-16T20:32:22.654351] [INFO ] [sig       ] SURG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:22.791454] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SURG.txt
[2025-12-16T20:32:22.791639] [INFO ] [sig       ] [3059/3585] Completed SURG in 0.3s | 2.95 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-16T20:32:22.791682] [INFO ] [sig       ] [3060/3585] Forecasting SUSB...
[2025-12-16T20:32:22.791714] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-16T20:32:22.791743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-16T20:32:22.803500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-16T20:32:22.803905] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-16T20:32:22.804806] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-16T20:32:22.804863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:22.804898] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:22.804926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:22.804983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:22.862213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:22.863117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:22.863199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:22.863231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:22.980968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:22.981131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:22.981172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:22.981200] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:22.984643] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=71.20%)
[2025-12-16T20:32:22.984931] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-16T20:32:22.985057] [INFO ] [sig       ] SUSB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:23.119922] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SUSB.txt
[2025-12-16T20:32:23.120069] [INFO ] [sig       ] [3060/3585] Completed SUSB in 0.3s | 2.95 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-16T20:32:23.120109] [INFO ] [sig       ] [3061/3585] Forecasting SUSC...
[2025-12-16T20:32:23.120138] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-16T20:32:23.120167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-16T20:32:23.131848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-16T20:32:23.132121] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-16T20:32:23.132916] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-16T20:32:23.132977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:23.133009] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:23.133035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:23.133090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:23.188319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:23.189226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:23.189315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:23.189346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:23.305451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:23.305623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:23.305664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:23.305692] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:23.309081] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: DOWN (p=38.70%)
[2025-12-16T20:32:23.309378] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-16T20:32:23.309502] [INFO ] [sig       ] SUSC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:23.445272] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SUSC.txt
[2025-12-16T20:32:23.445445] [INFO ] [sig       ] [3061/3585] Completed SUSC in 0.3s | 2.95 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-16T20:32:23.445486] [INFO ] [sig       ] [3062/3585] Forecasting SUSL...
[2025-12-16T20:32:23.445516] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-16T20:32:23.445546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-16T20:32:23.458972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-16T20:32:23.459412] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-16T20:32:23.460271] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-16T20:32:23.460323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:23.460355] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:23.460381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:23.460437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:23.517827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:23.518622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:23.518711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:23.518743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:23.641520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:23.641698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:23.641741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:23.641808] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:23.645279] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: UP (p=77.65%)
[2025-12-16T20:32:23.645555] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-16T20:32:23.645701] [INFO ] [sig       ] SUSL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:23.787224] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SUSL.txt
[2025-12-16T20:32:23.787378] [INFO ] [sig       ] [3062/3585] Completed SUSL in 0.3s | 2.95 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-16T20:32:23.787417] [INFO ] [sig       ] [3063/3585] Forecasting SUUN...
[2025-12-16T20:32:23.787447] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-16T20:32:23.787478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-16T20:32:23.798170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-16T20:32:23.798466] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-16T20:32:23.799251] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-16T20:32:23.799303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:23.799335] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:23.799361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:23.799416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:23.855782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:23.856414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:23.856491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:23.856524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:23.977603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:23.977754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:23.977795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:23.977823] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:23.981219] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: DOWN (p=21.66%)
[2025-12-16T20:32:23.981489] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-16T20:32:23.981630] [INFO ] [sig       ] SUUN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:24.121923] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SUUN.txt
[2025-12-16T20:32:24.122074] [INFO ] [sig       ] [3063/3585] Completed SUUN in 0.3s | 2.95 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-16T20:32:24.122120] [INFO ] [sig       ] [3064/3585] Forecasting SUZ...
[2025-12-16T20:32:24.122152] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-16T20:32:24.122184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-16T20:32:24.133641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-16T20:32:24.133933] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-16T20:32:24.134742] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-16T20:32:24.134795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:24.134827] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:24.134853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:24.134910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:24.192913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:24.193669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:24.193750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:24.193783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:24.318438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:24.318610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:24.318652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:24.318682] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:24.322074] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=75.63%)
[2025-12-16T20:32:24.322362] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-16T20:32:24.322487] [INFO ] [sig       ] SUZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:24.464648] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SUZ.txt
[2025-12-16T20:32:24.464806] [INFO ] [sig       ] [3064/3585] Completed SUZ in 0.3s | 2.95 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-16T20:32:24.464851] [INFO ] [sig       ] [3065/3585] Forecasting SVC...
[2025-12-16T20:32:24.464883] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-16T20:32:24.464913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-16T20:32:24.477434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-16T20:32:24.477710] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-16T20:32:24.478623] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-16T20:32:24.478674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:24.478706] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:24.478733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:24.478788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:24.537017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:24.537886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:24.537971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:24.538004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:24.680069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:24.680263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:24.680320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:24.680363] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:24.685273] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-12-16T20:32:24.685753] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-16T20:32:24.685957] [INFO ] [sig       ] SVC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:24.868749] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SVC.txt
[2025-12-16T20:32:24.868979] [INFO ] [sig       ] [3065/3585] Completed SVC in 0.4s | 2.95 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-16T20:32:24.869044] [INFO ] [sig       ] [3066/3585] Forecasting SVCO...
[2025-12-16T20:32:24.869079] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-16T20:32:24.869109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-16T20:32:24.882910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-16T20:32:24.883421] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-16T20:32:24.884416] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-16T20:32:24.884475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:24.884509] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:24.884537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:24.884612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:24.962320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:24.963451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:24.963609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:24.963656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:25.131909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:25.132091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:25.132141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:25.132179] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:25.136917] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: UP (p=71.61%)
[2025-12-16T20:32:25.137404] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-16T20:32:25.137612] [INFO ] [sig       ] SVCO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:25.371453] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SVCO.txt
[2025-12-16T20:32:25.371704] [INFO ] [sig       ] [3066/3585] Completed SVCO in 0.5s | 2.95 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-16T20:32:25.371775] [INFO ] [sig       ] [3067/3585] Forecasting SVRA...
[2025-12-16T20:32:25.371827] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-16T20:32:25.371878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-16T20:32:25.386115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-16T20:32:25.386590] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-16T20:32:25.387642] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-16T20:32:25.387708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:25.387752] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:25.387792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:25.387859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:25.478090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:25.479332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:25.479449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:25.479496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:25.623218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:25.623378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:25.623431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:25.623477] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:25.627166] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: UP (p=90.93%)
[2025-12-16T20:32:25.627466] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-16T20:32:25.627622] [INFO ] [sig       ] SVRA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:25.798521] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SVRA.txt
[2025-12-16T20:32:25.798695] [INFO ] [sig       ] [3067/3585] Completed SVRA in 0.4s | 2.95 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-16T20:32:25.798742] [INFO ] [sig       ] [3068/3585] Forecasting SWBI...
[2025-12-16T20:32:25.798786] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-16T20:32:25.798836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-16T20:32:25.811947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-16T20:32:25.812293] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-16T20:32:25.813315] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-16T20:32:25.813369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:25.813402] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:25.813429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:25.813485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:25.873157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:25.873955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:25.874039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:25.874072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:25.996662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:25.996817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:25.996882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:25.996936] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:26.000787] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-12-16T20:32:26.001087] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-16T20:32:26.001232] [INFO ] [sig       ] SWBI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:26.143551] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SWBI.txt
[2025-12-16T20:32:26.143726] [INFO ] [sig       ] [3068/3585] Completed SWBI in 0.3s | 2.95 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-16T20:32:26.143767] [INFO ] [sig       ] [3069/3585] Forecasting SWIM...
[2025-12-16T20:32:26.143799] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-16T20:32:26.143828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-16T20:32:26.155370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-16T20:32:26.155731] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-16T20:32:26.156520] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-16T20:32:26.156592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:26.156628] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:26.156658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:26.156715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:26.215497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:26.216251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:26.216361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:26.216396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:26.343282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:26.343434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:26.343476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:26.343505] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:26.347040] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: UP (p=78.16%)
[2025-12-16T20:32:26.347313] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-16T20:32:26.347439] [INFO ] [sig       ] SWIM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:26.491860] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SWIM.txt
[2025-12-16T20:32:26.492027] [INFO ] [sig       ] [3069/3585] Completed SWIM in 0.3s | 2.95 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-16T20:32:26.492068] [INFO ] [sig       ] [3070/3585] Forecasting SWK...
[2025-12-16T20:32:26.492099] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-16T20:32:26.492131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-16T20:32:26.503233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-16T20:32:26.503606] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-16T20:32:26.504403] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-16T20:32:26.504456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:26.504488] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:26.504515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:26.504590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:26.559553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:26.560385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:26.560468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:26.560500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:26.680436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:26.680622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:26.680664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:26.680694] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:26.683998] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: UP (p=58.22%)
[2025-12-16T20:32:26.684264] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-16T20:32:26.684385] [INFO ] [sig       ] SWK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:26.823413] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SWK.txt
[2025-12-16T20:32:26.823546] [INFO ] [sig       ] [3070/3585] Completed SWK in 0.3s | 2.95 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-16T20:32:26.823602] [INFO ] [sig       ] [3071/3585] Forecasting SWKS...
[2025-12-16T20:32:26.823634] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-16T20:32:26.823663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-16T20:32:26.834468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-16T20:32:26.834736] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-16T20:32:26.835475] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-16T20:32:26.835525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:26.835556] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:26.835610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:26.835668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:26.891454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:26.892066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:26.892143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:26.892175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:27.012232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:27.012375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:27.012412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:27.012439] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:27.015738] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-12-16T20:32:27.016002] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-16T20:32:27.016121] [INFO ] [sig       ] SWKS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:27.153202] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SWKS.txt
[2025-12-16T20:32:27.153322] [INFO ] [sig       ] [3071/3585] Completed SWKS in 0.3s | 2.95 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-16T20:32:27.153360] [INFO ] [sig       ] [3072/3585] Forecasting SWX...
[2025-12-16T20:32:27.153389] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-16T20:32:27.153418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-16T20:32:27.164134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-16T20:32:27.164398] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-16T20:32:27.165188] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-16T20:32:27.165239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:27.165281] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:27.165309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:27.165364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:27.222502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:27.223212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:27.223294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:27.223327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:27.340964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:27.341103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:27.341143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:27.341171] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:27.344405] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=72.58%)
[2025-12-16T20:32:27.344692] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-16T20:32:27.344811] [INFO ] [sig       ] SWX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:27.484395] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SWX.txt
[2025-12-16T20:32:27.484537] [INFO ] [sig       ] [3072/3585] Completed SWX in 0.3s | 2.95 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-16T20:32:27.484593] [INFO ] [sig       ] [3073/3585] Forecasting SWZ...
[2025-12-16T20:32:27.484625] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-16T20:32:27.484657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-16T20:32:27.495998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-16T20:32:27.496283] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-16T20:32:27.497043] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-16T20:32:27.497094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:27.497126] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:27.497152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:27.497209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:27.554007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:27.554626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:27.554702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:27.554735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:27.663000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:27.663151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:27.663190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:27.663217] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:27.666493] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: DOWN (p=24.35%)
[2025-12-16T20:32:27.666774] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-16T20:32:27.666898] [INFO ] [sig       ] SWZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:27.804621] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SWZ.txt
[2025-12-16T20:32:27.804740] [INFO ] [sig       ] [3073/3585] Completed SWZ in 0.3s | 2.95 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-16T20:32:27.804778] [INFO ] [sig       ] [3074/3585] Forecasting SXC...
[2025-12-16T20:32:27.804807] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-16T20:32:27.804838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-16T20:32:27.816423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-16T20:32:27.816726] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-16T20:32:27.817494] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-16T20:32:27.817545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:27.817601] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:27.817631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:27.817686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:27.873893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:27.874482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:27.874560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:27.874610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:27.992589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:27.992730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:27.992768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:27.992796] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:27.996037] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=53.55%)
[2025-12-16T20:32:27.996303] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-16T20:32:27.996422] [INFO ] [sig       ] SXC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:28.131425] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SXC.txt
[2025-12-16T20:32:28.131546] [INFO ] [sig       ] [3074/3585] Completed SXC in 0.3s | 2.95 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-16T20:32:28.131601] [INFO ] [sig       ] [3075/3585] Forecasting SXI...
[2025-12-16T20:32:28.131633] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-16T20:32:28.131663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-16T20:32:28.142481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-16T20:32:28.142759] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-16T20:32:28.143494] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-16T20:32:28.143544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:28.143615] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:28.143646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:28.143702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:28.199774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:28.200355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:28.200432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:28.200464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:28.318176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:28.318313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:28.318352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:28.318381] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:28.321644] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=59.48%)
[2025-12-16T20:32:28.321904] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-16T20:32:28.322024] [INFO ] [sig       ] SXI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:28.460200] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SXI.txt
[2025-12-16T20:32:28.460318] [INFO ] [sig       ] [3075/3585] Completed SXI in 0.3s | 2.95 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-16T20:32:28.460355] [INFO ] [sig       ] [3076/3585] Forecasting SXTC...
[2025-12-16T20:32:28.460390] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-16T20:32:28.460421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-16T20:32:28.472914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-16T20:32:28.473258] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-16T20:32:28.474086] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-16T20:32:28.474142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:28.474202] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:28.474232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:28.474288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:28.532545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:28.533220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:28.533304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:28.533338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:28.652156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:28.652274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:28.652311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:28.652340] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:28.655666] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: DOWN (p=14.06%)
[2025-12-16T20:32:28.655963] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-16T20:32:28.656099] [INFO ] [sig       ] SXTC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:28.797260] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SXTC.txt
[2025-12-16T20:32:28.797410] [INFO ] [sig       ] [3076/3585] Completed SXTC in 0.3s | 2.95 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-16T20:32:28.797450] [INFO ] [sig       ] [3077/3585] Forecasting SY...
[2025-12-16T20:32:28.797480] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-16T20:32:28.797510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-16T20:32:28.809838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-16T20:32:28.810187] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-16T20:32:28.810980] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-16T20:32:28.811032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:28.811064] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:28.811091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:28.811145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:28.867171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:28.867813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:28.867891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:28.867923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:28.981912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:28.982059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:28.982098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:28.982127] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:28.985400] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: UP (p=78.86%)
[2025-12-16T20:32:28.985682] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-16T20:32:28.985807] [INFO ] [sig       ] SY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:29.122121] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SY.txt
[2025-12-16T20:32:29.122246] [INFO ] [sig       ] [3077/3585] Completed SY in 0.3s | 2.95 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-16T20:32:29.122285] [INFO ] [sig       ] [3078/3585] Forecasting SYF...
[2025-12-16T20:32:29.122314] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-16T20:32:29.122344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-16T20:32:29.134098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-16T20:32:29.134431] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-16T20:32:29.135293] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-16T20:32:29.135347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:29.135382] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:29.135408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:29.135464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:29.192524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:29.193259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:29.193345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:29.193377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:29.316935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:29.317093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:29.317131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:29.317158] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:29.320470] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=72.70%)
[2025-12-16T20:32:29.320756] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-16T20:32:29.320886] [INFO ] [sig       ] SYF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:29.460226] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SYF.txt
[2025-12-16T20:32:29.460361] [INFO ] [sig       ] [3078/3585] Completed SYF in 0.3s | 2.95 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-16T20:32:29.460399] [INFO ] [sig       ] [3079/3585] Forecasting SYK...
[2025-12-16T20:32:29.460428] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-16T20:32:29.460458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-16T20:32:29.471697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-16T20:32:29.472016] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-16T20:32:29.472829] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-16T20:32:29.472882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:29.472915] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:29.472942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:29.472999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:29.530698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:29.531510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:29.531609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:29.531645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:29.650450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:29.650619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:29.650658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:29.650703] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:29.654017] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=35.48%)
[2025-12-16T20:32:29.654293] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-16T20:32:29.654411] [INFO ] [sig       ] SYK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:29.800447] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SYK.txt
[2025-12-16T20:32:29.800625] [INFO ] [sig       ] [3079/3585] Completed SYK in 0.3s | 2.95 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-16T20:32:29.800693] [INFO ] [sig       ] [3080/3585] Forecasting SYM...
[2025-12-16T20:32:29.800731] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-16T20:32:29.800763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-16T20:32:29.812174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-16T20:32:29.812599] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-16T20:32:29.813392] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-16T20:32:29.813444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:29.813477] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:29.813504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:29.813563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:29.871697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:29.872496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:29.872597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:29.872634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:29.992355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:29.992507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:29.992545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:29.992593] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:29.995904] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: UP (p=79.13%)
[2025-12-16T20:32:29.996167] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-16T20:32:29.996284] [INFO ] [sig       ] SYM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:30.134668] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SYM.txt
[2025-12-16T20:32:30.134818] [INFO ] [sig       ] [3080/3585] Completed SYM in 0.3s | 2.95 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-16T20:32:30.134857] [INFO ] [sig       ] [3081/3585] Forecasting SYNA...
[2025-12-16T20:32:30.134887] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-16T20:32:30.134915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-16T20:32:30.145783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-16T20:32:30.146068] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-16T20:32:30.146822] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-16T20:32:30.146872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:30.146904] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:30.146930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:30.146984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:30.204151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:30.204868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:30.204947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:30.204981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:30.325493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:30.325661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:30.325699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:30.325728] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:30.329025] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: DOWN (p=15.87%)
[2025-12-16T20:32:30.329303] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-16T20:32:30.329422] [INFO ] [sig       ] SYNA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:30.468632] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/SYNA.txt
[2025-12-16T20:32:30.468756] [INFO ] [sig       ] [3081/3585] Completed SYNA in 0.3s | 2.95 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-16T20:32:30.468795] [INFO ] [sig       ] [3082/3585] Forecasting SYRE...
[2025-12-16T20:32:30.468824] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-16T20:32:30.468853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-16T20:32:30.480005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-16T20:32:30.480269] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-16T20:32:30.481091] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-16T20:32:30.481155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:30.481202] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:30.481229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:30.481286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:30.538791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:30.539812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:30.539900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:30.539932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:30.663042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:30.663216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:30.663272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:30.663306] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:30.667041] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: UP (p=69.88%)
[2025-12-16T20:32:30.667333] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-16T20:32:30.667464] [INFO ] [sig       ] SYRE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:30.807719] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SYRE.txt
[2025-12-16T20:32:30.807878] [INFO ] [sig       ] [3082/3585] Completed SYRE in 0.3s | 2.95 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-16T20:32:30.807925] [INFO ] [sig       ] [3083/3585] Forecasting SYY...
[2025-12-16T20:32:30.807956] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-16T20:32:30.807990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-16T20:32:30.819321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-16T20:32:30.819634] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-16T20:32:30.820426] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-16T20:32:30.820478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:30.820511] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:30.820536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:30.820624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:30.879559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:30.880423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:30.880519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:30.880556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:31.004520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:31.004697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:31.004739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:31.004768] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:31.008211] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: UP (p=53.35%)
[2025-12-16T20:32:31.008485] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-16T20:32:31.008632] [INFO ] [sig       ] SYY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:31.149061] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/SYY.txt
[2025-12-16T20:32:31.149230] [INFO ] [sig       ] [3083/3585] Completed SYY in 0.3s | 2.95 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-16T20:32:31.149272] [INFO ] [sig       ] [3084/3585] Forecasting TAC...
[2025-12-16T20:32:31.149303] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-16T20:32:31.149334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-16T20:32:31.160458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-16T20:32:31.160769] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-16T20:32:31.161544] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-16T20:32:31.161617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:31.161649] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:31.161678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:31.161732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:31.216827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:31.217527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:31.217626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:31.217659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:31.334716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:31.334863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:31.334901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:31.334929] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:31.338235] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: DOWN (p=14.88%)
[2025-12-16T20:32:31.338496] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-16T20:32:31.338635] [INFO ] [sig       ] TAC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:31.474921] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TAC.txt
[2025-12-16T20:32:31.475075] [INFO ] [sig       ] [3084/3585] Completed TAC in 0.3s | 2.95 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-16T20:32:31.475121] [INFO ] [sig       ] [3085/3585] Forecasting TAK...
[2025-12-16T20:32:31.475156] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-16T20:32:31.475188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-16T20:32:31.486281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-16T20:32:31.486595] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-16T20:32:31.487327] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-16T20:32:31.487387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:31.487419] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:31.487444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:31.487500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:31.542916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:31.543526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:31.543623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:31.543657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:31.659132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:31.659301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:31.659340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:31.659367] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:31.662684] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2025-12-16T20:32:31.662944] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-16T20:32:31.663082] [INFO ] [sig       ] TAK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:31.799654] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TAK.txt
[2025-12-16T20:32:31.799790] [INFO ] [sig       ] [3085/3585] Completed TAK in 0.3s | 2.95 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-16T20:32:31.799828] [INFO ] [sig       ] [3086/3585] Forecasting TAL...
[2025-12-16T20:32:31.799856] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-16T20:32:31.799887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-16T20:32:31.811817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-16T20:32:31.812120] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-16T20:32:31.812952] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-16T20:32:31.813003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:31.813035] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:31.813062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:31.813119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:31.870102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:31.870867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:31.870971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:31.871004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:31.989333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:31.989485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:31.989524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:31.989553] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:31.992931] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=7.25%)
[2025-12-16T20:32:31.993202] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-16T20:32:31.993320] [INFO ] [sig       ] TAL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:32.130596] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TAL.txt
[2025-12-16T20:32:32.130750] [INFO ] [sig       ] [3086/3585] Completed TAL in 0.3s | 2.95 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-16T20:32:32.130790] [INFO ] [sig       ] [3087/3585] Forecasting TALK...
[2025-12-16T20:32:32.130821] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-16T20:32:32.130851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-16T20:32:32.141850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-16T20:32:32.142182] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-16T20:32:32.142949] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-16T20:32:32.143000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:32.143032] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:32.143058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:32.143112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:32.199124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:32.200053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:32.200137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:32.200169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:32.316350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:32.316461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:32.316500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:32.316528] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:32.319692] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=24.41%)
[2025-12-16T20:32:32.319954] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-16T20:32:32.320074] [INFO ] [sig       ] TALK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:32.454977] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TALK.txt
[2025-12-16T20:32:32.455086] [INFO ] [sig       ] [3087/3585] Completed TALK in 0.3s | 2.95 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-16T20:32:32.455123] [INFO ] [sig       ] [3088/3585] Forecasting TALO...
[2025-12-16T20:32:32.455152] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-16T20:32:32.455182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-16T20:32:32.466023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-16T20:32:32.466281] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-16T20:32:32.467031] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-16T20:32:32.467082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:32.467114] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:32.467141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:32.467196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:32.522762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:32.523349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:32.523423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:32.523456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:32.643137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:32.643238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:32.643274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:32.643302] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:32.646421] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=6.25%)
[2025-12-16T20:32:32.646698] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-16T20:32:32.646818] [INFO ] [sig       ] TALO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:32.785302] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TALO.txt
[2025-12-16T20:32:32.785470] [INFO ] [sig       ] [3088/3585] Completed TALO in 0.3s | 2.95 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-16T20:32:32.785520] [INFO ] [sig       ] [3089/3585] Forecasting TAOP...
[2025-12-16T20:32:32.785550] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-16T20:32:32.785599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-16T20:32:32.797508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-16T20:32:32.797836] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-16T20:32:32.798667] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-16T20:32:32.798719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:32.798752] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:32.798779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:32.798836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:32.855340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:32.856254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:32.856340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:32.856373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:32.975096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:32.975255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:32.975294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:32.975322] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:32.978910] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: UP (p=91.22%)
[2025-12-16T20:32:32.979215] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-16T20:32:32.979343] [INFO ] [sig       ] TAOP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:33.125842] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TAOP.txt
[2025-12-16T20:32:33.126063] [INFO ] [sig       ] [3089/3585] Completed TAOP in 0.3s | 2.95 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-16T20:32:33.126118] [INFO ] [sig       ] [3090/3585] Forecasting TAP...
[2025-12-16T20:32:33.126160] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-16T20:32:33.126202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-16T20:32:33.137433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-16T20:32:33.137821] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-16T20:32:33.138639] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-16T20:32:33.138693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:33.138727] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:33.138756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:33.138813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:33.196910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:33.197747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:33.197828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:33.197860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:33.317480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:33.317649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:33.317692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:33.317722] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:33.321232] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=16.57%)
[2025-12-16T20:32:33.321534] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-16T20:32:33.321679] [INFO ] [sig       ] TAP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:33.499438] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TAP.txt
[2025-12-16T20:32:33.499613] [INFO ] [sig       ] [3090/3585] Completed TAP in 0.4s | 2.95 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-16T20:32:33.499655] [INFO ] [sig       ] [3091/3585] Forecasting TARA...
[2025-12-16T20:32:33.499687] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-16T20:32:33.499718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-16T20:32:33.511093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-16T20:32:33.511441] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-16T20:32:33.512233] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-16T20:32:33.512286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:33.512318] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:33.512346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:33.512405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:33.571051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:33.571961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:33.572046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:33.572084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:33.692805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:33.692977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:33.693031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:33.693061] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:33.696557] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: DOWN (p=8.94%)
[2025-12-16T20:32:33.696927] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-16T20:32:33.697083] [INFO ] [sig       ] TARA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:33.839847] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TARA.txt
[2025-12-16T20:32:33.840005] [INFO ] [sig       ] [3091/3585] Completed TARA in 0.3s | 2.95 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-16T20:32:33.840046] [INFO ] [sig       ] [3092/3585] Forecasting TARK...
[2025-12-16T20:32:33.840077] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-16T20:32:33.840108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-16T20:32:33.851602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-16T20:32:33.851960] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-16T20:32:33.852747] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-16T20:32:33.852799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:33.852830] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:33.852857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:33.852911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:33.910643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:33.911540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:33.911651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:33.911686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:34.035883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:34.036043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:34.036100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:34.036133] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:34.039564] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: UP (p=52.46%)
[2025-12-16T20:32:34.039896] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-16T20:32:34.040029] [INFO ] [sig       ] TARK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:34.182622] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TARK.txt
[2025-12-16T20:32:34.182758] [INFO ] [sig       ] [3092/3585] Completed TARK in 0.3s | 2.95 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-16T20:32:34.182799] [INFO ] [sig       ] [3093/3585] Forecasting TARS...
[2025-12-16T20:32:34.182833] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-16T20:32:34.182874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-16T20:32:34.194869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-16T20:32:34.195145] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-16T20:32:34.195947] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-16T20:32:34.196000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:34.196059] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:34.196087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:34.196144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:34.255758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:34.256421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:34.256503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:34.256538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:34.381397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:34.381536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:34.381592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:34.381625] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:34.384966] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: DOWN (p=26.05%)
[2025-12-16T20:32:34.385272] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-16T20:32:34.385395] [INFO ] [sig       ] TARS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:34.523709] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TARS.txt
[2025-12-16T20:32:34.523818] [INFO ] [sig       ] [3093/3585] Completed TARS in 0.3s | 2.95 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-16T20:32:34.523856] [INFO ] [sig       ] [3094/3585] Forecasting TASK...
[2025-12-16T20:32:34.523885] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-16T20:32:34.523914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-16T20:32:34.535618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-16T20:32:34.535890] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-16T20:32:34.536640] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-16T20:32:34.536691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:34.536723] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:34.536749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:34.536804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:34.595990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:34.596681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:34.596760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:34.596794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:34.719430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:34.719590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:34.719631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:34.719661] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:34.723037] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: DOWN (p=17.42%)
[2025-12-16T20:32:34.723307] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-16T20:32:34.723430] [INFO ] [sig       ] TASK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:34.871823] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TASK.txt
[2025-12-16T20:32:34.871975] [INFO ] [sig       ] [3094/3585] Completed TASK in 0.3s | 2.95 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-16T20:32:34.872015] [INFO ] [sig       ] [3095/3585] Forecasting TAYD...
[2025-12-16T20:32:34.872044] [INFO ] [sig       ] Generating forecast for: TAYD
[2025-12-16T20:32:34.872075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2025-12-16T20:32:34.883186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2025-12-16T20:32:34.883534] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2025-12-16T20:32:34.884300] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2025-12-16T20:32:34.884351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:34.884383] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:34.884409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:34.884464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:34.940735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:34.941647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:34.941729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:34.941761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:35.049018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:35.049203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:35.049246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:35.049275] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:35.052760] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: DOWN (p=12.64%)
[2025-12-16T20:32:35.053039] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2025-12-16T20:32:35.053169] [INFO ] [sig       ] TAYD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:35.189441] [INFO ] [LOCAL     ] Saved forecast: TAYD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TAYD.txt
[2025-12-16T20:32:35.189627] [INFO ] [sig       ] [3095/3585] Completed TAYD in 0.3s | 2.95 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-16T20:32:35.189669] [INFO ] [sig       ] [3096/3585] Forecasting TBB...
[2025-12-16T20:32:35.189699] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-16T20:32:35.189731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-16T20:32:35.200960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-16T20:32:35.201301] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-16T20:32:35.202096] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-16T20:32:35.202158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:35.202209] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:35.202242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:35.202303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:35.259628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:35.260517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:35.260620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:35.260657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:35.376030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:35.376135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:35.376173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:35.376232] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:35.379417] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=37.08%)
[2025-12-16T20:32:35.379709] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-16T20:32:35.379832] [INFO ] [sig       ] TBB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:35.518223] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TBB.txt
[2025-12-16T20:32:35.518360] [INFO ] [sig       ] [3096/3585] Completed TBB in 0.3s | 2.95 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-16T20:32:35.518401] [INFO ] [sig       ] [3097/3585] Forecasting TBBK...
[2025-12-16T20:32:35.518431] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-16T20:32:35.518460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-16T20:32:35.532728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-16T20:32:35.533001] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-16T20:32:35.533781] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-16T20:32:35.533832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:35.533865] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:35.533893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:35.533950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:35.591455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:35.592051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:35.592129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:35.592162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:35.712156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:35.712293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:35.712330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:35.712358] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:35.715604] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=61.60%)
[2025-12-16T20:32:35.715873] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-16T20:32:35.715996] [INFO ] [sig       ] TBBK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:35.852670] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TBBK.txt
[2025-12-16T20:32:35.852781] [INFO ] [sig       ] [3097/3585] Completed TBBK in 0.3s | 2.95 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-16T20:32:35.852819] [INFO ] [sig       ] [3098/3585] Forecasting TBI...
[2025-12-16T20:32:35.852848] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-16T20:32:35.852877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-16T20:32:35.864037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-16T20:32:35.864320] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-16T20:32:35.865078] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-16T20:32:35.865139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:35.865176] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:35.865207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:35.865275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:35.920479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:35.921064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:35.921141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:35.921173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:36.038864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:36.038992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:36.039030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:36.039059] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:36.042292] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: DOWN (p=26.00%)
[2025-12-16T20:32:36.042551] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-16T20:32:36.042688] [INFO ] [sig       ] TBI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:36.182673] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TBI.txt
[2025-12-16T20:32:36.182804] [INFO ] [sig       ] [3098/3585] Completed TBI in 0.3s | 2.95 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-16T20:32:36.182842] [INFO ] [sig       ] [3099/3585] Forecasting TBIL...
[2025-12-16T20:32:36.182871] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-16T20:32:36.182901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-16T20:32:36.195071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-16T20:32:36.195474] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-16T20:32:36.196267] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-16T20:32:36.196319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:36.196350] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:36.196376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:36.196432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:36.264191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:36.265284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:36.265405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:36.265443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:36.327141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:36.327297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:36.327342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:36.327369] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:36.330653] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=99.91%)
[2025-12-16T20:32:36.330926] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-16T20:32:36.331044] [INFO ] [sig       ] TBIL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:36.468450] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TBIL.txt
[2025-12-16T20:32:36.468596] [INFO ] [sig       ] [3099/3585] Completed TBIL in 0.3s | 2.95 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-16T20:32:36.468645] [INFO ] [sig       ] [3100/3585] Forecasting TBLA...
[2025-12-16T20:32:36.468674] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-16T20:32:36.468703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-16T20:32:36.480340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-16T20:32:36.480731] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-16T20:32:36.481496] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-16T20:32:36.481547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:36.481607] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:36.481637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:36.481692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:36.537939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:36.538843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:36.538927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:36.538959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:36.658083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:36.658251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:36.658289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:36.658318] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:36.661738] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=34.55%)
[2025-12-16T20:32:36.662005] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-16T20:32:36.662125] [INFO ] [sig       ] TBLA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:36.799960] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TBLA.txt
[2025-12-16T20:32:36.800118] [INFO ] [sig       ] [3100/3585] Completed TBLA in 0.3s | 2.95 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-16T20:32:36.800160] [INFO ] [sig       ] [3101/3585] Forecasting TBLD...
[2025-12-16T20:32:36.800190] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-16T20:32:36.800220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-16T20:32:36.811669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-16T20:32:36.812051] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-16T20:32:36.812830] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-16T20:32:36.812882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:36.812913] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:36.812940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:36.812995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:36.868707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:36.869567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:36.869669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:36.869701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:36.986897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:36.987022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:36.987061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:36.987089] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:36.990432] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-12-16T20:32:36.990718] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-16T20:32:36.990855] [INFO ] [sig       ] TBLD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:37.125796] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TBLD.txt
[2025-12-16T20:32:37.125906] [INFO ] [sig       ] [3101/3585] Completed TBLD in 0.3s | 2.95 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-16T20:32:37.125943] [INFO ] [sig       ] [3102/3585] Forecasting TBPH...
[2025-12-16T20:32:37.125972] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-16T20:32:37.126001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-16T20:32:37.137091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-16T20:32:37.137369] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-16T20:32:37.138122] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-16T20:32:37.138173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:37.138204] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:37.138235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:37.138290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:37.196706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:37.197408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:37.197488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:37.197519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:37.313805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:37.313943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:37.313981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:37.314008] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:37.317291] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: UP (p=74.76%)
[2025-12-16T20:32:37.317562] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-16T20:32:37.317698] [INFO ] [sig       ] TBPH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:37.453450] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TBPH.txt
[2025-12-16T20:32:37.453595] [INFO ] [sig       ] [3102/3585] Completed TBPH in 0.3s | 2.95 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-16T20:32:37.453636] [INFO ] [sig       ] [3103/3585] Forecasting TBRG...
[2025-12-16T20:32:37.453665] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-16T20:32:37.453695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-16T20:32:37.465324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-16T20:32:37.465645] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-16T20:32:37.466401] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-16T20:32:37.466452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:37.466483] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:37.466510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:37.466565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:37.522537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:37.523145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:37.523266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:37.523306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:37.639548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:37.639663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:37.639711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:37.639741] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:37.642812] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=78.58%)
[2025-12-16T20:32:37.643068] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-16T20:32:37.643186] [INFO ] [sig       ] TBRG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:37.778811] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TBRG.txt
[2025-12-16T20:32:37.778915] [INFO ] [sig       ] [3103/3585] Completed TBRG in 0.3s | 2.95 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-16T20:32:37.778953] [INFO ] [sig       ] [3104/3585] Forecasting TCBI...
[2025-12-16T20:32:37.778982] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-16T20:32:37.779012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-16T20:32:37.790052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-16T20:32:37.790346] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-16T20:32:37.791123] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-16T20:32:37.791186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:37.791224] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:37.791256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:37.791323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:37.846751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:37.847341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:37.847417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:37.847449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:37.964730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:37.964822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:37.964857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:37.964884] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:37.967906] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-12-16T20:32:37.968160] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-16T20:32:37.968281] [INFO ] [sig       ] TCBI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:38.107657] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TCBI.txt
[2025-12-16T20:32:38.107812] [INFO ] [sig       ] [3104/3585] Completed TCBI in 0.3s | 2.95 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-16T20:32:38.107853] [INFO ] [sig       ] [3105/3585] Forecasting TCBIO...
[2025-12-16T20:32:38.107883] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-16T20:32:38.107915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-16T20:32:38.119543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-16T20:32:38.119925] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-16T20:32:38.120706] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-16T20:32:38.120757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:38.120788] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:38.120815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:38.120870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:38.176066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:38.176915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:38.176997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:38.177029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:38.281350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:38.281443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:38.281478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:38.281506] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:38.284532] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: UP (p=78.62%)
[2025-12-16T20:32:38.284810] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-16T20:32:38.284928] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:38.421905] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TCBIO.txt
[2025-12-16T20:32:38.422026] [INFO ] [sig       ] [3105/3585] Completed TCBIO in 0.3s | 2.95 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-16T20:32:38.422063] [INFO ] [sig       ] [3106/3585] Forecasting TCBK...
[2025-12-16T20:32:38.422092] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-16T20:32:38.422120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-16T20:32:38.432710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-16T20:32:38.432980] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-16T20:32:38.433733] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-16T20:32:38.433783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:38.433815] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:38.433842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:38.433897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:38.489423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:38.489993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:38.490069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:38.490100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:38.608702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:38.608795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:38.608829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:38.608857] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:38.611953] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: UP (p=68.47%)
[2025-12-16T20:32:38.612222] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-16T20:32:38.612362] [INFO ] [sig       ] TCBK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:38.748824] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TCBK.txt
[2025-12-16T20:32:38.748933] [INFO ] [sig       ] [3106/3585] Completed TCBK in 0.3s | 2.95 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-16T20:32:38.748971] [INFO ] [sig       ] [3107/3585] Forecasting TCBX...
[2025-12-16T20:32:38.749000] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-16T20:32:38.749030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-16T20:32:38.759854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-16T20:32:38.760121] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-16T20:32:38.760919] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-16T20:32:38.760970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:38.761012] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:38.761040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:38.761095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:38.816923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:38.817485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:38.817561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:38.817611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:38.936279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:38.936376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:38.936411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:38.936438] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:38.939520] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=94.73%)
[2025-12-16T20:32:38.939797] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-16T20:32:38.939914] [INFO ] [sig       ] TCBX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:39.076395] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TCBX.txt
[2025-12-16T20:32:39.076504] [INFO ] [sig       ] [3107/3585] Completed TCBX in 0.3s | 2.95 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-16T20:32:39.076541] [INFO ] [sig       ] [3108/3585] Forecasting TCMD...
[2025-12-16T20:32:39.076584] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-16T20:32:39.076617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-16T20:32:39.087775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-16T20:32:39.088043] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-16T20:32:39.088804] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-16T20:32:39.088855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:39.088887] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:39.088913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:39.088969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:39.144665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:39.145233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:39.145319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:39.145358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:39.266520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:39.266689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:39.266729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:39.266758] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:39.270031] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: DOWN (p=9.00%)
[2025-12-16T20:32:39.270294] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-16T20:32:39.270412] [INFO ] [sig       ] TCMD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:39.406045] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TCMD.txt
[2025-12-16T20:32:39.406153] [INFO ] [sig       ] [3108/3585] Completed TCMD in 0.3s | 2.95 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-16T20:32:39.406191] [INFO ] [sig       ] [3109/3585] Forecasting TCOM...
[2025-12-16T20:32:39.406219] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-16T20:32:39.406248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-16T20:32:39.416990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-16T20:32:39.417264] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-16T20:32:39.418026] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-16T20:32:39.418077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:39.418109] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:39.418135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:39.418190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:39.473690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:39.474266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:39.474342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:39.474374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:39.594025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:39.594127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:39.594162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:39.594190] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:39.597274] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: UP (p=75.86%)
[2025-12-16T20:32:39.597529] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-16T20:32:39.597667] [INFO ] [sig       ] TCOM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:39.735432] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TCOM.txt
[2025-12-16T20:32:39.735536] [INFO ] [sig       ] [3109/3585] Completed TCOM in 0.3s | 2.95 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-16T20:32:39.735589] [INFO ] [sig       ] [3110/3585] Forecasting TCPC...
[2025-12-16T20:32:39.735621] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-16T20:32:39.735651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-16T20:32:39.746678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-16T20:32:39.746946] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-16T20:32:39.747704] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-16T20:32:39.747777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:39.747809] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:39.747836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:39.747892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:39.803536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:39.804142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:39.804219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:39.804250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:39.924410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:39.924509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:39.924544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:39.924587] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:39.927691] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=42.05%)
[2025-12-16T20:32:39.927946] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-16T20:32:39.928062] [INFO ] [sig       ] TCPC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:40.066424] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TCPC.txt
[2025-12-16T20:32:40.066544] [INFO ] [sig       ] [3110/3585] Completed TCPC in 0.3s | 2.95 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-16T20:32:40.066599] [INFO ] [sig       ] [3111/3585] Forecasting TCX...
[2025-12-16T20:32:40.066637] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-16T20:32:40.066667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-16T20:32:40.077872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-16T20:32:40.078176] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-16T20:32:40.078951] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-16T20:32:40.079002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:40.079033] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:40.079060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:40.079116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:40.134294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:40.134919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:40.134996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:40.135028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:40.241590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:40.241748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:40.241788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:40.241817] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:40.245099] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2025-12-16T20:32:40.245372] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-16T20:32:40.245493] [INFO ] [sig       ] TCX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:40.387725] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TCX.txt
[2025-12-16T20:32:40.387887] [INFO ] [sig       ] [3111/3585] Completed TCX in 0.3s | 2.95 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-16T20:32:40.387931] [INFO ] [sig       ] [3112/3585] Forecasting TD...
[2025-12-16T20:32:40.387969] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-16T20:32:40.388001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-16T20:32:40.399130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-16T20:32:40.399444] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-16T20:32:40.400210] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-16T20:32:40.400264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:40.400298] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:40.400324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:40.400381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:40.457882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:40.458785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:40.458867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:40.458900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:40.578512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:40.578668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:40.578706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:40.578734] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:40.582103] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: DOWN (p=38.81%)
[2025-12-16T20:32:40.582393] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-16T20:32:40.582512] [INFO ] [sig       ] TD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:40.719273] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TD.txt
[2025-12-16T20:32:40.719406] [INFO ] [sig       ] [3112/3585] Completed TD in 0.3s | 2.95 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-16T20:32:40.719445] [INFO ] [sig       ] [3113/3585] Forecasting TDC...
[2025-12-16T20:32:40.719475] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-16T20:32:40.719504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-16T20:32:40.731057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-16T20:32:40.731347] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-16T20:32:40.732107] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-16T20:32:40.732157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:40.732188] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:40.732214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:40.732269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:40.788479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:40.789104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:40.789198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:40.789231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:40.910117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:40.910255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:40.910327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:40.910356] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:40.913644] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=82.28%)
[2025-12-16T20:32:40.913915] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-16T20:32:40.914035] [INFO ] [sig       ] TDC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:41.049605] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TDC.txt
[2025-12-16T20:32:41.049731] [INFO ] [sig       ] [3113/3585] Completed TDC in 0.3s | 2.95 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-16T20:32:41.049770] [INFO ] [sig       ] [3114/3585] Forecasting TDF...
[2025-12-16T20:32:41.049798] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-16T20:32:41.049827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-16T20:32:41.061071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-16T20:32:41.061347] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-16T20:32:41.062105] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-16T20:32:41.062156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:41.062186] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:41.062213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:41.062267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:41.118211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:41.118808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:41.118884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:41.118916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:41.233768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:41.233926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:41.233965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:41.234008] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:41.237259] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=91.86%)
[2025-12-16T20:32:41.237522] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-16T20:32:41.237661] [INFO ] [sig       ] TDF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:41.374656] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TDF.txt
[2025-12-16T20:32:41.374778] [INFO ] [sig       ] [3114/3585] Completed TDF in 0.3s | 2.95 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-16T20:32:41.374817] [INFO ] [sig       ] [3115/3585] Forecasting TDG...
[2025-12-16T20:32:41.374846] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-16T20:32:41.374875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-16T20:32:41.385610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-16T20:32:41.385913] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-16T20:32:41.386670] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-16T20:32:41.386721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:41.386752] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:41.386779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:41.386834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:41.443991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:41.444935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:41.445021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:41.445054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:41.569707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:41.569864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:41.569906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:41.569935] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:41.573524] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=61.72%)
[2025-12-16T20:32:41.573833] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-16T20:32:41.573976] [INFO ] [sig       ] TDG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:41.716723] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TDG.txt
[2025-12-16T20:32:41.716865] [INFO ] [sig       ] [3115/3585] Completed TDG in 0.3s | 2.95 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-16T20:32:41.716905] [INFO ] [sig       ] [3116/3585] Forecasting TDS...
[2025-12-16T20:32:41.716936] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-16T20:32:41.716968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-16T20:32:41.728613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-16T20:32:41.729005] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-16T20:32:41.729993] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-16T20:32:41.730053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:41.730086] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:41.730113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:41.730171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:41.788422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:41.789278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:41.789362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:41.789396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:41.911121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:41.911268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:41.911308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:41.911338] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:41.914804] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=90.07%)
[2025-12-16T20:32:41.915098] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-16T20:32:41.915235] [INFO ] [sig       ] TDS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:42.062143] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TDS.txt
[2025-12-16T20:32:42.062285] [INFO ] [sig       ] [3116/3585] Completed TDS in 0.3s | 2.95 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-16T20:32:42.062324] [INFO ] [sig       ] [3117/3585] Forecasting TDSC...
[2025-12-16T20:32:42.062353] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-16T20:32:42.062412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-16T20:32:42.140359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-16T20:32:42.140697] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-16T20:32:42.141436] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-16T20:32:42.141487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:42.141519] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:42.141545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:42.141618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:42.199704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:42.200505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:42.200603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:42.200640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:42.307417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:42.307562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:42.307625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:42.307654] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:42.310980] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: UP (p=77.53%)
[2025-12-16T20:32:42.311254] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-16T20:32:42.311380] [INFO ] [sig       ] TDSC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:42.455371] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TDSC.txt
[2025-12-16T20:32:42.455523] [INFO ] [sig       ] [3117/3585] Completed TDSC in 0.4s | 2.95 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-16T20:32:42.455563] [INFO ] [sig       ] [3118/3585] Forecasting TDUP...
[2025-12-16T20:32:42.455613] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-16T20:32:42.455645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-16T20:32:42.467171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-16T20:32:42.467455] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-16T20:32:42.468237] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-16T20:32:42.468291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:42.468329] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:42.468357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:42.468425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:42.527605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:42.528447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:42.528531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:42.528565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:42.646094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:42.646243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:42.646281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:42.646311] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:42.649785] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2025-12-16T20:32:42.650084] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-16T20:32:42.650216] [INFO ] [sig       ] TDUP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:42.794096] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TDUP.txt
[2025-12-16T20:32:42.794241] [INFO ] [sig       ] [3118/3585] Completed TDUP in 0.3s | 2.95 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-16T20:32:42.794298] [INFO ] [sig       ] [3119/3585] Forecasting TDY...
[2025-12-16T20:32:42.794338] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-16T20:32:42.794375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-16T20:32:42.806373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-16T20:32:42.806790] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-16T20:32:42.807632] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-16T20:32:42.807685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:42.807718] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:42.807745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:42.807801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:42.864119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:42.864975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:42.865062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:42.865094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:42.983831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:42.983987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:42.984027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:42.984056] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:42.987397] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: UP (p=91.28%)
[2025-12-16T20:32:42.987691] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-16T20:32:42.987817] [INFO ] [sig       ] TDY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:43.124621] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TDY.txt
[2025-12-16T20:32:43.124766] [INFO ] [sig       ] [3119/3585] Completed TDY in 0.3s | 2.95 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-16T20:32:43.124805] [INFO ] [sig       ] [3120/3585] Forecasting TEAM...
[2025-12-16T20:32:43.124835] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-16T20:32:43.124864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-16T20:32:43.135989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-16T20:32:43.136284] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-16T20:32:43.137051] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-16T20:32:43.137113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:43.137146] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:43.137172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:43.137227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:43.192016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:43.192653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:43.192732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:43.192763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:43.309007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:43.309188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:43.309237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:43.309266] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:43.312643] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2025-12-16T20:32:43.312904] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-16T20:32:43.313023] [INFO ] [sig       ] TEAM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:43.460715] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TEAM.txt
[2025-12-16T20:32:43.460880] [INFO ] [sig       ] [3120/3585] Completed TEAM in 0.3s | 2.95 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-16T20:32:43.460920] [INFO ] [sig       ] [3121/3585] Forecasting TECH...
[2025-12-16T20:32:43.460951] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-16T20:32:43.460984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-16T20:32:43.472709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-16T20:32:43.473048] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-16T20:32:43.473859] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-16T20:32:43.473911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:43.473945] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:43.473972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:43.474029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:43.534622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:43.535485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:43.535590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:43.535635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:43.665148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:43.665302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:43.665352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:43.665387] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:43.668879] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: DOWN (p=27.86%)
[2025-12-16T20:32:43.669181] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-16T20:32:43.669311] [INFO ] [sig       ] TECH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:43.812413] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TECH.txt
[2025-12-16T20:32:43.812556] [INFO ] [sig       ] [3121/3585] Completed TECH in 0.4s | 2.95 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-16T20:32:43.812616] [INFO ] [sig       ] [3122/3585] Forecasting TECK...
[2025-12-16T20:32:43.812647] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-16T20:32:43.812677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-16T20:32:43.824763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-16T20:32:43.825077] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-16T20:32:43.825898] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-16T20:32:43.825950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:43.825982] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:43.826011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:43.826068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:43.884555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:43.885308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:43.885404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:43.885445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:44.013469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:44.013638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:44.013680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:44.013710] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:44.017111] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2025-12-16T20:32:44.017431] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-16T20:32:44.017562] [INFO ] [sig       ] TECK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:44.163069] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TECK.txt
[2025-12-16T20:32:44.163212] [INFO ] [sig       ] [3122/3585] Completed TECK in 0.4s | 2.95 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-16T20:32:44.163253] [INFO ] [sig       ] [3123/3585] Forecasting TECX...
[2025-12-16T20:32:44.163284] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-16T20:32:44.163313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-16T20:32:44.175097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-16T20:32:44.175355] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-16T20:32:44.176167] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-16T20:32:44.176219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:44.176250] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:44.176276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:44.176343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:44.232677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:44.233250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:44.233330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:44.233362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:44.349333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:44.349456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:44.349494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:44.349522] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:44.352852] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: UP (p=53.82%)
[2025-12-16T20:32:44.353123] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-16T20:32:44.353276] [INFO ] [sig       ] TECX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:44.490262] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TECX.txt
[2025-12-16T20:32:44.490378] [INFO ] [sig       ] [3123/3585] Completed TECX in 0.3s | 2.95 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-16T20:32:44.490417] [INFO ] [sig       ] [3124/3585] Forecasting TEF...
[2025-12-16T20:32:44.490446] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-16T20:32:44.490476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-16T20:32:44.501954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-16T20:32:44.502203] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-16T20:32:44.502972] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-16T20:32:44.503023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:44.503054] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:44.503081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:44.503138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:44.558288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:44.558875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:44.558951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:44.558983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:44.675049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:44.675161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:44.675199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:44.675227] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:44.678388] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=85.40%)
[2025-12-16T20:32:44.678665] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-16T20:32:44.678785] [INFO ] [sig       ] TEF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:44.815161] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TEF.txt
[2025-12-16T20:32:44.815264] [INFO ] [sig       ] [3124/3585] Completed TEF in 0.3s | 2.95 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-16T20:32:44.815303] [INFO ] [sig       ] [3125/3585] Forecasting TEI...
[2025-12-16T20:32:44.815336] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-16T20:32:44.815372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-16T20:32:44.826449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-16T20:32:44.826727] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-16T20:32:44.827465] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-16T20:32:44.827515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:44.827546] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:44.827591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:44.827649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:44.887664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:44.888278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:44.888386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:44.888428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:45.004506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:45.004626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:45.004663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:45.004690] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:45.007834] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=32.64%)
[2025-12-16T20:32:45.008119] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-16T20:32:45.008242] [INFO ] [sig       ] TEI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:45.144403] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TEI.txt
[2025-12-16T20:32:45.144527] [INFO ] [sig       ] [3125/3585] Completed TEI in 0.3s | 2.95 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-16T20:32:45.144566] [INFO ] [sig       ] [3126/3585] Forecasting TELO...
[2025-12-16T20:32:45.144613] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-16T20:32:45.144642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-16T20:32:45.155738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-16T20:32:45.155994] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-16T20:32:45.156753] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-16T20:32:45.156803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:45.156836] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:45.156869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:45.156924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:45.212520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:45.213118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:45.213194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:45.213226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:45.327641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:45.327774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:45.327811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:45.327839] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:45.331169] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: DOWN (p=34.47%)
[2025-12-16T20:32:45.331458] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-16T20:32:45.331609] [INFO ] [sig       ] TELO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:45.468671] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TELO.txt
[2025-12-16T20:32:45.468778] [INFO ] [sig       ] [3126/3585] Completed TELO in 0.3s | 2.95 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-16T20:32:45.468815] [INFO ] [sig       ] [3127/3585] Forecasting TEM...
[2025-12-16T20:32:45.468842] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-16T20:32:45.468871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-16T20:32:45.479634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-16T20:32:45.479882] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-16T20:32:45.480696] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-16T20:32:45.480748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:45.480780] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:45.480806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:45.480862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:45.537172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:45.537772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:45.537849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:45.537881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:45.662785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:45.662916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:45.662953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:45.662982] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:45.666158] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: DOWN (p=34.36%)
[2025-12-16T20:32:45.666429] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-16T20:32:45.666550] [INFO ] [sig       ] TEM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:45.803092] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TEM.txt
[2025-12-16T20:32:45.803207] [INFO ] [sig       ] [3127/3585] Completed TEM in 0.3s | 2.95 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-16T20:32:45.803244] [INFO ] [sig       ] [3128/3585] Forecasting TENB...
[2025-12-16T20:32:45.803274] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-16T20:32:45.803303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-16T20:32:45.815109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-16T20:32:45.815363] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-16T20:32:45.816151] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-16T20:32:45.816202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:45.816234] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:45.816260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:45.816315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:45.872874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:45.873433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:45.873511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:45.873542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:45.989851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:45.989973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:45.990009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:45.990036] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:45.993236] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: DOWN (p=49.34%)
[2025-12-16T20:32:45.993496] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-16T20:32:45.993634] [INFO ] [sig       ] TENB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:46.128080] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TENB.txt
[2025-12-16T20:32:46.128188] [INFO ] [sig       ] [3128/3585] Completed TENB in 0.3s | 2.95 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-16T20:32:46.128226] [INFO ] [sig       ] [3129/3585] Forecasting TENX...
[2025-12-16T20:32:46.128256] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-16T20:32:46.128285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-16T20:32:46.140442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-16T20:32:46.140799] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-16T20:32:46.141603] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-16T20:32:46.141654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:46.141685] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:46.141714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:46.141773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:46.197522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:46.198126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:46.198203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:46.198236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:46.306920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:46.307055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:46.307093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:46.307119] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:46.310466] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: UP (p=84.82%)
[2025-12-16T20:32:46.310770] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-16T20:32:46.310893] [INFO ] [sig       ] TENX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:46.445979] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TENX.txt
[2025-12-16T20:32:46.446099] [INFO ] [sig       ] [3129/3585] Completed TENX in 0.3s | 2.95 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-16T20:32:46.446138] [INFO ] [sig       ] [3130/3585] Forecasting TEO...
[2025-12-16T20:32:46.446166] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-16T20:32:46.446195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-16T20:32:46.457955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-16T20:32:46.458248] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-16T20:32:46.459071] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-16T20:32:46.459124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:46.459183] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:46.459217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:46.459274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:46.515418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:46.516212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:46.516294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:46.516326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:46.636583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:46.636760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:46.636809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:46.636845] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:46.641283] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=74.72%)
[2025-12-16T20:32:46.641563] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-16T20:32:46.641729] [INFO ] [sig       ] TEO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:46.776058] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TEO.txt
[2025-12-16T20:32:46.776168] [INFO ] [sig       ] [3130/3585] Completed TEO in 0.3s | 2.95 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-16T20:32:46.776206] [INFO ] [sig       ] [3131/3585] Forecasting TERN...
[2025-12-16T20:32:46.776235] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-16T20:32:46.776263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-16T20:32:46.787812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-16T20:32:46.788119] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-16T20:32:46.788895] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-16T20:32:46.788945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:46.788987] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:46.789014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:46.789069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:46.843733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:46.844306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:46.844385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:46.844420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:46.963813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:46.963941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:46.963977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:46.964004] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:46.967269] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2025-12-16T20:32:46.967563] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-16T20:32:46.967700] [INFO ] [sig       ] TERN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:47.107049] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TERN.txt
[2025-12-16T20:32:47.107175] [INFO ] [sig       ] [3131/3585] Completed TERN in 0.3s | 2.95 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-16T20:32:47.107213] [INFO ] [sig       ] [3132/3585] Forecasting TEVA...
[2025-12-16T20:32:47.107242] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-16T20:32:47.107271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-16T20:32:47.118980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-16T20:32:47.119329] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-16T20:32:47.120101] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-16T20:32:47.120152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:47.120184] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:47.120210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:47.120264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:47.176518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:47.177345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:47.177442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:47.177483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:47.297401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:47.297554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:47.297610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:47.297641] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:47.301024] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=96.16%)
[2025-12-16T20:32:47.301285] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-16T20:32:47.301415] [INFO ] [sig       ] TEVA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:47.438617] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TEVA.txt
[2025-12-16T20:32:47.438726] [INFO ] [sig       ] [3132/3585] Completed TEVA in 0.3s | 2.95 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-16T20:32:47.438765] [INFO ] [sig       ] [3133/3585] Forecasting TEX...
[2025-12-16T20:32:47.438792] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-16T20:32:47.438820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-16T20:32:47.449784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-16T20:32:47.450046] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-16T20:32:47.450801] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-16T20:32:47.450851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:47.450883] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:47.450910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:47.450965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:47.507096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:47.507692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:47.507769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:47.507800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:47.628640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:47.628740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:47.628774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:47.628801] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:47.631956] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=13.14%)
[2025-12-16T20:32:47.632208] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-16T20:32:47.632327] [INFO ] [sig       ] TEX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:47.768165] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TEX.txt
[2025-12-16T20:32:47.768272] [INFO ] [sig       ] [3133/3585] Completed TEX in 0.3s | 2.95 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-16T20:32:47.768333] [INFO ] [sig       ] [3134/3585] Forecasting TFC...
[2025-12-16T20:32:47.768363] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-16T20:32:47.768393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-16T20:32:47.782331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-16T20:32:47.782676] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-16T20:32:47.783526] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-16T20:32:47.783600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:47.783633] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:47.783660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:47.783716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:47.839094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:47.839749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:47.839834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:47.839866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:47.960742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:47.960863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:47.960900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:47.960928] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:47.964126] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: UP (p=86.87%)
[2025-12-16T20:32:47.964384] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-16T20:32:47.964506] [INFO ] [sig       ] TFC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:48.098675] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TFC.txt
[2025-12-16T20:32:48.098804] [INFO ] [sig       ] [3134/3585] Completed TFC in 0.3s | 2.95 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-16T20:32:48.098848] [INFO ] [sig       ] [3135/3585] Forecasting TFII...
[2025-12-16T20:32:48.098879] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-16T20:32:48.098909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-16T20:32:48.109688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-16T20:32:48.109974] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-16T20:32:48.110736] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-16T20:32:48.110786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:48.110817] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:48.110843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:48.110899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:48.166267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:48.166856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:48.166934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:48.166965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:48.280746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:48.280876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:48.280913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:48.280941] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:48.284248] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2025-12-16T20:32:48.284512] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-16T20:32:48.284646] [INFO ] [sig       ] TFII: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:48.420028] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TFII.txt
[2025-12-16T20:32:48.420141] [INFO ] [sig       ] [3135/3585] Completed TFII in 0.3s | 2.95 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-16T20:32:48.420179] [INFO ] [sig       ] [3136/3585] Forecasting TFIN...
[2025-12-16T20:32:48.420207] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-16T20:32:48.420236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-16T20:32:48.431834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-16T20:32:48.432095] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-16T20:32:48.432844] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-16T20:32:48.432894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:48.432926] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:48.432953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:48.433008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:48.489554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:48.490131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:48.490208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:48.490239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:48.607020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:48.607148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:48.607184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:48.607212] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:48.610752] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=6.91%)
[2025-12-16T20:32:48.611022] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-16T20:32:48.611176] [INFO ] [sig       ] TFIN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:48.748060] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TFIN.txt
[2025-12-16T20:32:48.748170] [INFO ] [sig       ] [3136/3585] Completed TFIN in 0.3s | 2.95 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-16T20:32:48.748208] [INFO ] [sig       ] [3137/3585] Forecasting TFPM...
[2025-12-16T20:32:48.748237] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-16T20:32:48.748266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-16T20:32:48.759931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-16T20:32:48.760191] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-16T20:32:48.761001] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-16T20:32:48.761052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:48.761083] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:48.761135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:48.761193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:48.816858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:48.817440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:48.817531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:48.817569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:48.937403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:48.937529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:48.937566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:48.937612] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:48.940798] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=79.61%)
[2025-12-16T20:32:48.941057] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-16T20:32:48.941175] [INFO ] [sig       ] TFPM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:49.076629] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TFPM.txt
[2025-12-16T20:32:49.076763] [INFO ] [sig       ] [3137/3585] Completed TFPM in 0.3s | 2.95 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-16T20:32:49.076803] [INFO ] [sig       ] [3138/3585] Forecasting TFSL...
[2025-12-16T20:32:49.076833] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-16T20:32:49.076863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-16T20:32:49.088256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-16T20:32:49.088545] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-16T20:32:49.089312] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-16T20:32:49.089363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:49.089397] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:49.089424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:49.089484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:49.144843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:49.145435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:49.145519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:49.145554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:49.262557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:49.262721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:49.262777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:49.262807] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:49.266096] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: DOWN (p=40.33%)
[2025-12-16T20:32:49.266373] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-16T20:32:49.266496] [INFO ] [sig       ] TFSL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:49.404655] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TFSL.txt
[2025-12-16T20:32:49.404805] [INFO ] [sig       ] [3138/3585] Completed TFSL in 0.3s | 2.95 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-16T20:32:49.404847] [INFO ] [sig       ] [3139/3585] Forecasting TG...
[2025-12-16T20:32:49.404877] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-16T20:32:49.404906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-16T20:32:49.416870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-16T20:32:49.417239] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-16T20:32:49.418002] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-16T20:32:49.418053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:49.418085] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:49.418112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:49.418169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:49.473335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:49.474168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:49.474250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:49.474282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:49.591427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:49.591610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:49.591650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:49.591678] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:49.594981] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: UP (p=77.33%)
[2025-12-16T20:32:49.595256] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-16T20:32:49.595378] [INFO ] [sig       ] TG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:49.733520] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TG.txt
[2025-12-16T20:32:49.733694] [INFO ] [sig       ] [3139/3585] Completed TG in 0.3s | 2.95 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-16T20:32:49.733735] [INFO ] [sig       ] [3140/3585] Forecasting TGLS...
[2025-12-16T20:32:49.733766] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-16T20:32:49.733797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-16T20:32:49.744872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-16T20:32:49.745188] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-16T20:32:49.745953] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-16T20:32:49.746005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:49.746036] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:49.746061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:49.746116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:49.801454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:49.802232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:49.802326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:49.802359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:49.920978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:49.921129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:49.921167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:49.921195] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:49.924632] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: UP (p=92.97%)
[2025-12-16T20:32:49.924896] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-16T20:32:49.925014] [INFO ] [sig       ] TGLS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:50.060006] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TGLS.txt
[2025-12-16T20:32:50.060155] [INFO ] [sig       ] [3140/3585] Completed TGLS in 0.3s | 2.95 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-16T20:32:50.060196] [INFO ] [sig       ] [3141/3585] Forecasting TGNA...
[2025-12-16T20:32:50.060225] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-16T20:32:50.060256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-16T20:32:50.074618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-16T20:32:50.074943] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-16T20:32:50.075725] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-16T20:32:50.075776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:50.075808] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:50.075834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:50.075888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:50.130694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:50.131364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:50.131456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:50.131489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:50.248807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:50.248959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:50.248998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:50.249026] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:50.252349] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=44.78%)
[2025-12-16T20:32:50.252633] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-16T20:32:50.252754] [INFO ] [sig       ] TGNA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:50.388292] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TGNA.txt
[2025-12-16T20:32:50.388429] [INFO ] [sig       ] [3141/3585] Completed TGNA in 0.3s | 2.95 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-16T20:32:50.388468] [INFO ] [sig       ] [3142/3585] Forecasting TGS...
[2025-12-16T20:32:50.388498] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-16T20:32:50.388527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-16T20:32:50.400316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-16T20:32:50.400706] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-16T20:32:50.401444] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-16T20:32:50.401495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:50.401527] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:50.401566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:50.401651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:50.456788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:50.457391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:50.457469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:50.457500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:50.572753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:50.572907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:50.572945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:50.572973] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:50.576257] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: DOWN (p=45.79%)
[2025-12-16T20:32:50.576519] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-16T20:32:50.576657] [INFO ] [sig       ] TGS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:50.712822] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TGS.txt
[2025-12-16T20:32:50.712952] [INFO ] [sig       ] [3142/3585] Completed TGS in 0.3s | 2.95 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-16T20:32:50.712991] [INFO ] [sig       ] [3143/3585] Forecasting TGTX...
[2025-12-16T20:32:50.713021] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-16T20:32:50.713050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-16T20:32:50.725291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-16T20:32:50.725702] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-16T20:32:50.726534] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-16T20:32:50.726611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:50.726652] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:50.726680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:50.726737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:50.782513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:50.783378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:50.783468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:50.783509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:50.902160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:50.902322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:50.902361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:50.902389] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:50.905736] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-12-16T20:32:50.906002] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-16T20:32:50.906125] [INFO ] [sig       ] TGTX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:51.097233] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TGTX.txt
[2025-12-16T20:32:51.097393] [INFO ] [sig       ] [3143/3585] Completed TGTX in 0.4s | 2.95 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-16T20:32:51.097433] [INFO ] [sig       ] [3144/3585] Forecasting TH...
[2025-12-16T20:32:51.097467] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-16T20:32:51.097505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-16T20:32:51.108891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-16T20:32:51.109273] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-16T20:32:51.110083] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-16T20:32:51.110137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:51.110171] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:51.110198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:51.110255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:51.167815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:51.168676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:51.168759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:51.168793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:51.290119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:51.290248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:51.290285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:51.290314] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:51.293551] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2025-12-16T20:32:51.293831] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-16T20:32:51.293953] [INFO ] [sig       ] TH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:51.433062] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TH.txt
[2025-12-16T20:32:51.433202] [INFO ] [sig       ] [3144/3585] Completed TH in 0.3s | 2.95 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-16T20:32:51.433241] [INFO ] [sig       ] [3145/3585] Forecasting THC...
[2025-12-16T20:32:51.433270] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-16T20:32:51.433300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-16T20:32:51.444717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-16T20:32:51.444993] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-16T20:32:51.445780] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-16T20:32:51.445831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:51.445862] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:51.445888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:51.445943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:51.501941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:51.502606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:51.502687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:51.502719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:51.625467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:51.625649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:51.625690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:51.625719] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:51.629085] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-12-16T20:32:51.629389] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-16T20:32:51.629530] [INFO ] [sig       ] THC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:51.767080] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/THC.txt
[2025-12-16T20:32:51.767202] [INFO ] [sig       ] [3145/3585] Completed THC in 0.3s | 2.95 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-16T20:32:51.767240] [INFO ] [sig       ] [3146/3585] Forecasting THFF...
[2025-12-16T20:32:51.767269] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-16T20:32:51.767304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-16T20:32:51.778151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-16T20:32:51.778429] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-16T20:32:51.779241] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-16T20:32:51.779292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:51.779323] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:51.779349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:51.779404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:51.836620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:51.837594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:51.837685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:51.837719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:51.958250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:51.958409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:51.958449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:51.958476] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:51.961974] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: DOWN (p=34.84%)
[2025-12-16T20:32:51.962252] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-16T20:32:51.962381] [INFO ] [sig       ] THFF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:52.099603] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/THFF.txt
[2025-12-16T20:32:52.099757] [INFO ] [sig       ] [3146/3585] Completed THFF in 0.3s | 2.95 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-16T20:32:52.099797] [INFO ] [sig       ] [3147/3585] Forecasting THG...
[2025-12-16T20:32:52.099826] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-16T20:32:52.099856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-16T20:32:52.111563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-16T20:32:52.111943] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-16T20:32:52.112802] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-16T20:32:52.112855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:52.112887] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:52.112914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:52.112971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:52.169534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:52.170347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:52.170491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:52.170534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:52.291958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:52.292117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:52.292171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:52.292205] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:52.295881] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=89.51%)
[2025-12-16T20:32:52.296163] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-16T20:32:52.296290] [INFO ] [sig       ] THG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:52.437381] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/THG.txt
[2025-12-16T20:32:52.437536] [INFO ] [sig       ] [3147/3585] Completed THG in 0.3s | 2.95 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-16T20:32:52.437597] [INFO ] [sig       ] [3148/3585] Forecasting THO...
[2025-12-16T20:32:52.437644] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-16T20:32:52.437678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-16T20:32:52.449776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-16T20:32:52.450112] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-16T20:32:52.451138] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-16T20:32:52.451206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:52.451260] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:52.451305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:52.451399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:52.511488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:52.512346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:52.512436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:52.512473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:52.639282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:52.639435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:52.639476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:52.639513] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:52.643016] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=39.25%)
[2025-12-16T20:32:52.643311] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-16T20:32:52.643441] [INFO ] [sig       ] THO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:52.782975] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/THO.txt
[2025-12-16T20:32:52.783110] [INFO ] [sig       ] [3148/3585] Completed THO in 0.3s | 2.95 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-16T20:32:52.783149] [INFO ] [sig       ] [3149/3585] Forecasting THQ...
[2025-12-16T20:32:52.783178] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-16T20:32:52.783207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-16T20:32:52.794848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-16T20:32:52.795140] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-16T20:32:52.796009] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-16T20:32:52.796062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:52.796095] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:52.796122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:52.796178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:52.853908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:52.854509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:52.854607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:52.854643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:52.975225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:52.975384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:52.975437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:52.975470] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:52.978994] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=26.83%)
[2025-12-16T20:32:52.979285] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-16T20:32:52.979410] [INFO ] [sig       ] THQ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:53.118847] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/THQ.txt
[2025-12-16T20:32:53.118971] [INFO ] [sig       ] [3149/3585] Completed THQ in 0.3s | 2.95 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-16T20:32:53.119009] [INFO ] [sig       ] [3150/3585] Forecasting THRM...
[2025-12-16T20:32:53.119039] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-16T20:32:53.119069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-16T20:32:53.130780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-16T20:32:53.131155] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-16T20:32:53.132044] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-16T20:32:53.132097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:53.132131] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:53.132157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:53.132213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:53.189300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:53.190138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:53.190237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:53.190273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:53.310723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:53.310897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:53.310946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:53.310978] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:53.314488] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: UP (p=89.43%)
[2025-12-16T20:32:53.314804] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-16T20:32:53.314957] [INFO ] [sig       ] THRM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:53.454237] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/THRM.txt
[2025-12-16T20:32:53.454402] [INFO ] [sig       ] [3150/3585] Completed THRM in 0.3s | 2.95 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-16T20:32:53.454443] [INFO ] [sig       ] [3151/3585] Forecasting THRY...
[2025-12-16T20:32:53.454473] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-16T20:32:53.454503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-16T20:32:53.465199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-16T20:32:53.465517] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-16T20:32:53.466325] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-16T20:32:53.466376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:53.466408] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:53.466434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:53.466489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:53.521417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:53.522211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:53.522293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:53.522325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:53.647979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:53.648134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:53.648175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:53.648205] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:53.651594] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: DOWN (p=11.95%)
[2025-12-16T20:32:53.651883] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-16T20:32:53.652014] [INFO ] [sig       ] THRY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:53.795460] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/THRY.txt
[2025-12-16T20:32:53.795635] [INFO ] [sig       ] [3151/3585] Completed THRY in 0.3s | 2.95 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-16T20:32:53.795680] [INFO ] [sig       ] [3152/3585] Forecasting THS...
[2025-12-16T20:32:53.795711] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-16T20:32:53.795744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-16T20:32:53.807469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-16T20:32:53.807870] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-16T20:32:53.808826] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-16T20:32:53.808892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:53.808940] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:53.808979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:53.809052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:53.868718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:53.869622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:53.869723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:53.869764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:53.997363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:53.997495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:53.997537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:53.997600] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:54.000977] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=20.44%)
[2025-12-16T20:32:54.001242] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-16T20:32:54.001364] [INFO ] [sig       ] THS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:54.141439] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/THS.txt
[2025-12-16T20:32:54.141652] [INFO ] [sig       ] [3152/3585] Completed THS in 0.3s | 2.95 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-16T20:32:54.141700] [INFO ] [sig       ] [3153/3585] Forecasting TIGO...
[2025-12-16T20:32:54.141732] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-16T20:32:54.141763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-16T20:32:54.153523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-16T20:32:54.153850] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-16T20:32:54.154733] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-16T20:32:54.154784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:54.154816] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:54.154841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:54.154897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:54.211309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:54.211924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:54.212004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:54.212036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:54.329122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:54.329282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:54.329320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:54.329348] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:54.332751] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-12-16T20:32:54.333022] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-16T20:32:54.333145] [INFO ] [sig       ] TIGO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:54.470296] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TIGO.txt
[2025-12-16T20:32:54.470424] [INFO ] [sig       ] [3153/3585] Completed TIGO in 0.3s | 2.95 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-16T20:32:54.470464] [INFO ] [sig       ] [3154/3585] Forecasting TIL...
[2025-12-16T20:32:54.470494] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-16T20:32:54.470528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-16T20:32:54.481691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-16T20:32:54.481981] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-16T20:32:54.482788] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-16T20:32:54.482839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:54.482897] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:54.482924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:54.482980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:54.540064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:54.540742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:54.540819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:54.540851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:54.663049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:54.663204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:54.663243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:54.663272] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:54.666611] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=74.76%)
[2025-12-16T20:32:54.666881] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-16T20:32:54.667001] [INFO ] [sig       ] TIL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:54.805618] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TIL.txt
[2025-12-16T20:32:54.805748] [INFO ] [sig       ] [3154/3585] Completed TIL in 0.3s | 2.95 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-16T20:32:54.805787] [INFO ] [sig       ] [3155/3585] Forecasting TILE...
[2025-12-16T20:32:54.805820] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-16T20:32:54.805849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-16T20:32:54.818439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-16T20:32:54.818746] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-16T20:32:54.819564] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-16T20:32:54.819660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:54.819700] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:54.819734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:54.819788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:54.877399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:54.878093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:54.878171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:54.878205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:54.999883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:55.000015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:55.000053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:55.000080] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:55.003387] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2025-12-16T20:32:55.003682] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-16T20:32:55.003806] [INFO ] [sig       ] TILE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:55.142831] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TILE.txt
[2025-12-16T20:32:55.142953] [INFO ] [sig       ] [3155/3585] Completed TILE in 0.3s | 2.95 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-16T20:32:55.142991] [INFO ] [sig       ] [3156/3585] Forecasting TIMB...
[2025-12-16T20:32:55.143020] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-16T20:32:55.143050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-16T20:32:55.154433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-16T20:32:55.154735] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-16T20:32:55.155473] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-16T20:32:55.155524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:55.155556] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:55.155600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:55.155657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:55.211760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:55.212377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:55.212455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:55.212486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:55.333999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:55.334147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:55.334187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:55.334219] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:55.337857] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=15.52%)
[2025-12-16T20:32:55.338137] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-16T20:32:55.338263] [INFO ] [sig       ] TIMB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:55.478100] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TIMB.txt
[2025-12-16T20:32:55.478233] [INFO ] [sig       ] [3156/3585] Completed TIMB in 0.3s | 2.95 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-16T20:32:55.478273] [INFO ] [sig       ] [3157/3585] Forecasting TITN...
[2025-12-16T20:32:55.478302] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-16T20:32:55.478332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-16T20:32:55.489723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-16T20:32:55.490038] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-16T20:32:55.490802] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-16T20:32:55.490853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:55.490884] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:55.490911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:55.490966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:55.546402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:55.547201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:55.547285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:55.547318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:55.666875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:55.667023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:55.667062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:55.667124] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:55.670598] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-12-16T20:32:55.670874] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-16T20:32:55.671001] [INFO ] [sig       ] TITN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:55.809323] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TITN.txt
[2025-12-16T20:32:55.809480] [INFO ] [sig       ] [3157/3585] Completed TITN in 0.3s | 2.95 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-16T20:32:55.809520] [INFO ] [sig       ] [3158/3585] Forecasting TJX...
[2025-12-16T20:32:55.809553] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-16T20:32:55.809603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-16T20:32:55.821623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-16T20:32:55.821933] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-16T20:32:55.822704] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-16T20:32:55.822756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:55.822788] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:55.822814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:55.822871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:55.878967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:55.879619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:55.879702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:55.879734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:55.999547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:55.999702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:55.999741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:55.999770] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:56.003094] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=37.03%)
[2025-12-16T20:32:56.003365] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-16T20:32:56.003493] [INFO ] [sig       ] TJX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:56.141256] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TJX.txt
[2025-12-16T20:32:56.141431] [INFO ] [sig       ] [3158/3585] Completed TJX in 0.3s | 2.95 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-16T20:32:56.141480] [INFO ] [sig       ] [3159/3585] Forecasting TK...
[2025-12-16T20:32:56.141510] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-16T20:32:56.141540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-16T20:32:56.153850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-16T20:32:56.154142] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-16T20:32:56.154937] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-16T20:32:56.154987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:56.155018] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:56.155044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:56.155100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:56.212718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:56.213468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:56.213552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:56.213612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:56.336085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:56.336251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:56.336293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:56.336322] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:56.339856] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=16.23%)
[2025-12-16T20:32:56.340125] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-16T20:32:56.340253] [INFO ] [sig       ] TK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:56.491335] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TK.txt
[2025-12-16T20:32:56.491471] [INFO ] [sig       ] [3159/3585] Completed TK in 0.3s | 2.95 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-16T20:32:56.491511] [INFO ] [sig       ] [3160/3585] Forecasting TKC...
[2025-12-16T20:32:56.491540] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-16T20:32:56.491586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-16T20:32:56.504762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-16T20:32:56.505237] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-16T20:32:56.506142] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-16T20:32:56.506196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:56.506229] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:56.506255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:56.506316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:56.564979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:56.565757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:56.565841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:56.565875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:56.683921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:56.684074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:56.684114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:56.684142] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:56.687446] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: DOWN (p=17.24%)
[2025-12-16T20:32:56.687747] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-16T20:32:56.687885] [INFO ] [sig       ] TKC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:56.824508] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TKC.txt
[2025-12-16T20:32:56.824685] [INFO ] [sig       ] [3160/3585] Completed TKC in 0.3s | 2.95 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-16T20:32:56.824728] [INFO ] [sig       ] [3161/3585] Forecasting TKNO...
[2025-12-16T20:32:56.824757] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-16T20:32:56.824786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-16T20:32:56.835952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-16T20:32:56.836325] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-16T20:32:56.837107] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-16T20:32:56.837158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:56.837191] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:56.837218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:56.837274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:56.892454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:56.893325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:56.893411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:56.893443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:57.007547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:57.007718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:57.007758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:57.007788] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:57.011097] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: UP (p=76.80%)
[2025-12-16T20:32:57.011357] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-16T20:32:57.011477] [INFO ] [sig       ] TKNO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:57.151048] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TKNO.txt
[2025-12-16T20:32:57.151167] [INFO ] [sig       ] [3161/3585] Completed TKNO in 0.3s | 2.95 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-16T20:32:57.151206] [INFO ] [sig       ] [3162/3585] Forecasting TKO...
[2025-12-16T20:32:57.151235] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-16T20:32:57.151264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-16T20:32:57.162832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-16T20:32:57.163112] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-16T20:32:57.163878] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-16T20:32:57.163930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:57.163962] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:57.163989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:57.164045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:57.220027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:57.220641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:57.220743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:57.220778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:57.339733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:57.339864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:57.339918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:57.339948] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:57.343223] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=9.00%)
[2025-12-16T20:32:57.343487] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-16T20:32:57.343622] [INFO ] [sig       ] TKO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:57.481520] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TKO.txt
[2025-12-16T20:32:57.481651] [INFO ] [sig       ] [3162/3585] Completed TKO in 0.3s | 2.95 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-16T20:32:57.481690] [INFO ] [sig       ] [3163/3585] Forecasting TLK...
[2025-12-16T20:32:57.481719] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-16T20:32:57.481748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-16T20:32:57.493100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-16T20:32:57.493361] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-16T20:32:57.494119] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-16T20:32:57.494169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:57.494200] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:57.494226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:57.494282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:57.550824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:57.551423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:57.551500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:57.551531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:57.673773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:57.673904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:57.673940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:57.673968] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:57.677263] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=95.54%)
[2025-12-16T20:32:57.677522] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-16T20:32:57.677658] [INFO ] [sig       ] TLK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:57.819045] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TLK.txt
[2025-12-16T20:32:57.819194] [INFO ] [sig       ] [3163/3585] Completed TLK in 0.3s | 2.95 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-16T20:32:57.819237] [INFO ] [sig       ] [3164/3585] Forecasting TLS...
[2025-12-16T20:32:57.819266] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-16T20:32:57.819295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-16T20:32:57.830587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-16T20:32:57.830876] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-16T20:32:57.831656] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-16T20:32:57.831707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:57.831739] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:57.831766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:57.831822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:57.887641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:57.888273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:57.888386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:57.888420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:58.007290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:58.007439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:58.007479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:58.007509] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:58.010821] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-12-16T20:32:58.011083] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-16T20:32:58.011203] [INFO ] [sig       ] TLS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:58.146855] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TLS.txt
[2025-12-16T20:32:58.146984] [INFO ] [sig       ] [3164/3585] Completed TLS in 0.3s | 2.95 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-16T20:32:58.147023] [INFO ] [sig       ] [3165/3585] Forecasting TLSA...
[2025-12-16T20:32:58.147052] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-16T20:32:58.147081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-16T20:32:58.159121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-16T20:32:58.159425] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-16T20:32:58.160211] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-16T20:32:58.160264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:58.160296] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:58.160323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:58.160378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:58.215383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:58.216007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:58.216084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:58.216117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:58.336870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:58.336995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:58.337032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:58.337060] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:58.340278] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: DOWN (p=14.40%)
[2025-12-16T20:32:58.340539] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-16T20:32:58.340676] [INFO ] [sig       ] TLSA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:58.477028] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TLSA.txt
[2025-12-16T20:32:58.477139] [INFO ] [sig       ] [3165/3585] Completed TLSA in 0.3s | 2.95 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-16T20:32:58.477176] [INFO ] [sig       ] [3166/3585] Forecasting TLSI...
[2025-12-16T20:32:58.477207] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-16T20:32:58.477237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-16T20:32:58.489339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-16T20:32:58.489658] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-16T20:32:58.490417] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-16T20:32:58.490468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:58.490511] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:58.490538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:58.490612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:58.546529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:58.547161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:58.547237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:58.547270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:58.662840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:58.662983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:58.663021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:58.663049] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:58.666296] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: UP (p=78.37%)
[2025-12-16T20:32:58.666553] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-16T20:32:58.666697] [INFO ] [sig       ] TLSI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:58.802259] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TLSI.txt
[2025-12-16T20:32:58.802368] [INFO ] [sig       ] [3166/3585] Completed TLSI in 0.3s | 2.95 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-16T20:32:58.802406] [INFO ] [sig       ] [3167/3585] Forecasting TLYS...
[2025-12-16T20:32:58.802435] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-16T20:32:58.802464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-16T20:32:58.813056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-16T20:32:58.813341] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-16T20:32:58.814092] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-16T20:32:58.814143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:58.814175] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:58.814202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:58.814256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:58.869865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:58.870469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:58.870545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:58.870594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:58.989029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:58.989212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:58.989251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:58.989283] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:58.992784] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-16T20:32:58.993055] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-16T20:32:58.993174] [INFO ] [sig       ] TLYS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:32:59.130255] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TLYS.txt
[2025-12-16T20:32:59.130405] [INFO ] [sig       ] [3167/3585] Completed TLYS in 0.3s | 2.95 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-16T20:32:59.130446] [INFO ] [sig       ] [3168/3585] Forecasting TM...
[2025-12-16T20:32:59.130476] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-16T20:32:59.130505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-16T20:32:59.142027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-16T20:32:59.142329] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-16T20:32:59.143091] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-16T20:32:59.143141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:59.143172] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:59.143199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:59.143253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:59.199223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:59.199852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:59.199930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:59.199962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:59.319051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:59.319205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:59.319244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:59.319276] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:59.322598] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=83.56%)
[2025-12-16T20:32:59.322873] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-16T20:32:59.322995] [INFO ] [sig       ] TM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:59.459285] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TM.txt
[2025-12-16T20:32:59.459400] [INFO ] [sig       ] [3168/3585] Completed TM in 0.3s | 2.95 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-16T20:32:59.459446] [INFO ] [sig       ] [3169/3585] Forecasting TMC...
[2025-12-16T20:32:59.459475] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-16T20:32:59.459508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-16T20:32:59.470516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-16T20:32:59.470854] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-16T20:32:59.471614] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-16T20:32:59.471665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:59.471696] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:59.471723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:59.471779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:59.527473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:59.528189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:59.528267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:59.528299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:59.644008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:59.644130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:59.644168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:59.644197] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:59.647415] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2025-12-16T20:32:59.647715] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-16T20:32:59.647852] [INFO ] [sig       ] TMC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:32:59.784639] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TMC.txt
[2025-12-16T20:32:59.784762] [INFO ] [sig       ] [3169/3585] Completed TMC in 0.3s | 2.95 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-16T20:32:59.784805] [INFO ] [sig       ] [3170/3585] Forecasting TMCI...
[2025-12-16T20:32:59.784841] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-16T20:32:59.784871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-16T20:32:59.796141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-16T20:32:59.796417] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-16T20:32:59.797177] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-16T20:32:59.797228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:32:59.797259] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:32:59.797285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:32:59.797340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:32:59.853310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:32:59.853950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:32:59.854026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:32:59.854059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:32:59.974666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:32:59.974800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:32:59.974837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:32:59.974866] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:32:59.978076] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=11.36%)
[2025-12-16T20:32:59.978333] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-16T20:32:59.978450] [INFO ] [sig       ] TMCI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:00.115562] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TMCI.txt
[2025-12-16T20:33:00.115733] [INFO ] [sig       ] [3170/3585] Completed TMCI in 0.3s | 2.95 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-16T20:33:00.115772] [INFO ] [sig       ] [3171/3585] Forecasting TMDX...
[2025-12-16T20:33:00.115801] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-16T20:33:00.115840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-16T20:33:00.126743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-16T20:33:00.127018] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-16T20:33:00.127778] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-16T20:33:00.127828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:00.127884] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:00.127912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:00.127968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:00.182554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:00.183178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:00.183255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:00.183288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:00.302441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:00.302613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:00.302658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:00.302689] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:00.306199] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-12-16T20:33:00.306481] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-16T20:33:00.306635] [INFO ] [sig       ] TMDX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:00.446892] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TMDX.txt
[2025-12-16T20:33:00.447021] [INFO ] [sig       ] [3171/3585] Completed TMDX in 0.3s | 2.95 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-16T20:33:00.447061] [INFO ] [sig       ] [3172/3585] Forecasting TME...
[2025-12-16T20:33:00.447091] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-16T20:33:00.447121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-16T20:33:00.458621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-16T20:33:00.458894] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-16T20:33:00.459702] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-16T20:33:00.459765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:00.459803] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:00.459836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:00.459898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:00.517654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:00.518352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:00.518434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:00.518467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:00.640003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:00.640157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:00.640197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:00.640228] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:00.643708] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=82.10%)
[2025-12-16T20:33:00.644005] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-16T20:33:00.644136] [INFO ] [sig       ] TME: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:00.784018] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TME.txt
[2025-12-16T20:33:00.784149] [INFO ] [sig       ] [3172/3585] Completed TME in 0.3s | 2.95 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-16T20:33:00.784197] [INFO ] [sig       ] [3173/3585] Forecasting TMHC...
[2025-12-16T20:33:00.784229] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-16T20:33:00.784259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-16T20:33:00.795718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-16T20:33:00.796023] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-16T20:33:00.796807] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-16T20:33:00.796860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:00.796893] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:00.796921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:00.796980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:00.854076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:00.854692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:00.854772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:00.854810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:00.971562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:00.971741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:00.971786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:00.971840] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:00.975209] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: UP (p=61.77%)
[2025-12-16T20:33:00.975475] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-16T20:33:00.975626] [INFO ] [sig       ] TMHC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:01.113829] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TMHC.txt
[2025-12-16T20:33:01.113964] [INFO ] [sig       ] [3173/3585] Completed TMHC in 0.3s | 2.95 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-16T20:33:01.114003] [INFO ] [sig       ] [3174/3585] Forecasting TMUS...
[2025-12-16T20:33:01.114032] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-16T20:33:01.114063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-16T20:33:01.125999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-16T20:33:01.126422] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-16T20:33:01.127266] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-16T20:33:01.127320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:01.127351] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:01.127376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:01.127431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:01.183517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:01.184318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:01.184402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:01.184434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:01.306420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:01.306522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:01.306557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:01.306631] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:01.309776] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: UP (p=62.73%)
[2025-12-16T20:33:01.310038] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-16T20:33:01.310158] [INFO ] [sig       ] TMUS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:01.449489] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TMUS.txt
[2025-12-16T20:33:01.449665] [INFO ] [sig       ] [3174/3585] Completed TMUS in 0.3s | 2.95 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-16T20:33:01.449707] [INFO ] [sig       ] [3175/3585] Forecasting TNC...
[2025-12-16T20:33:01.449737] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-16T20:33:01.449775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-16T20:33:01.462387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-16T20:33:01.462836] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-16T20:33:01.463711] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-16T20:33:01.463765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:01.463798] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:01.463826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:01.463883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:01.519525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:01.520463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:01.520547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:01.520616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:01.638432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:01.638619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:01.638659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:01.638688] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:01.642180] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-12-16T20:33:01.642465] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-16T20:33:01.642611] [INFO ] [sig       ] TNC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:01.780825] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TNC.txt
[2025-12-16T20:33:01.780986] [INFO ] [sig       ] [3175/3585] Completed TNC in 0.3s | 2.95 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-16T20:33:01.781026] [INFO ] [sig       ] [3176/3585] Forecasting TNDM...
[2025-12-16T20:33:01.781056] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-16T20:33:01.781085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-16T20:33:01.796727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-16T20:33:01.797193] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-16T20:33:01.798466] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-16T20:33:01.798532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:01.798600] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:01.798646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:01.798738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:01.865646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:01.866563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:01.866675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:01.866711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:01.990082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:01.990240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:01.990279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:01.990331] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:01.993759] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: UP (p=58.73%)
[2025-12-16T20:33:01.994082] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-16T20:33:01.994211] [INFO ] [sig       ] TNDM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:02.133444] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TNDM.txt
[2025-12-16T20:33:02.133622] [INFO ] [sig       ] [3176/3585] Completed TNDM in 0.4s | 2.95 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-16T20:33:02.133663] [INFO ] [sig       ] [3177/3585] Forecasting TNGX...
[2025-12-16T20:33:02.133694] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-16T20:33:02.133724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-16T20:33:02.145498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-16T20:33:02.145916] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-16T20:33:02.146755] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-16T20:33:02.146809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:02.146840] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:02.146866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:02.146965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:02.202470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:02.203311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:02.203402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:02.203435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:02.320430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:02.320609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:02.320649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:02.320678] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:02.324017] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: DOWN (p=10.69%)
[2025-12-16T20:33:02.324311] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-16T20:33:02.324436] [INFO ] [sig       ] TNGX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:02.462218] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TNGX.txt
[2025-12-16T20:33:02.463203] [INFO ] [sig       ] [3177/3585] Completed TNGX in 0.3s | 2.95 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-16T20:33:02.463252] [INFO ] [sig       ] [3178/3585] Forecasting TNK...
[2025-12-16T20:33:02.463283] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-16T20:33:02.463313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-16T20:33:02.474710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-16T20:33:02.475050] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-16T20:33:02.475828] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-16T20:33:02.475879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:02.475913] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:02.475940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:02.475995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:02.531793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:02.532656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:02.532742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:02.532786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:02.654017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:02.654169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:02.654207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:02.654234] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:02.657493] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=7.95%)
[2025-12-16T20:33:02.657775] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-16T20:33:02.657901] [INFO ] [sig       ] TNK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:02.796245] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TNK.txt
[2025-12-16T20:33:02.796378] [INFO ] [sig       ] [3178/3585] Completed TNK in 0.3s | 2.95 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-16T20:33:02.796418] [INFO ] [sig       ] [3179/3585] Forecasting TNL...
[2025-12-16T20:33:02.796448] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-16T20:33:02.796477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-16T20:33:02.808075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-16T20:33:02.808373] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-16T20:33:02.809214] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-16T20:33:02.809278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:02.809311] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:02.809339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:02.809396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:02.866008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:02.866684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:02.866770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:02.866809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:02.995726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:02.995913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:02.995953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:02.995982] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:02.999407] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=83.37%)
[2025-12-16T20:33:02.999705] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-16T20:33:02.999826] [INFO ] [sig       ] TNL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:03.136183] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TNL.txt
[2025-12-16T20:33:03.136314] [INFO ] [sig       ] [3179/3585] Completed TNL in 0.3s | 2.95 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-16T20:33:03.136354] [INFO ] [sig       ] [3180/3585] Forecasting TNON...
[2025-12-16T20:33:03.136383] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-16T20:33:03.136412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-16T20:33:03.148066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-16T20:33:03.148411] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-16T20:33:03.149239] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-16T20:33:03.149292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:03.149323] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:03.149350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:03.149405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:03.203985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:03.204657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:03.204737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:03.204769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:03.323659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:03.323819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:03.323857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:03.323884] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:03.327158] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: UP (p=58.03%)
[2025-12-16T20:33:03.327425] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-16T20:33:03.327546] [INFO ] [sig       ] TNON: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:03.463168] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TNON.txt
[2025-12-16T20:33:03.463295] [INFO ] [sig       ] [3180/3585] Completed TNON in 0.3s | 2.95 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-16T20:33:03.463334] [INFO ] [sig       ] [3181/3585] Forecasting TNXP...
[2025-12-16T20:33:03.463362] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-16T20:33:03.463391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-16T20:33:03.474716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-16T20:33:03.475010] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-16T20:33:03.475771] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-16T20:33:03.475833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:03.475871] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:03.475904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:03.475971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:03.531387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:03.532149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:03.532262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:03.532295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:03.651907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:03.652059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:03.652100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:03.652130] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:03.655479] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: DOWN (p=7.03%)
[2025-12-16T20:33:03.655772] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-16T20:33:03.655898] [INFO ] [sig       ] TNXP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:03.791771] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TNXP.txt
[2025-12-16T20:33:03.791898] [INFO ] [sig       ] [3181/3585] Completed TNXP in 0.3s | 2.95 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-16T20:33:03.791936] [INFO ] [sig       ] [3182/3585] Forecasting TOI...
[2025-12-16T20:33:03.791966] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-16T20:33:03.791996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-16T20:33:03.802547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-16T20:33:03.802874] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-16T20:33:03.803647] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-16T20:33:03.803699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:03.803730] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:03.803756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:03.803816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:03.858716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:03.859397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:03.859478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:03.859510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:03.979712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:03.979862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:03.979901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:03.979929] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:03.983229] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: UP (p=71.84%)
[2025-12-16T20:33:03.983494] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-16T20:33:03.983633] [INFO ] [sig       ] TOI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:04.118399] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TOI.txt
[2025-12-16T20:33:04.118544] [INFO ] [sig       ] [3182/3585] Completed TOI in 0.3s | 2.95 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-16T20:33:04.118600] [INFO ] [sig       ] [3183/3585] Forecasting TOL...
[2025-12-16T20:33:04.118632] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-16T20:33:04.118661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-16T20:33:04.129602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-16T20:33:04.129916] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-16T20:33:04.130687] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-16T20:33:04.130738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:04.130769] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:04.130798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:04.130856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:04.186027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:04.186642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:04.186721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:04.186753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:04.304077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:04.304227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:04.304265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:04.304293] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:04.307628] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: UP (p=92.91%)
[2025-12-16T20:33:04.307891] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-16T20:33:04.308010] [INFO ] [sig       ] TOL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:04.443669] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TOL.txt
[2025-12-16T20:33:04.443797] [INFO ] [sig       ] [3183/3585] Completed TOL in 0.3s | 2.95 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-16T20:33:04.443843] [INFO ] [sig       ] [3184/3585] Forecasting TORO...
[2025-12-16T20:33:04.443879] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-16T20:33:04.443912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-16T20:33:04.455121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-16T20:33:04.455446] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-16T20:33:04.456252] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-16T20:33:04.456305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:04.456338] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:04.456367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:04.456424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:04.512272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:04.512896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:04.512974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:04.513006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:04.634916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:04.635093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:04.635131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:04.635160] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:04.638559] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: DOWN (p=43.51%)
[2025-12-16T20:33:04.638897] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-16T20:33:04.639036] [INFO ] [sig       ] TORO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:04.775627] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TORO.txt
[2025-12-16T20:33:04.775809] [INFO ] [sig       ] [3184/3585] Completed TORO in 0.3s | 2.95 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-16T20:33:04.775864] [INFO ] [sig       ] [3185/3585] Forecasting TOWN...
[2025-12-16T20:33:04.775906] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-16T20:33:04.775948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-16T20:33:04.786904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-16T20:33:04.787201] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-16T20:33:04.788055] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-16T20:33:04.788108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:04.788140] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:04.788169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:04.788226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:04.843692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:04.844269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:04.844346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:04.844378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:04.963483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:04.963607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:04.963644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:04.963672] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:04.966779] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: DOWN (p=10.49%)
[2025-12-16T20:33:04.967038] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-16T20:33:04.967159] [INFO ] [sig       ] TOWN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:05.103445] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TOWN.txt
[2025-12-16T20:33:05.103553] [INFO ] [sig       ] [3185/3585] Completed TOWN in 0.3s | 2.95 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-16T20:33:05.103611] [INFO ] [sig       ] [3186/3585] Forecasting TOYO...
[2025-12-16T20:33:05.103641] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-16T20:33:05.103671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-16T20:33:05.114889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-16T20:33:05.115189] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-16T20:33:05.116005] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-16T20:33:05.116056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:05.116089] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:05.116117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:05.116174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:05.174766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:05.175376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:05.175455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:05.175488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:05.286120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:05.286239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:05.286275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:05.286303] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:05.289450] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: UP (p=83.06%)
[2025-12-16T20:33:05.289728] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-16T20:33:05.289867] [INFO ] [sig       ] TOYO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:05.430293] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TOYO.txt
[2025-12-16T20:33:05.430417] [INFO ] [sig       ] [3186/3585] Completed TOYO in 0.3s | 2.95 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-16T20:33:05.430457] [INFO ] [sig       ] [3187/3585] Forecasting TPB...
[2025-12-16T20:33:05.430487] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-16T20:33:05.430517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-16T20:33:05.442042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-16T20:33:05.442317] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-16T20:33:05.443164] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-16T20:33:05.443215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:05.443249] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:05.443276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:05.443334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:05.499320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:05.499951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:05.500027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:05.500060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:05.625631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:05.625735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:05.625773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:05.625801] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:05.629119] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: UP (p=88.17%)
[2025-12-16T20:33:05.629398] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-16T20:33:05.629517] [INFO ] [sig       ] TPB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:05.767990] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TPB.txt
[2025-12-16T20:33:05.768103] [INFO ] [sig       ] [3187/3585] Completed TPB in 0.3s | 2.95 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-16T20:33:05.768141] [INFO ] [sig       ] [3188/3585] Forecasting TPC...
[2025-12-16T20:33:05.768169] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-16T20:33:05.768197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-16T20:33:05.778924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-16T20:33:05.779202] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-16T20:33:05.779990] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-16T20:33:05.780049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:05.780117] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:05.780157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:05.780239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:05.835517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:05.836168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:05.836246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:05.836278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:05.957835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:05.958004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:05.958044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:05.958073] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:05.961700] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-16T20:33:05.962011] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-16T20:33:05.962149] [INFO ] [sig       ] TPC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:06.102528] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TPC.txt
[2025-12-16T20:33:06.102714] [INFO ] [sig       ] [3188/3585] Completed TPC in 0.3s | 2.95 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-16T20:33:06.102757] [INFO ] [sig       ] [3189/3585] Forecasting TPG...
[2025-12-16T20:33:06.102787] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-16T20:33:06.102816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-16T20:33:06.114381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-16T20:33:06.114701] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-16T20:33:06.115521] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-16T20:33:06.115594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:06.115636] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:06.115664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:06.115720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:06.171027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:06.171620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:06.171696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:06.171728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:06.291444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:06.291611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:06.291651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:06.291679] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:06.294941] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: UP (p=67.62%)
[2025-12-16T20:33:06.295203] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-16T20:33:06.295322] [INFO ] [sig       ] TPG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:06.431270] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TPG.txt
[2025-12-16T20:33:06.431377] [INFO ] [sig       ] [3189/3585] Completed TPG in 0.3s | 2.95 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-16T20:33:06.431416] [INFO ] [sig       ] [3190/3585] Forecasting TPGXL...
[2025-12-16T20:33:06.431445] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-16T20:33:06.431474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-16T20:33:06.442520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-16T20:33:06.442826] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-16T20:33:06.443658] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-16T20:33:06.443711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:06.443753] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:06.443782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:06.443847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:06.500887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:06.501465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:06.501545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:06.501595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:06.612342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:06.612434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:06.612469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:06.612497] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:06.615515] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: UP (p=67.82%)
[2025-12-16T20:33:06.615804] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-16T20:33:06.615946] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:06.751363] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TPGXL.txt
[2025-12-16T20:33:06.751507] [INFO ] [sig       ] [3190/3585] Completed TPGXL in 0.3s | 2.95 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-16T20:33:06.751546] [INFO ] [sig       ] [3191/3585] Forecasting TPH...
[2025-12-16T20:33:06.751597] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-16T20:33:06.751642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-16T20:33:06.762444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-16T20:33:06.762749] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-16T20:33:06.763549] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-16T20:33:06.763629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:06.763665] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:06.763693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:06.763748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:06.820915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:06.821498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:06.821596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:06.821632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:06.936454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:06.936563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:06.936634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:06.936687] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:06.940021] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=99.87%)
[2025-12-16T20:33:06.940293] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-16T20:33:06.940417] [INFO ] [sig       ] TPH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:07.077078] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TPH.txt
[2025-12-16T20:33:07.077184] [INFO ] [sig       ] [3191/3585] Completed TPH in 0.3s | 2.95 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-16T20:33:07.077222] [INFO ] [sig       ] [3192/3585] Forecasting TPL...
[2025-12-16T20:33:07.077252] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-16T20:33:07.077282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-16T20:33:07.088465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-16T20:33:07.088753] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-16T20:33:07.089514] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-16T20:33:07.089565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:07.089614] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:07.089641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:07.089697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:07.148681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:07.149412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:07.149502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:07.149535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:07.267674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:07.267764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:07.267799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:07.267826] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:07.270975] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=99.43%)
[2025-12-16T20:33:07.271240] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-16T20:33:07.271358] [INFO ] [sig       ] TPL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:07.407801] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TPL.txt
[2025-12-16T20:33:07.407907] [INFO ] [sig       ] [3192/3585] Completed TPL in 0.3s | 2.95 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-16T20:33:07.407944] [INFO ] [sig       ] [3193/3585] Forecasting TPVG...
[2025-12-16T20:33:07.407973] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-16T20:33:07.408002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-16T20:33:07.418448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-16T20:33:07.418731] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-16T20:33:07.419484] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-16T20:33:07.419534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:07.419565] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:07.419620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:07.419678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:07.474907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:07.475463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:07.475538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:07.475570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:07.593848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:07.593935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:07.593969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:07.593998] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:07.597024] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: UP (p=71.32%)
[2025-12-16T20:33:07.597274] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-16T20:33:07.597389] [INFO ] [sig       ] TPVG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:07.733970] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TPVG.txt
[2025-12-16T20:33:07.734075] [INFO ] [sig       ] [3193/3585] Completed TPVG in 0.3s | 2.95 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-16T20:33:07.734118] [INFO ] [sig       ] [3194/3585] Forecasting TPYP...
[2025-12-16T20:33:07.734149] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-16T20:33:07.734179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-16T20:33:07.745142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-16T20:33:07.745401] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-16T20:33:07.746152] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-16T20:33:07.746203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:07.746235] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:07.746262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:07.746318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:07.802688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:07.803264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:07.803343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:07.803374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:07.918677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:07.918764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:07.918798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:07.918824] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:07.921834] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: UP (p=65.17%)
[2025-12-16T20:33:07.922267] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-16T20:33:07.922383] [INFO ] [sig       ] TPYP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:08.064426] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TPYP.txt
[2025-12-16T20:33:08.064539] [INFO ] [sig       ] [3194/3585] Completed TPYP in 0.3s | 2.95 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-16T20:33:08.064593] [INFO ] [sig       ] [3195/3585] Forecasting TPZ...
[2025-12-16T20:33:08.064625] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-16T20:33:08.064654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-16T20:33:08.075292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-16T20:33:08.075561] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-16T20:33:08.076338] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-16T20:33:08.076389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:08.076420] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:08.076447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:08.076502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:08.131804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:08.132389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:08.132468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:08.132499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:08.238441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:08.238528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:08.238564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:08.238610] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:08.241674] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: DOWN (p=17.58%)
[2025-12-16T20:33:08.241925] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-16T20:33:08.242058] [INFO ] [sig       ] TPZ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:08.377690] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TPZ.txt
[2025-12-16T20:33:08.377793] [INFO ] [sig       ] [3195/3585] Completed TPZ in 0.3s | 2.95 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-16T20:33:08.377831] [INFO ] [sig       ] [3196/3585] Forecasting TQQQ...
[2025-12-16T20:33:08.377861] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-16T20:33:08.377889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-16T20:33:08.387931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-16T20:33:08.388185] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-16T20:33:08.388965] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-16T20:33:08.389027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:08.389065] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:08.389092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:08.389147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:08.444251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:08.444828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:08.444905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:08.444940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:08.567143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:08.567236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:08.567274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:08.567302] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:08.570638] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-12-16T20:33:08.570912] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-16T20:33:08.571052] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:08.707271] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TQQQ.txt
[2025-12-16T20:33:08.707376] [INFO ] [sig       ] [3196/3585] Completed TQQQ in 0.3s | 2.95 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-16T20:33:08.707414] [INFO ] [sig       ] [3197/3585] Forecasting TRC...
[2025-12-16T20:33:08.707443] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-16T20:33:08.707472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-16T20:33:08.717841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-16T20:33:08.718091] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-16T20:33:08.718838] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-16T20:33:08.718888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:08.718919] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:08.718946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:08.719001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:08.775469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:08.776045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:08.776120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:08.776152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:08.893268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:08.893363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:08.893397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:08.893439] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:08.896538] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: UP (p=75.53%)
[2025-12-16T20:33:08.896815] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-16T20:33:08.896933] [INFO ] [sig       ] TRC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:09.033234] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TRC.txt
[2025-12-16T20:33:09.033339] [INFO ] [sig       ] [3197/3585] Completed TRC in 0.3s | 2.95 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-16T20:33:09.033376] [INFO ] [sig       ] [3198/3585] Forecasting TRDA...
[2025-12-16T20:33:09.033405] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-16T20:33:09.033433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-16T20:33:09.043766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-16T20:33:09.044014] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-16T20:33:09.044769] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-16T20:33:09.044820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:09.044852] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:09.044885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:09.044953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:09.100790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:09.101356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:09.101457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:09.101490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:09.218051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:09.218144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:09.218180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:09.218208] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:09.221292] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-16T20:33:09.221550] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-16T20:33:09.221691] [INFO ] [sig       ] TRDA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:09.356176] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TRDA.txt
[2025-12-16T20:33:09.356281] [INFO ] [sig       ] [3198/3585] Completed TRDA in 0.3s | 2.95 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-16T20:33:09.356318] [INFO ] [sig       ] [3199/3585] Forecasting TREE...
[2025-12-16T20:33:09.356347] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-16T20:33:09.356375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-16T20:33:09.366217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-16T20:33:09.366465] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-16T20:33:09.367227] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-16T20:33:09.367278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:09.367310] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:09.367338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:09.367394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:09.423084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:09.423692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:09.423800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:09.423834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:09.544534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:09.544648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:09.544684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:09.544712] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:09.547753] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: DOWN (p=44.50%)
[2025-12-16T20:33:09.548034] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-16T20:33:09.548159] [INFO ] [sig       ] TREE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:09.685854] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TREE.txt
[2025-12-16T20:33:09.685959] [INFO ] [sig       ] [3199/3585] Completed TREE in 0.3s | 2.95 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-16T20:33:09.685997] [INFO ] [sig       ] [3200/3585] Forecasting TREX...
[2025-12-16T20:33:09.686025] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-16T20:33:09.686054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-16T20:33:09.695877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-16T20:33:09.696128] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-16T20:33:09.696887] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-16T20:33:09.696938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:09.696970] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:09.696997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:09.697052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:09.752512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:09.753137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:09.753213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:09.753245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:09.877540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:09.877660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:09.877696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:09.877724] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:09.880894] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=27.41%)
[2025-12-16T20:33:09.881179] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-16T20:33:09.881298] [INFO ] [sig       ] TREX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:10.016560] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TREX.txt
[2025-12-16T20:33:10.016682] [INFO ] [sig       ] [3200/3585] Completed TREX in 0.3s | 2.95 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-16T20:33:10.016720] [INFO ] [sig       ] [3201/3585] Forecasting TRGP...
[2025-12-16T20:33:10.016749] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-16T20:33:10.016778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-16T20:33:10.027197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-16T20:33:10.027478] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-16T20:33:10.028232] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-16T20:33:10.028283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:10.028326] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:10.028354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:10.028410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:10.083210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:10.083805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:10.083881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:10.083913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:10.197305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:10.197414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:10.197450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:10.197479] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:10.200642] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=99.34%)
[2025-12-16T20:33:10.200902] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-16T20:33:10.201024] [INFO ] [sig       ] TRGP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:10.337156] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TRGP.txt
[2025-12-16T20:33:10.337283] [INFO ] [sig       ] [3201/3585] Completed TRGP in 0.3s | 2.95 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-16T20:33:10.337320] [INFO ] [sig       ] [3202/3585] Forecasting TRI...
[2025-12-16T20:33:10.337351] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-16T20:33:10.337380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-16T20:33:10.347683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-16T20:33:10.347951] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-16T20:33:10.348702] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-16T20:33:10.348753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:10.348785] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:10.348811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:10.348865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:10.403711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:10.404295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:10.404371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:10.404402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:10.525776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:10.525866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:10.525900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:10.525927] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:10.528990] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: UP (p=88.79%)
[2025-12-16T20:33:10.529261] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-16T20:33:10.529377] [INFO ] [sig       ] TRI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:10.666313] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TRI.txt
[2025-12-16T20:33:10.666418] [INFO ] [sig       ] [3202/3585] Completed TRI in 0.3s | 2.95 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-16T20:33:10.666456] [INFO ] [sig       ] [3203/3585] Forecasting TRIN...
[2025-12-16T20:33:10.666485] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-16T20:33:10.666514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-16T20:33:10.677097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-16T20:33:10.677349] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-16T20:33:10.678129] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-16T20:33:10.678179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:10.678209] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:10.678235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:10.678291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:10.738107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:10.738833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:10.738910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:10.738946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:10.857515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:10.857617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:10.857653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:10.857681] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:10.860751] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-16T20:33:10.861030] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-16T20:33:10.861159] [INFO ] [sig       ] TRIN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:10.996996] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TRIN.txt
[2025-12-16T20:33:10.997102] [INFO ] [sig       ] [3203/3585] Completed TRIN in 0.3s | 2.95 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-16T20:33:10.997140] [INFO ] [sig       ] [3204/3585] Forecasting TRIP...
[2025-12-16T20:33:10.997169] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-16T20:33:10.997197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-16T20:33:11.007692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-16T20:33:11.007945] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-16T20:33:11.008714] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-16T20:33:11.008764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:11.008795] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:11.008822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:11.008876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:11.064129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:11.064714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:11.064792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:11.064823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:11.181288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:11.181373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:11.181407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:11.181435] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:11.184396] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: DOWN (p=5.56%)
[2025-12-16T20:33:11.184667] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-16T20:33:11.184785] [INFO ] [sig       ] TRIP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:11.319740] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TRIP.txt
[2025-12-16T20:33:11.319845] [INFO ] [sig       ] [3204/3585] Completed TRIP in 0.3s | 2.95 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-16T20:33:11.319881] [INFO ] [sig       ] [3205/3585] Forecasting TRMB...
[2025-12-16T20:33:11.319916] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-16T20:33:11.319946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-16T20:33:11.329652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-16T20:33:11.329902] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-16T20:33:11.330655] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-16T20:33:11.330708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:11.330764] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:11.330793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:11.330848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:11.386155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:11.386743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:11.386821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:11.386852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:11.508003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:11.508113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:11.508149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:11.508177] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:11.511329] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: UP (p=83.85%)
[2025-12-16T20:33:11.511605] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-16T20:33:11.511726] [INFO ] [sig       ] TRMB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:11.647314] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TRMB.txt
[2025-12-16T20:33:11.647439] [INFO ] [sig       ] [3205/3585] Completed TRMB in 0.3s | 2.95 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-16T20:33:11.647479] [INFO ] [sig       ] [3206/3585] Forecasting TRMD...
[2025-12-16T20:33:11.647507] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-16T20:33:11.647535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-16T20:33:11.657794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-16T20:33:11.658142] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-16T20:33:11.658905] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-16T20:33:11.658956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:11.658987] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:11.659013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:11.659069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:11.714877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:11.715469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:11.715544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:11.715592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:11.830294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:11.830384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:11.830420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:11.830448] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:11.833524] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: UP (p=93.96%)
[2025-12-16T20:33:11.833805] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-16T20:33:11.833923] [INFO ] [sig       ] TRMD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:11.970056] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TRMD.txt
[2025-12-16T20:33:11.970177] [INFO ] [sig       ] [3206/3585] Completed TRMD in 0.3s | 2.95 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-16T20:33:11.970214] [INFO ] [sig       ] [3207/3585] Forecasting TRMK...
[2025-12-16T20:33:11.970243] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-16T20:33:11.970273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-16T20:33:11.980149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-16T20:33:11.980403] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-16T20:33:11.981164] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-16T20:33:11.981214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:11.981245] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:11.981272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:11.981327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:12.036748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:12.037325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:12.037400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:12.037431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:12.150759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:12.150854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:12.150888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:12.150916] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:12.153941] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: UP (p=90.72%)
[2025-12-16T20:33:12.154201] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-16T20:33:12.154318] [INFO ] [sig       ] TRMK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:12.290483] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TRMK.txt
[2025-12-16T20:33:12.290603] [INFO ] [sig       ] [3207/3585] Completed TRMK in 0.3s | 2.95 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-16T20:33:12.290643] [INFO ] [sig       ] [3208/3585] Forecasting TRN...
[2025-12-16T20:33:12.290672] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-16T20:33:12.290701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-16T20:33:12.301059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-16T20:33:12.301317] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-16T20:33:12.302084] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-16T20:33:12.302134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:12.302166] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:12.302193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:12.302249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:12.357509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:12.358107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:12.358183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:12.358215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:12.472834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:12.472921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:12.472956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:12.473023] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:12.476085] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: UP (p=93.18%)
[2025-12-16T20:33:12.476343] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-16T20:33:12.476464] [INFO ] [sig       ] TRN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:12.613327] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TRN.txt
[2025-12-16T20:33:12.613430] [INFO ] [sig       ] [3208/3585] Completed TRN in 0.3s | 2.95 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-16T20:33:12.613468] [INFO ] [sig       ] [3209/3585] Forecasting TRNO...
[2025-12-16T20:33:12.613497] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-16T20:33:12.613526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-16T20:33:12.623703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-16T20:33:12.623959] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-16T20:33:12.624742] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-16T20:33:12.624792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:12.624823] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:12.624850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:12.624905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:12.681113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:12.681717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:12.681795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:12.681826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:12.802907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:12.803041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:12.803085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:12.803113] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:12.806456] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=79.22%)
[2025-12-16T20:33:12.806741] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-16T20:33:12.806862] [INFO ] [sig       ] TRNO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:12.943661] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TRNO.txt
[2025-12-16T20:33:12.943765] [INFO ] [sig       ] [3209/3585] Completed TRNO in 0.3s | 2.95 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-16T20:33:12.943803] [INFO ] [sig       ] [3210/3585] Forecasting TRNS...
[2025-12-16T20:33:12.943831] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-16T20:33:12.943859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-16T20:33:12.953945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-16T20:33:12.954201] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-16T20:33:12.954985] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-16T20:33:12.955035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:12.955067] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:12.955093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:12.955149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:13.010908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:13.011488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:13.011566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:13.011627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:13.128639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:13.128747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:13.128783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:13.128811] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:13.131952] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=6.84%)
[2025-12-16T20:33:13.132210] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-16T20:33:13.132327] [INFO ] [sig       ] TRNS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:13.268706] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TRNS.txt
[2025-12-16T20:33:13.268830] [INFO ] [sig       ] [3210/3585] Completed TRNS in 0.3s | 2.95 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-16T20:33:13.268868] [INFO ] [sig       ] [3211/3585] Forecasting TROX...
[2025-12-16T20:33:13.268897] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-16T20:33:13.268938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-16T20:33:13.278647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-16T20:33:13.278897] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-16T20:33:13.279688] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-16T20:33:13.279738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:13.279769] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:13.279796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:13.279851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:13.335725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:13.336329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:13.336405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:13.336437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:13.452030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:13.452166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:13.452204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:13.452232] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:13.455558] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=51.03%)
[2025-12-16T20:33:13.455863] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-16T20:33:13.455982] [INFO ] [sig       ] TROX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:13.595679] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TROX.txt
[2025-12-16T20:33:13.595799] [INFO ] [sig       ] [3211/3585] Completed TROX in 0.3s | 2.95 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-16T20:33:13.595838] [INFO ] [sig       ] [3212/3585] Forecasting TRP...
[2025-12-16T20:33:13.595867] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-16T20:33:13.595896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-16T20:33:13.605796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-16T20:33:13.606060] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-16T20:33:13.606828] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-16T20:33:13.606878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:13.606910] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:13.606938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:13.607004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:13.662836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:13.663422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:13.663498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:13.663529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:13.778220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:13.778369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:13.778407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:13.778436] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:13.781771] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=6.96%)
[2025-12-16T20:33:13.782034] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-16T20:33:13.782156] [INFO ] [sig       ] TRP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:13.919061] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TRP.txt
[2025-12-16T20:33:13.919209] [INFO ] [sig       ] [3212/3585] Completed TRP in 0.3s | 2.95 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-16T20:33:13.919249] [INFO ] [sig       ] [3213/3585] Forecasting TRS...
[2025-12-16T20:33:13.919279] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-16T20:33:13.919307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-16T20:33:13.929753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-16T20:33:13.930047] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-16T20:33:13.930869] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-16T20:33:13.930922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:13.930955] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:13.930982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:13.931039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:13.989083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:13.989727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:13.989809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:13.989842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:14.109436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:14.109536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:14.109587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:14.109617] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:14.112706] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: DOWN (p=44.88%)
[2025-12-16T20:33:14.112960] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-16T20:33:14.113080] [INFO ] [sig       ] TRS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:14.249408] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TRS.txt
[2025-12-16T20:33:14.249525] [INFO ] [sig       ] [3213/3585] Completed TRS in 0.3s | 2.95 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-16T20:33:14.249563] [INFO ] [sig       ] [3214/3585] Forecasting TRTX...
[2025-12-16T20:33:14.249610] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-16T20:33:14.249640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-16T20:33:14.259987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-16T20:33:14.260281] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-16T20:33:14.261125] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-16T20:33:14.261197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:14.261231] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:14.261260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:14.261318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:14.318236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:14.318848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:14.318927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:14.318959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:14.438838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:14.438983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:14.439022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:14.439054] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:14.442424] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=13.48%)
[2025-12-16T20:33:14.442709] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-16T20:33:14.442830] [INFO ] [sig       ] TRTX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:14.582203] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TRTX.txt
[2025-12-16T20:33:14.582349] [INFO ] [sig       ] [3214/3585] Completed TRTX in 0.3s | 2.95 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-16T20:33:14.582389] [INFO ] [sig       ] [3215/3585] Forecasting TRUE...
[2025-12-16T20:33:14.582420] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-16T20:33:14.582451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-16T20:33:14.593061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-16T20:33:14.593369] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-16T20:33:14.594344] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-16T20:33:14.594403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:14.594437] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:14.594466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:14.594524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:14.651671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:14.652531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:14.652663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:14.652697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:14.772683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:14.772835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:14.772875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:14.772904] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:14.776183] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=19.16%)
[2025-12-16T20:33:14.776448] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-16T20:33:14.776568] [INFO ] [sig       ] TRUE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:14.913229] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TRUE.txt
[2025-12-16T20:33:14.913363] [INFO ] [sig       ] [3215/3585] Completed TRUE in 0.3s | 2.95 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-16T20:33:14.913402] [INFO ] [sig       ] [3216/3585] Forecasting TRUP...
[2025-12-16T20:33:14.913433] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-16T20:33:14.913463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-16T20:33:14.924440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-16T20:33:14.924835] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-16T20:33:14.925617] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-16T20:33:14.925668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:14.925699] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:14.925726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:14.925781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:14.982091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:14.982954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:14.983045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:14.983084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:15.105153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:15.105313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:15.105351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:15.105378] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:15.108749] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: UP (p=57.44%)
[2025-12-16T20:33:15.109036] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-16T20:33:15.109187] [INFO ] [sig       ] TRUP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:15.246496] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TRUP.txt
[2025-12-16T20:33:15.246636] [INFO ] [sig       ] [3216/3585] Completed TRUP in 0.3s | 2.95 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-16T20:33:15.246676] [INFO ] [sig       ] [3217/3585] Forecasting TRVG...
[2025-12-16T20:33:15.246705] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-16T20:33:15.246735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-16T20:33:15.256964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-16T20:33:15.257254] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-16T20:33:15.258003] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-16T20:33:15.258063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:15.258101] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:15.258134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:15.258202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:15.317355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:15.317991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:15.318069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:15.318104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:15.436134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:15.436254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:15.436292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:15.436319] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:15.439540] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: DOWN (p=5.03%)
[2025-12-16T20:33:15.439836] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-16T20:33:15.439957] [INFO ] [sig       ] TRVG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:15.576636] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TRVG.txt
[2025-12-16T20:33:15.576785] [INFO ] [sig       ] [3217/3585] Completed TRVG in 0.3s | 2.95 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-16T20:33:15.576825] [INFO ] [sig       ] [3218/3585] Forecasting TS...
[2025-12-16T20:33:15.576854] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-16T20:33:15.576884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-16T20:33:15.586935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-16T20:33:15.587189] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-16T20:33:15.587949] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-16T20:33:15.587999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:15.588036] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:15.588069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:15.588137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:15.643798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:15.644457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:15.644536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:15.644568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:15.762136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:15.762283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:15.762320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:15.762349] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:15.765646] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: UP (p=51.25%)
[2025-12-16T20:33:15.765929] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-16T20:33:15.766049] [INFO ] [sig       ] TS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:15.902365] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TS.txt
[2025-12-16T20:33:15.902512] [INFO ] [sig       ] [3218/3585] Completed TS in 0.3s | 2.95 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-16T20:33:15.902553] [INFO ] [sig       ] [3219/3585] Forecasting TSBK...
[2025-12-16T20:33:15.902598] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-16T20:33:15.902629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-16T20:33:15.912347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-16T20:33:15.912635] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-16T20:33:15.913522] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-16T20:33:15.913598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:15.913634] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:15.913663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:15.913723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:15.969311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:15.970014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:15.970093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:15.970129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:16.068368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:16.068509] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:33:16.068546] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:16.068592] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:16.071860] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-12-16T20:33:16.072141] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-16T20:33:16.072261] [INFO ] [sig       ] TSBK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:16.209758] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TSBK.txt
[2025-12-16T20:33:16.209876] [INFO ] [sig       ] [3219/3585] Completed TSBK in 0.3s | 2.95 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-16T20:33:16.209921] [INFO ] [sig       ] [3220/3585] Forecasting TSCO...
[2025-12-16T20:33:16.209952] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-16T20:33:16.209981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-16T20:33:16.219694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-16T20:33:16.219952] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-16T20:33:16.220715] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-16T20:33:16.220765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:16.220797] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:16.220823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:16.220879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:16.276214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:16.277050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:16.277131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:16.277164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:16.396933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:16.397086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:16.397124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:16.397153] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:16.400542] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: UP (p=89.48%)
[2025-12-16T20:33:16.400867] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-16T20:33:16.400999] [INFO ] [sig       ] TSCO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:16.604494] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TSCO.txt
[2025-12-16T20:33:16.604715] [INFO ] [sig       ] [3220/3585] Completed TSCO in 0.4s | 2.95 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-16T20:33:16.604768] [INFO ] [sig       ] [3221/3585] Forecasting TSDD...
[2025-12-16T20:33:16.604803] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-16T20:33:16.604838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-16T20:33:16.623277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-16T20:33:16.623818] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-16T20:33:16.625047] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-16T20:33:16.625119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:16.625172] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:16.625219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:16.625310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:16.702652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:16.704746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:16.704982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:16.705045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:16.881319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:16.881537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:16.881627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:16.881685] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:16.886982] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=86.07%)
[2025-12-16T20:33:16.887489] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-16T20:33:16.887712] [INFO ] [sig       ] TSDD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:17.090133] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TSDD.txt
[2025-12-16T20:33:17.090448] [INFO ] [sig       ] [3221/3585] Completed TSDD in 0.5s | 2.95 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-16T20:33:17.090514] [INFO ] [sig       ] [3222/3585] Forecasting TSEM...
[2025-12-16T20:33:17.090555] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-16T20:33:17.090619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-16T20:33:17.104690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-16T20:33:17.105179] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-16T20:33:17.106318] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-16T20:33:17.106398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:17.106481] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:17.106510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:17.106568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:17.196028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:17.196985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:17.197090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:17.197125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:17.361559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:17.361761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:17.361827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:17.361877] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:17.367106] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=90.12%)
[2025-12-16T20:33:17.367518] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-16T20:33:17.367729] [INFO ] [sig       ] TSEM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:17.555149] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TSEM.txt
[2025-12-16T20:33:17.555306] [INFO ] [sig       ] [3222/3585] Completed TSEM in 0.5s | 2.95 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-16T20:33:17.555347] [INFO ] [sig       ] [3223/3585] Forecasting TSHA...
[2025-12-16T20:33:17.555378] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-16T20:33:17.555408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-16T20:33:17.565895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-16T20:33:17.566254] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-16T20:33:17.567062] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-16T20:33:17.567115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:17.567146] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:17.567172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:17.567227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:17.624455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:17.625239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:17.625319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:17.625352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:17.744706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:17.744856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:17.744895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:17.744924] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:17.748213] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: UP (p=94.06%)
[2025-12-16T20:33:17.748476] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-16T20:33:17.748612] [INFO ] [sig       ] TSHA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:17.887635] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TSHA.txt
[2025-12-16T20:33:17.887795] [INFO ] [sig       ] [3223/3585] Completed TSHA in 0.3s | 2.95 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-16T20:33:17.887836] [INFO ] [sig       ] [3224/3585] Forecasting TSI...
[2025-12-16T20:33:17.887865] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-16T20:33:17.887895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-16T20:33:17.899184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-16T20:33:17.899561] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-16T20:33:17.900335] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-16T20:33:17.900387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:17.900419] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:17.900445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:17.900501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:17.956602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:17.957449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:17.957532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:17.957565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:18.071426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:18.071588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:18.071628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:18.071657] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:18.074952] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: UP (p=89.44%)
[2025-12-16T20:33:18.075266] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-16T20:33:18.075398] [INFO ] [sig       ] TSI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:18.212675] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TSI.txt
[2025-12-16T20:33:18.212807] [INFO ] [sig       ] [3224/3585] Completed TSI in 0.3s | 2.95 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-16T20:33:18.212846] [INFO ] [sig       ] [3225/3585] Forecasting TSL...
[2025-12-16T20:33:18.212875] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-16T20:33:18.212905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-16T20:33:18.224377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-16T20:33:18.224800] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-16T20:33:18.225620] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-16T20:33:18.225671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:18.225715] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:18.225743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:18.225799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:18.282647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:18.283481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:18.283563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:18.283616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:18.400992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:18.401149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:18.401195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:18.401278] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:18.404836] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=80.12%)
[2025-12-16T20:33:18.405126] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-16T20:33:18.405252] [INFO ] [sig       ] TSL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:18.545470] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TSL.txt
[2025-12-16T20:33:18.545638] [INFO ] [sig       ] [3225/3585] Completed TSL in 0.3s | 2.95 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-16T20:33:18.545682] [INFO ] [sig       ] [3226/3585] Forecasting TSLA...
[2025-12-16T20:33:18.545712] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-16T20:33:18.545743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-16T20:33:18.556095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-16T20:33:18.556385] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-16T20:33:18.557174] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-16T20:33:18.557227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:18.557263] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:18.557290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:18.557347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:18.615083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:18.615953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:18.616032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:18.616064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:18.734659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:18.734806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:18.734843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:18.734871] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:18.738217] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=48.11%)
[2025-12-16T20:33:18.738489] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-16T20:33:18.738626] [INFO ] [sig       ] TSLA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:18.878181] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TSLA.txt
[2025-12-16T20:33:18.878330] [INFO ] [sig       ] [3226/3585] Completed TSLA in 0.3s | 2.95 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-16T20:33:18.878371] [INFO ] [sig       ] [3227/3585] Forecasting TSLL...
[2025-12-16T20:33:18.878400] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-16T20:33:18.878429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-16T20:33:18.889442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-16T20:33:18.889790] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-16T20:33:18.890602] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-16T20:33:18.890653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:18.890689] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:18.890716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:18.890772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:18.948949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:18.949810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:18.949897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:18.949957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:19.069547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:19.069713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:19.069752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:19.069780] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:19.073089] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=30.28%)
[2025-12-16T20:33:19.073358] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-16T20:33:19.073477] [INFO ] [sig       ] TSLL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:19.211510] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TSLL.txt
[2025-12-16T20:33:19.211660] [INFO ] [sig       ] [3227/3585] Completed TSLL in 0.3s | 2.95 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-16T20:33:19.211702] [INFO ] [sig       ] [3228/3585] Forecasting TSLQ...
[2025-12-16T20:33:19.211731] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-16T20:33:19.211761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-16T20:33:19.222473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-16T20:33:19.222822] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-16T20:33:19.223614] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-16T20:33:19.223665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:19.223696] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:19.223721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:19.223776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:19.280037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:19.280668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:19.280748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:19.280780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:19.399054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:19.399235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:19.399276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:19.399303] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:19.402714] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: UP (p=58.41%)
[2025-12-16T20:33:19.402978] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-16T20:33:19.403102] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:19.541443] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TSLQ.txt
[2025-12-16T20:33:19.541585] [INFO ] [sig       ] [3228/3585] Completed TSLQ in 0.3s | 2.95 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-16T20:33:19.541649] [INFO ] [sig       ] [3229/3585] Forecasting TSLS...
[2025-12-16T20:33:19.541678] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-16T20:33:19.541707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-16T20:33:19.551719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-16T20:33:19.551962] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-16T20:33:19.552711] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-16T20:33:19.552761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:19.552793] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:19.552820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:19.552876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:19.609546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:19.610165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:19.610255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:19.610293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:19.729473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:19.729609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:19.729647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:19.729675] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:19.732903] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: UP (p=56.03%)
[2025-12-16T20:33:19.733163] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-16T20:33:19.733282] [INFO ] [sig       ] TSLS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:19.869983] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TSLS.txt
[2025-12-16T20:33:19.870097] [INFO ] [sig       ] [3229/3585] Completed TSLS in 0.3s | 2.95 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-16T20:33:19.870143] [INFO ] [sig       ] [3230/3585] Forecasting TSLX...
[2025-12-16T20:33:19.870180] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-16T20:33:19.870215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-16T20:33:19.881268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-16T20:33:19.881585] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-16T20:33:19.882381] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-16T20:33:19.882433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:19.882466] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:19.882492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:19.882549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:19.939370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:19.940012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:19.940094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:19.940127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:20.058205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:20.058333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:20.058372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:20.058401] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:20.061777] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=65.88%)
[2025-12-16T20:33:20.062047] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-16T20:33:20.062213] [INFO ] [sig       ] TSLX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:20.204757] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TSLX.txt
[2025-12-16T20:33:20.204912] [INFO ] [sig       ] [3230/3585] Completed TSLX in 0.3s | 2.95 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-16T20:33:20.204953] [INFO ] [sig       ] [3231/3585] Forecasting TSM...
[2025-12-16T20:33:20.204983] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-16T20:33:20.205013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-16T20:33:20.215455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-16T20:33:20.215773] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-16T20:33:20.216558] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-16T20:33:20.216634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:20.216669] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:20.216698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:20.216755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:20.271796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:20.272397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:20.272475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:20.272507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:20.396499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:20.396652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:20.396691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:20.396719] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:20.399993] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=99.19%)
[2025-12-16T20:33:20.400283] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-16T20:33:20.400407] [INFO ] [sig       ] TSM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:20.536656] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TSM.txt
[2025-12-16T20:33:20.536763] [INFO ] [sig       ] [3231/3585] Completed TSM in 0.3s | 2.95 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-16T20:33:20.536802] [INFO ] [sig       ] [3232/3585] Forecasting TSN...
[2025-12-16T20:33:20.536830] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-16T20:33:20.536859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-16T20:33:20.546859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-16T20:33:20.547125] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-16T20:33:20.547877] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-16T20:33:20.547929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:20.547963] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:20.547990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:20.548046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:20.604457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:20.605071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:20.605169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:20.605203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:20.725740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:20.725841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:20.725892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:20.725921] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:20.729218] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: UP (p=62.95%)
[2025-12-16T20:33:20.729478] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-16T20:33:20.729614] [INFO ] [sig       ] TSN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:20.866152] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TSN.txt
[2025-12-16T20:33:20.866271] [INFO ] [sig       ] [3232/3585] Completed TSN in 0.3s | 2.95 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-16T20:33:20.866308] [INFO ] [sig       ] [3233/3585] Forecasting TSQ...
[2025-12-16T20:33:20.866338] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-16T20:33:20.866367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-16T20:33:20.876061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-16T20:33:20.876331] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-16T20:33:20.877092] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-16T20:33:20.877143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:20.877181] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:20.877213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:20.877281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:20.933233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:20.933821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:20.933899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:20.933931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:21.054384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:21.054491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:21.054528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:21.054557] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:21.057710] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-12-16T20:33:21.057967] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-16T20:33:21.058088] [INFO ] [sig       ] TSQ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:21.192552] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TSQ.txt
[2025-12-16T20:33:21.192691] [INFO ] [sig       ] [3233/3585] Completed TSQ in 0.3s | 2.95 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-16T20:33:21.192730] [INFO ] [sig       ] [3234/3585] Forecasting TTC...
[2025-12-16T20:33:21.192759] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-16T20:33:21.192788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-16T20:33:21.202379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-16T20:33:21.202677] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-16T20:33:21.203431] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-16T20:33:21.203481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:21.203513] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:21.203540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:21.203611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:21.271608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:21.272498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:21.272624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:21.272661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:21.392143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:21.392288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:21.392327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:21.392356] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:21.395762] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=51.00%)
[2025-12-16T20:33:21.396034] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-16T20:33:21.396157] [INFO ] [sig       ] TTC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:21.538656] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TTC.txt
[2025-12-16T20:33:21.538774] [INFO ] [sig       ] [3234/3585] Completed TTC in 0.3s | 2.95 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-16T20:33:21.538819] [INFO ] [sig       ] [3235/3585] Forecasting TTD...
[2025-12-16T20:33:21.538849] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-16T20:33:21.538878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-16T20:33:21.549223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-16T20:33:21.549493] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-16T20:33:21.550286] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-16T20:33:21.550351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:21.550387] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:21.550415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:21.550472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:21.609606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:21.610225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:21.610307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:21.610340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:21.731449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:21.731561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:21.731617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:21.731647] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:21.734971] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-12-16T20:33:21.735238] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-16T20:33:21.735367] [INFO ] [sig       ] TTD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:21.877936] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TTD.txt
[2025-12-16T20:33:21.878075] [INFO ] [sig       ] [3235/3585] Completed TTD in 0.3s | 2.95 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-16T20:33:21.878114] [INFO ] [sig       ] [3236/3585] Forecasting TTE...
[2025-12-16T20:33:21.878143] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-16T20:33:21.878172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-16T20:33:21.888137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-16T20:33:21.888415] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-16T20:33:21.889190] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-16T20:33:21.889245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:21.889279] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:21.889318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:21.889377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:21.947248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:21.947890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:21.947969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:21.948001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:22.071125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:22.071252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:22.071294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:22.071324] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:22.074637] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: UP (p=85.22%)
[2025-12-16T20:33:22.074923] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-16T20:33:22.075047] [INFO ] [sig       ] TTE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:22.215262] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TTE.txt
[2025-12-16T20:33:22.215377] [INFO ] [sig       ] [3236/3585] Completed TTE in 0.3s | 2.95 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-16T20:33:22.215415] [INFO ] [sig       ] [3237/3585] Forecasting TTEC...
[2025-12-16T20:33:22.215445] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-16T20:33:22.215474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-16T20:33:22.225462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-16T20:33:22.225775] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-16T20:33:22.226531] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-16T20:33:22.226606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:22.226646] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:22.226675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:22.226731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:22.283909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:22.284501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:22.284602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:22.284638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:22.405345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:22.405497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:22.405535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:22.405564] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:22.408911] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-12-16T20:33:22.409209] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-16T20:33:22.409335] [INFO ] [sig       ] TTEC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:22.546337] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TTEC.txt
[2025-12-16T20:33:22.546459] [INFO ] [sig       ] [3237/3585] Completed TTEC in 0.3s | 2.95 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-16T20:33:22.546497] [INFO ] [sig       ] [3238/3585] Forecasting TTEK...
[2025-12-16T20:33:22.546526] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-16T20:33:22.546556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-16T20:33:22.556504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-16T20:33:22.556822] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-16T20:33:22.557673] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-16T20:33:22.557727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:22.557761] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:22.557789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:22.557846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:22.615881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:22.616496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:22.616593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:22.616629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:22.739365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:22.739488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:22.739525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:22.739554] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:22.742816] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: DOWN (p=19.99%)
[2025-12-16T20:33:22.743077] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-16T20:33:22.743196] [INFO ] [sig       ] TTEK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:22.878528] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TTEK.txt
[2025-12-16T20:33:22.878653] [INFO ] [sig       ] [3238/3585] Completed TTEK in 0.3s | 2.95 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-16T20:33:22.878693] [INFO ] [sig       ] [3239/3585] Forecasting TTI...
[2025-12-16T20:33:22.878721] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-16T20:33:22.878750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-16T20:33:22.888682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-16T20:33:22.888946] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-16T20:33:22.889737] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-16T20:33:22.889788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:22.889844] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:22.889872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:22.889927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:22.946203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:22.946862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:22.946941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:22.946974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:23.069980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:23.070105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:23.070142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:23.070171] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:23.073512] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: DOWN (p=22.67%)
[2025-12-16T20:33:23.073800] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-16T20:33:23.073922] [INFO ] [sig       ] TTI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:23.215617] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TTI.txt
[2025-12-16T20:33:23.215729] [INFO ] [sig       ] [3239/3585] Completed TTI in 0.3s | 2.95 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-16T20:33:23.215767] [INFO ] [sig       ] [3240/3585] Forecasting TTMI...
[2025-12-16T20:33:23.215797] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-16T20:33:23.215833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-16T20:33:23.228180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-16T20:33:23.228464] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-16T20:33:23.229270] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-16T20:33:23.229322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:23.229354] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:23.229390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:23.229447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:23.286077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:23.286723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:23.286803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:23.286836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:23.402838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:23.402959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:23.402997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:23.403026] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:23.406313] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: UP (p=94.61%)
[2025-12-16T20:33:23.406596] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-16T20:33:23.406725] [INFO ] [sig       ] TTMI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:23.548887] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TTMI.txt
[2025-12-16T20:33:23.549032] [INFO ] [sig       ] [3240/3585] Completed TTMI in 0.3s | 2.95 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-16T20:33:23.549070] [INFO ] [sig       ] [3241/3585] Forecasting TTSH...
[2025-12-16T20:33:23.549099] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-12-16T20:33:23.549130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-12-16T20:33:23.559564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-12-16T20:33:23.559902] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-12-16T20:33:23.560698] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-12-16T20:33:23.560751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:23.560786] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:23.560814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:23.560872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:23.617380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:23.618013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:23.618091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:23.618125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:23.738647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:23.738796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:23.738845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:23.738875] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:23.742330] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: DOWN (p=3.07%)
[2025-12-16T20:33:23.742622] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-12-16T20:33:23.742754] [INFO ] [sig       ] TTSH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:23.879384] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TTSH.txt
[2025-12-16T20:33:23.879517] [INFO ] [sig       ] [3241/3585] Completed TTSH in 0.3s | 2.95 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-16T20:33:23.879557] [INFO ] [sig       ] [3242/3585] Forecasting TTWO...
[2025-12-16T20:33:23.879622] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-16T20:33:23.879656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-16T20:33:23.889847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-16T20:33:23.890155] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-16T20:33:23.891012] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-16T20:33:23.891065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:23.891097] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:23.891124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:23.891181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:23.948474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:23.949113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:23.949207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:23.949243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:24.068321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:24.068445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:24.068487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:24.068546] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:24.071861] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-12-16T20:33:24.072139] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-16T20:33:24.072264] [INFO ] [sig       ] TTWO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:24.210768] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TTWO.txt
[2025-12-16T20:33:24.210892] [INFO ] [sig       ] [3242/3585] Completed TTWO in 0.3s | 2.95 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-16T20:33:24.210929] [INFO ] [sig       ] [3243/3585] Forecasting TUGN...
[2025-12-16T20:33:24.210958] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-16T20:33:24.210988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-16T20:33:24.221207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-16T20:33:24.221505] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-16T20:33:24.222275] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-16T20:33:24.222329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:24.222361] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:24.222388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:24.222443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:24.279012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:24.279729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:24.279816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:24.279847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:24.383907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:24.384032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:24.384068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:24.384112] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:24.387335] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-12-16T20:33:24.387614] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-16T20:33:24.387736] [INFO ] [sig       ] TUGN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:24.525317] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TUGN.txt
[2025-12-16T20:33:24.525462] [INFO ] [sig       ] [3243/3585] Completed TUGN in 0.3s | 2.95 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-16T20:33:24.525713] [INFO ] [sig       ] [3244/3585] Forecasting TUSK...
[2025-12-16T20:33:24.525745] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-16T20:33:24.525782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-16T20:33:24.536217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-16T20:33:24.536599] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-16T20:33:24.537472] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-16T20:33:24.537528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:24.537562] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:24.537621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:24.537681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:24.596341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:24.597194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:24.597280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:24.597314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:24.721076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:24.721224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:24.721272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:24.721308] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:24.724721] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: UP (p=77.27%)
[2025-12-16T20:33:24.724989] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-16T20:33:24.725120] [INFO ] [sig       ] TUSK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:24.865800] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TUSK.txt
[2025-12-16T20:33:24.865930] [INFO ] [sig       ] [3244/3585] Completed TUSK in 0.3s | 2.95 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-16T20:33:24.865969] [INFO ] [sig       ] [3245/3585] Forecasting TVC...
[2025-12-16T20:33:24.865998] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-16T20:33:24.866029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-16T20:33:24.876045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-16T20:33:24.876339] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-16T20:33:24.877181] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-16T20:33:24.877237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:24.877278] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:24.877311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:24.877382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:24.934540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:24.935261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:24.935348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:24.935381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:25.042170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:25.042318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:25.042359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:25.042389] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:25.045887] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=87.70%)
[2025-12-16T20:33:25.046227] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-16T20:33:25.046367] [INFO ] [sig       ] TVC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:25.184691] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TVC.txt
[2025-12-16T20:33:25.184820] [INFO ] [sig       ] [3245/3585] Completed TVC in 0.3s | 2.95 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-16T20:33:25.184859] [INFO ] [sig       ] [3246/3585] Forecasting TVE...
[2025-12-16T20:33:25.184888] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-16T20:33:25.184917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-16T20:33:25.195227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-16T20:33:25.195534] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-16T20:33:25.196300] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-16T20:33:25.196351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:25.196388] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:25.196414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:25.196470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:25.253010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:25.253758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:25.253840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:25.253873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:25.359136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:25.359308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:25.359357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:25.359393] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:25.362812] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: UP (p=92.93%)
[2025-12-16T20:33:25.363086] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-16T20:33:25.363212] [INFO ] [sig       ] TVE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:25.501492] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TVE.txt
[2025-12-16T20:33:25.501643] [INFO ] [sig       ] [3246/3585] Completed TVE in 0.3s | 2.95 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-16T20:33:25.501685] [INFO ] [sig       ] [3247/3585] Forecasting TVTX...
[2025-12-16T20:33:25.501714] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-16T20:33:25.501744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-16T20:33:25.512023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-16T20:33:25.512319] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-16T20:33:25.513107] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-16T20:33:25.513161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:25.513193] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:25.513221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:25.513299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:25.570445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:25.571090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:25.571169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:25.571202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:25.705839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:25.705989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:25.706029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:25.706058] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:25.709625] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: DOWN (p=25.24%)
[2025-12-16T20:33:25.709926] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-16T20:33:25.710054] [INFO ] [sig       ] TVTX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:25.850910] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TVTX.txt
[2025-12-16T20:33:25.851037] [INFO ] [sig       ] [3247/3585] Completed TVTX in 0.3s | 2.95 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-16T20:33:25.851077] [INFO ] [sig       ] [3248/3585] Forecasting TWFG...
[2025-12-16T20:33:25.851107] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-16T20:33:25.851136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-16T20:33:25.861079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-16T20:33:25.861410] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-16T20:33:25.862221] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-16T20:33:25.862272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:25.862304] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:25.862330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:25.862386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:25.920548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:25.921221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:25.921304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:25.921345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:26.042621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:26.042759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:26.042796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:26.042827] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:26.046070] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: DOWN (p=8.87%)
[2025-12-16T20:33:26.046332] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-16T20:33:26.046451] [INFO ] [sig       ] TWFG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:26.188923] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TWFG.txt
[2025-12-16T20:33:26.189056] [INFO ] [sig       ] [3248/3585] Completed TWFG in 0.3s | 2.95 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-16T20:33:26.189096] [INFO ] [sig       ] [3249/3585] Forecasting TWG...
[2025-12-16T20:33:26.189125] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-16T20:33:26.189166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-16T20:33:26.200209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-16T20:33:26.200677] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-16T20:33:26.201604] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-16T20:33:26.201682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:26.201716] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:26.201746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:26.201804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:26.259773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:26.260620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:26.260747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:26.260795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:26.375659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:26.375824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:26.375865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:26.375894] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:26.379345] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: UP (p=95.16%)
[2025-12-16T20:33:26.379646] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-16T20:33:26.379769] [INFO ] [sig       ] TWG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:26.521492] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TWG.txt
[2025-12-16T20:33:26.521637] [INFO ] [sig       ] [3249/3585] Completed TWG in 0.3s | 2.95 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-16T20:33:26.521679] [INFO ] [sig       ] [3250/3585] Forecasting TWI...
[2025-12-16T20:33:26.521709] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-16T20:33:26.521739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-16T20:33:26.532144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-16T20:33:26.532468] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-16T20:33:26.533266] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-16T20:33:26.533319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:26.533357] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:26.533385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:26.533444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:26.592084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:26.592879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:26.592964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:26.592997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:26.711420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:26.711544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:26.711598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:26.711629] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:26.714878] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: UP (p=98.16%)
[2025-12-16T20:33:26.715142] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-16T20:33:26.715260] [INFO ] [sig       ] TWI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:26.854945] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TWI.txt
[2025-12-16T20:33:26.855095] [INFO ] [sig       ] [3250/3585] Completed TWI in 0.3s | 2.95 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-16T20:33:26.855134] [INFO ] [sig       ] [3251/3585] Forecasting TWIN...
[2025-12-16T20:33:26.855165] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-16T20:33:26.855194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-16T20:33:26.865936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-16T20:33:26.866227] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-16T20:33:26.867065] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-16T20:33:26.867117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:26.867151] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:26.867177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:26.867233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:26.925021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:26.925702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:26.925781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:26.925814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:27.041923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:27.042060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:27.042098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:27.042125] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:27.045449] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: UP (p=69.00%)
[2025-12-16T20:33:27.045745] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-16T20:33:27.045872] [INFO ] [sig       ] TWIN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:27.186201] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TWIN.txt
[2025-12-16T20:33:27.186329] [INFO ] [sig       ] [3251/3585] Completed TWIN in 0.3s | 2.95 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-16T20:33:27.186370] [INFO ] [sig       ] [3252/3585] Forecasting TWLO...
[2025-12-16T20:33:27.186400] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-16T20:33:27.186431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-16T20:33:27.197624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-16T20:33:27.197978] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-16T20:33:27.198780] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-16T20:33:27.198831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:27.198863] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:27.198889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:27.198944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:27.254729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:27.255561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:27.255674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:27.255707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:27.378066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:27.378219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:27.378258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:27.378287] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:27.381735] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: UP (p=97.40%)
[2025-12-16T20:33:27.382018] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-16T20:33:27.382144] [INFO ] [sig       ] TWLO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:27.522003] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TWLO.txt
[2025-12-16T20:33:27.522172] [INFO ] [sig       ] [3252/3585] Completed TWLO in 0.3s | 2.95 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-16T20:33:27.522214] [INFO ] [sig       ] [3253/3585] Forecasting TWO...
[2025-12-16T20:33:27.522244] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-16T20:33:27.522275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-16T20:33:27.532506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-16T20:33:27.532791] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-16T20:33:27.533559] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-16T20:33:27.533629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:27.533662] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:27.533689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:27.533747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:27.590345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:27.591208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:27.591291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:27.591324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:27.708100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:27.708249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:27.708287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:27.708315] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:27.711723] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: DOWN (p=48.73%)
[2025-12-16T20:33:27.711996] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-16T20:33:27.712118] [INFO ] [sig       ] TWO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:27.849692] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TWO.txt
[2025-12-16T20:33:27.849809] [INFO ] [sig       ] [3253/3585] Completed TWO in 0.3s | 2.95 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-16T20:33:27.849847] [INFO ] [sig       ] [3254/3585] Forecasting TX...
[2025-12-16T20:33:27.849875] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-16T20:33:27.849903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-16T20:33:27.860163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-16T20:33:27.860423] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-16T20:33:27.861174] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-16T20:33:27.861226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:27.861256] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:27.861283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:27.861348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:27.918709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:27.919388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:27.919471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:27.919502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:28.034918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:28.035051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:28.035088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:28.035117] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:28.038336] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=80.07%)
[2025-12-16T20:33:28.038631] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-16T20:33:28.038753] [INFO ] [sig       ] TX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:28.173455] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TX.txt
[2025-12-16T20:33:28.173609] [INFO ] [sig       ] [3254/3585] Completed TX in 0.3s | 2.95 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-16T20:33:28.173649] [INFO ] [sig       ] [3255/3585] Forecasting TXG...
[2025-12-16T20:33:28.173680] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-16T20:33:28.173709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-16T20:33:28.184326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-16T20:33:28.184653] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-16T20:33:28.185402] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-16T20:33:28.185464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:28.185501] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:28.185528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:28.185609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:28.241215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:28.242079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:28.242161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:28.242193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:28.357721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:28.357869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:28.357906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:28.357935] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:28.361291] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=43.40%)
[2025-12-16T20:33:28.361610] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-16T20:33:28.361730] [INFO ] [sig       ] TXG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:28.499027] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TXG.txt
[2025-12-16T20:33:28.499146] [INFO ] [sig       ] [3255/3585] Completed TXG in 0.3s | 2.95 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-16T20:33:28.499219] [INFO ] [sig       ] [3256/3585] Forecasting TXMD...
[2025-12-16T20:33:28.499254] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-16T20:33:28.499290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-16T20:33:28.509969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-16T20:33:28.510264] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-16T20:33:28.511058] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-16T20:33:28.511108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:28.511165] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:28.511193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:28.511249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:28.567073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:28.567933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:28.568015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:28.568049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:28.682696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:28.682846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:28.682900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:28.682930] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:28.686218] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=7.86%)
[2025-12-16T20:33:28.686478] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-16T20:33:28.686620] [INFO ] [sig       ] TXMD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:28.822800] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TXMD.txt
[2025-12-16T20:33:28.822927] [INFO ] [sig       ] [3256/3585] Completed TXMD in 0.3s | 2.95 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-16T20:33:28.822966] [INFO ] [sig       ] [3257/3585] Forecasting TXN...
[2025-12-16T20:33:28.822996] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-16T20:33:28.823025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-16T20:33:28.833551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-16T20:33:28.833836] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-16T20:33:28.834595] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-16T20:33:28.834646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:28.834678] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:28.834705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:28.834761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:28.890464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:28.891112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:28.891192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:28.891223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:29.008810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:29.008933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:29.008969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:29.008998] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:29.012318] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: DOWN (p=31.03%)
[2025-12-16T20:33:29.012603] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-16T20:33:29.012727] [INFO ] [sig       ] TXN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:29.149075] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TXN.txt
[2025-12-16T20:33:29.149270] [INFO ] [sig       ] [3257/3585] Completed TXN in 0.3s | 2.95 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-16T20:33:29.149317] [INFO ] [sig       ] [3258/3585] Forecasting TXO...
[2025-12-16T20:33:29.149347] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-16T20:33:29.149377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-16T20:33:29.160335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-16T20:33:29.160703] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-16T20:33:29.161472] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-16T20:33:29.161532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:29.161564] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:29.161610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:29.161667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:29.216974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:29.217737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:29.217821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:29.217852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:29.335940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:29.336088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:29.336127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:29.336156] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:29.339502] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: UP (p=83.52%)
[2025-12-16T20:33:29.339789] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-16T20:33:29.339911] [INFO ] [sig       ] TXO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:29.475534] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TXO.txt
[2025-12-16T20:33:29.475691] [INFO ] [sig       ] [3258/3585] Completed TXO in 0.3s | 2.95 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-16T20:33:29.475730] [INFO ] [sig       ] [3259/3585] Forecasting TXRH...
[2025-12-16T20:33:29.475760] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-16T20:33:29.475790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-16T20:33:29.486498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-16T20:33:29.486788] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-16T20:33:29.487523] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-16T20:33:29.487590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:29.487625] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:29.487652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:29.487707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:29.543682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:29.544492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:29.544591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:29.544626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:29.666140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:29.666295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:29.666334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:29.666395] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:29.669813] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: DOWN (p=36.30%)
[2025-12-16T20:33:29.670076] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-16T20:33:29.670194] [INFO ] [sig       ] TXRH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:29.807928] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TXRH.txt
[2025-12-16T20:33:29.808048] [INFO ] [sig       ] [3259/3585] Completed TXRH in 0.3s | 2.95 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-16T20:33:29.808086] [INFO ] [sig       ] [3260/3585] Forecasting TY...
[2025-12-16T20:33:29.808115] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-16T20:33:29.808146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-16T20:33:29.818665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-16T20:33:29.818990] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-16T20:33:29.819835] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-16T20:33:29.819887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:29.819931] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:29.819958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:29.820013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:29.875928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:29.876567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:29.876667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:29.876699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:29.994853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:29.995012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:29.995054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:29.995082] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:29.999257] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: UP (p=99.34%)
[2025-12-16T20:33:29.999608] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-16T20:33:29.999762] [INFO ] [sig       ] TY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:30.145447] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TY.txt
[2025-12-16T20:33:30.145624] [INFO ] [sig       ] [3260/3585] Completed TY in 0.3s | 2.95 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-16T20:33:30.145668] [INFO ] [sig       ] [3261/3585] Forecasting TYG...
[2025-12-16T20:33:30.145698] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-16T20:33:30.145729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-16T20:33:30.156175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-16T20:33:30.156568] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-16T20:33:30.157356] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-16T20:33:30.157413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:30.157445] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:30.157471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:30.157527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:30.213007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:30.213676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:30.213754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:30.213786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:30.329299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:30.329427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:30.329474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:30.329509] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:30.332786] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: UP (p=59.09%)
[2025-12-16T20:33:30.333048] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-16T20:33:30.333187] [INFO ] [sig       ] TYG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:30.470192] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TYG.txt
[2025-12-16T20:33:30.470364] [INFO ] [sig       ] [3261/3585] Completed TYG in 0.3s | 2.95 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-16T20:33:30.470417] [INFO ] [sig       ] [3262/3585] Forecasting TYGO...
[2025-12-16T20:33:30.470455] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-16T20:33:30.470494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-16T20:33:30.481483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-16T20:33:30.481846] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-16T20:33:30.482669] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-16T20:33:30.482721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:30.482753] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:30.482779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:30.482835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:30.539402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:30.540297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:30.540386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:30.540426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:30.651898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:30.652050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:30.652088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:30.652117] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:30.655452] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: UP (p=78.54%)
[2025-12-16T20:33:30.655741] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-16T20:33:30.655864] [INFO ] [sig       ] TYGO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:30.794269] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TYGO.txt
[2025-12-16T20:33:30.794404] [INFO ] [sig       ] [3262/3585] Completed TYGO in 0.3s | 2.95 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-16T20:33:30.794444] [INFO ] [sig       ] [3263/3585] Forecasting TYL...
[2025-12-16T20:33:30.794476] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-16T20:33:30.794507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-16T20:33:30.804993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-16T20:33:30.805325] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-16T20:33:30.806123] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-16T20:33:30.806177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:30.806210] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:30.806237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:30.806294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:30.864353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:30.865104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:30.865185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:30.865219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:30.988067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:30.988212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:30.988251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:30.988281] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:30.994758] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=49.12%)
[2025-12-16T20:33:30.995059] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-16T20:33:30.995195] [INFO ] [sig       ] TYL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:31.131236] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TYL.txt
[2025-12-16T20:33:31.131362] [INFO ] [sig       ] [3263/3585] Completed TYL in 0.3s | 2.95 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-16T20:33:31.131401] [INFO ] [sig       ] [3264/3585] Forecasting TYRA...
[2025-12-16T20:33:31.131437] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-16T20:33:31.131467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-16T20:33:31.142087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-16T20:33:31.142380] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-16T20:33:31.143217] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-16T20:33:31.143270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:31.143303] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:31.143331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:31.143387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:31.201129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:31.202037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:31.202131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:31.202164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:31.322629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:31.322777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:31.322816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:31.322843] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:31.326111] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-16T20:33:31.326374] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-16T20:33:31.326494] [INFO ] [sig       ] TYRA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:31.465965] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/TYRA.txt
[2025-12-16T20:33:31.466093] [INFO ] [sig       ] [3264/3585] Completed TYRA in 0.3s | 2.95 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-16T20:33:31.466133] [INFO ] [sig       ] [3265/3585] Forecasting TZOO...
[2025-12-16T20:33:31.466162] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-16T20:33:31.466191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-16T20:33:31.476976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-16T20:33:31.477281] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-16T20:33:31.478115] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-16T20:33:31.478168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:31.478200] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:31.478227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:31.478283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:31.533912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:31.534500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:31.534593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:31.534627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:31.654428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:31.654591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:31.654632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:31.654661] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:31.658084] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: DOWN (p=41.36%)
[2025-12-16T20:33:31.658353] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-16T20:33:31.658480] [INFO ] [sig       ] TZOO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:31.798017] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TZOO.txt
[2025-12-16T20:33:31.798138] [INFO ] [sig       ] [3265/3585] Completed TZOO in 0.3s | 2.95 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-16T20:33:31.798176] [INFO ] [sig       ] [3266/3585] Forecasting UAA...
[2025-12-16T20:33:31.798206] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-16T20:33:31.798234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-16T20:33:31.808438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-16T20:33:31.808731] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-16T20:33:31.809492] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-16T20:33:31.809543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:31.809589] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:31.809619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:31.809687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:31.866824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:31.867461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:31.867566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:31.867620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:31.985101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:31.985246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:31.985284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:31.985313] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:31.988630] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=22.48%)
[2025-12-16T20:33:31.988892] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-16T20:33:31.989012] [INFO ] [sig       ] UAA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:32.127484] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UAA.txt
[2025-12-16T20:33:32.127623] [INFO ] [sig       ] [3266/3585] Completed UAA in 0.3s | 2.95 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-16T20:33:32.127664] [INFO ] [sig       ] [3267/3585] Forecasting UAE...
[2025-12-16T20:33:32.127694] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-16T20:33:32.127723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-16T20:33:32.137849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-16T20:33:32.138144] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-16T20:33:32.138970] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-16T20:33:32.139023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:32.139056] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:32.139084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:32.139140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:32.195561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:32.196212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:32.196292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:32.196324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:32.316565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:32.316717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:32.316755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:32.316806] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:32.320093] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: DOWN (p=18.48%)
[2025-12-16T20:33:32.320352] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-16T20:33:32.320471] [INFO ] [sig       ] UAE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:32.456064] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UAE.txt
[2025-12-16T20:33:32.456191] [INFO ] [sig       ] [3267/3585] Completed UAE in 0.3s | 2.95 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-16T20:33:32.456229] [INFO ] [sig       ] [3268/3585] Forecasting UAL...
[2025-12-16T20:33:32.456259] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-16T20:33:32.456289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-16T20:33:32.466104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-16T20:33:32.466396] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-16T20:33:32.467156] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-16T20:33:32.467207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:32.467238] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:32.467264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:32.467319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:32.524107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:32.524804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:32.524881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:32.524913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:32.644841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:32.644988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:32.645027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:32.645056] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:32.648378] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: UP (p=91.80%)
[2025-12-16T20:33:32.648662] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-16T20:33:32.648781] [INFO ] [sig       ] UAL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:32.786327] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UAL.txt
[2025-12-16T20:33:32.786451] [INFO ] [sig       ] [3268/3585] Completed UAL in 0.3s | 2.95 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-16T20:33:32.786488] [INFO ] [sig       ] [3269/3585] Forecasting UBFO...
[2025-12-16T20:33:32.786517] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-16T20:33:32.786546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-16T20:33:32.796738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-16T20:33:32.797028] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-16T20:33:32.797796] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-16T20:33:32.797847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:32.797878] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:32.797904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:32.797959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:32.853807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:32.854511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:32.854609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:32.854644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:32.967520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:32.967677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:32.967718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:32.967748] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:32.971114] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: DOWN (p=19.45%)
[2025-12-16T20:33:32.971387] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-16T20:33:32.971514] [INFO ] [sig       ] UBFO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:33.106951] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UBFO.txt
[2025-12-16T20:33:33.107097] [INFO ] [sig       ] [3269/3585] Completed UBFO in 0.3s | 2.95 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-16T20:33:33.107136] [INFO ] [sig       ] [3270/3585] Forecasting UBND...
[2025-12-16T20:33:33.107165] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-16T20:33:33.107195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-16T20:33:33.116733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-16T20:33:33.117025] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-16T20:33:33.117787] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-16T20:33:33.117837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:33.117869] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:33.117896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:33.117952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:33.173917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:33.174564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:33.174662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:33.174696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:33.295171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:33.295315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:33.295355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:33.295390] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:33.298747] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: DOWN (p=5.48%)
[2025-12-16T20:33:33.299013] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-16T20:33:33.299132] [INFO ] [sig       ] UBND: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:33.437446] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UBND.txt
[2025-12-16T20:33:33.437592] [INFO ] [sig       ] [3270/3585] Completed UBND in 0.3s | 2.95 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-16T20:33:33.437633] [INFO ] [sig       ] [3271/3585] Forecasting UBRL...
[2025-12-16T20:33:33.437662] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-16T20:33:33.437691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-16T20:33:33.448077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-16T20:33:33.448387] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-16T20:33:33.449191] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-16T20:33:33.449248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:33.449281] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:33.449309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:33.449377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:33.510689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:33.511336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:33.511415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:33.511448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:33.638813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:33.638952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:33.638990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:33.639019] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:33.642426] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: DOWN (p=13.04%)
[2025-12-16T20:33:33.642719] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-16T20:33:33.642850] [INFO ] [sig       ] UBRL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:33.779479] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UBRL.txt
[2025-12-16T20:33:33.779633] [INFO ] [sig       ] [3271/3585] Completed UBRL in 0.3s | 2.95 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-16T20:33:33.779674] [INFO ] [sig       ] [3272/3585] Forecasting UBS...
[2025-12-16T20:33:33.779703] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-16T20:33:33.779731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-16T20:33:33.789820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-16T20:33:33.790139] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-16T20:33:33.790998] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-16T20:33:33.791051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:33.791085] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:33.791112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:33.791168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:33.846617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:33.847254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:33.847332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:33.847363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:33.970656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:33.970801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:33.970841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:33.970872] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:33.974382] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-12-16T20:33:33.974717] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-16T20:33:33.974847] [INFO ] [sig       ] UBS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:34.110267] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UBS.txt
[2025-12-16T20:33:34.110395] [INFO ] [sig       ] [3272/3585] Completed UBS in 0.3s | 2.95 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-16T20:33:34.110432] [INFO ] [sig       ] [3273/3585] Forecasting UBSI...
[2025-12-16T20:33:34.110462] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-16T20:33:34.110491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-16T20:33:34.120602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-16T20:33:34.120904] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-16T20:33:34.121713] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-16T20:33:34.121778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:34.121839] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:34.121870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:34.121928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:34.177265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:34.177992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:34.178070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:34.178103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:34.295061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:34.295209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:34.295246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:34.295275] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:34.298594] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: DOWN (p=41.93%)
[2025-12-16T20:33:34.298861] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-16T20:33:34.298985] [INFO ] [sig       ] UBSI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:34.433952] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UBSI.txt
[2025-12-16T20:33:34.434089] [INFO ] [sig       ] [3273/3585] Completed UBSI in 0.3s | 2.95 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-16T20:33:34.434128] [INFO ] [sig       ] [3274/3585] Forecasting UDMY...
[2025-12-16T20:33:34.434158] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-16T20:33:34.434188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-16T20:33:34.443967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-16T20:33:34.444292] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-16T20:33:34.445063] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-16T20:33:34.445115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:34.445146] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:34.445173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:34.445231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:34.501416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:34.502270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:34.502350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:34.502383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:34.619009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:34.619186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:34.619229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:34.619259] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:34.623275] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: DOWN (p=37.18%)
[2025-12-16T20:33:34.623554] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-16T20:33:34.623705] [INFO ] [sig       ] UDMY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:34.820681] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UDMY.txt
[2025-12-16T20:33:34.820833] [INFO ] [sig       ] [3274/3585] Completed UDMY in 0.4s | 2.95 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-16T20:33:34.820875] [INFO ] [sig       ] [3275/3585] Forecasting UE...
[2025-12-16T20:33:34.820906] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-16T20:33:34.820938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-16T20:33:34.831450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-16T20:33:34.831814] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-16T20:33:34.832603] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-16T20:33:34.832657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:34.832692] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:34.832720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:34.832788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:34.891037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:34.891850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:34.891943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:34.891978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:35.012359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:35.012505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:35.012545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:35.012592] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:35.016035] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-12-16T20:33:35.016334] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-16T20:33:35.016466] [INFO ] [sig       ] UE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:35.154839] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UE.txt
[2025-12-16T20:33:35.154977] [INFO ] [sig       ] [3275/3585] Completed UE in 0.3s | 2.95 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-16T20:33:35.155017] [INFO ] [sig       ] [3276/3585] Forecasting UEIC...
[2025-12-16T20:33:35.155046] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-16T20:33:35.155076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-16T20:33:35.164783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-16T20:33:35.165085] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-16T20:33:35.165861] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-16T20:33:35.165912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:35.165943] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:35.165969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:35.166025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:35.221862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:35.222618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:35.222698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:35.222733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:35.340054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:35.340202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:35.340240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:35.340300] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:35.343789] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: UP (p=83.13%)
[2025-12-16T20:33:35.344065] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-16T20:33:35.344194] [INFO ] [sig       ] UEIC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:35.480458] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UEIC.txt
[2025-12-16T20:33:35.480624] [INFO ] [sig       ] [3276/3585] Completed UEIC in 0.3s | 2.95 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-16T20:33:35.480669] [INFO ] [sig       ] [3277/3585] Forecasting UFCS...
[2025-12-16T20:33:35.480701] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-16T20:33:35.480742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-16T20:33:35.490785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-16T20:33:35.491106] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-16T20:33:35.491922] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-16T20:33:35.491976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:35.492008] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:35.492036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:35.492093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:35.548505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:35.549312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:35.549395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:35.549428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:35.672309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:35.672453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:35.672494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:35.672524] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:35.675933] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: DOWN (p=31.79%)
[2025-12-16T20:33:35.676214] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-16T20:33:35.676343] [INFO ] [sig       ] UFCS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:35.821564] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UFCS.txt
[2025-12-16T20:33:35.821731] [INFO ] [sig       ] [3277/3585] Completed UFCS in 0.3s | 2.95 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-16T20:33:35.821770] [INFO ] [sig       ] [3278/3585] Forecasting UFI...
[2025-12-16T20:33:35.821800] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-16T20:33:35.821829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-16T20:33:35.831968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-16T20:33:35.832297] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-16T20:33:35.833102] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-16T20:33:35.833153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:35.833184] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:35.833211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:35.833267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:35.888229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:35.889129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:35.889233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:35.889266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:36.008170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:36.008315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:36.008352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:36.008381] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:36.011726] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: UP (p=94.65%)
[2025-12-16T20:33:36.012007] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-16T20:33:36.012128] [INFO ] [sig       ] UFI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:36.146049] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UFI.txt
[2025-12-16T20:33:36.146173] [INFO ] [sig       ] [3278/3585] Completed UFI in 0.3s | 2.95 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-16T20:33:36.146212] [INFO ] [sig       ] [3279/3585] Forecasting UFO...
[2025-12-16T20:33:36.146241] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-16T20:33:36.146274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-16T20:33:36.156667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-16T20:33:36.156964] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-16T20:33:36.157748] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-16T20:33:36.157800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:36.157831] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:36.157858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:36.157913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:36.212863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:36.213724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:36.213807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:36.213840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:36.330987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:36.331132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:36.331169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:36.331197] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:36.334477] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: DOWN (p=6.10%)
[2025-12-16T20:33:36.334787] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-16T20:33:36.334911] [INFO ] [sig       ] UFO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:36.475795] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UFO.txt
[2025-12-16T20:33:36.475930] [INFO ] [sig       ] [3279/3585] Completed UFO in 0.3s | 2.95 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-16T20:33:36.475970] [INFO ] [sig       ] [3280/3585] Forecasting UFPI...
[2025-12-16T20:33:36.475999] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-16T20:33:36.476028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-16T20:33:36.486536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-16T20:33:36.486868] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-16T20:33:36.487708] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-16T20:33:36.487769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:36.487802] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:36.487831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:36.487893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:36.543731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:36.544363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:36.544443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:36.544474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:36.662213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:36.662376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:36.662414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:36.662442] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:36.665739] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: UP (p=76.28%)
[2025-12-16T20:33:36.666001] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-16T20:33:36.666125] [INFO ] [sig       ] UFPI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:36.801269] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UFPI.txt
[2025-12-16T20:33:36.801406] [INFO ] [sig       ] [3280/3585] Completed UFPI in 0.3s | 2.95 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-16T20:33:36.801448] [INFO ] [sig       ] [3281/3585] Forecasting UGI...
[2025-12-16T20:33:36.801479] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-16T20:33:36.801512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-16T20:33:36.811222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-16T20:33:36.811528] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-16T20:33:36.812337] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-16T20:33:36.812391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:36.812423] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:36.812450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:36.812507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:36.867827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:36.868539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:36.868636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:36.868670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:36.986915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:36.987054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:36.987092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:36.987120] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:36.990421] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=44.87%)
[2025-12-16T20:33:36.990704] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-16T20:33:36.990828] [INFO ] [sig       ] UGI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:37.126234] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UGI.txt
[2025-12-16T20:33:37.126366] [INFO ] [sig       ] [3281/3585] Completed UGI in 0.3s | 2.95 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-16T20:33:37.126406] [INFO ] [sig       ] [3282/3585] Forecasting UGP...
[2025-12-16T20:33:37.126434] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-16T20:33:37.126464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-16T20:33:37.136229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-16T20:33:37.136530] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-16T20:33:37.137312] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-16T20:33:37.137363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:37.137395] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:37.137421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:37.137477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:37.193133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:37.193980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:37.194065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:37.194097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:37.312425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:37.312562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:37.312618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:37.312647] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:37.315947] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=77.18%)
[2025-12-16T20:33:37.316214] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-16T20:33:37.316332] [INFO ] [sig       ] UGP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:37.453831] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UGP.txt
[2025-12-16T20:33:37.453958] [INFO ] [sig       ] [3282/3585] Completed UGP in 0.3s | 2.95 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-16T20:33:37.453996] [INFO ] [sig       ] [3283/3585] Forecasting UHAL...
[2025-12-16T20:33:37.454025] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-16T20:33:37.454055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-16T20:33:37.464135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-16T20:33:37.464428] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-16T20:33:37.465196] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-16T20:33:37.465247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:37.465278] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:37.465305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:37.465360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:37.519956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:37.520624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:37.520742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:37.520789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:37.641775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:37.641925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:37.641964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:37.641992] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:37.645314] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=88.29%)
[2025-12-16T20:33:37.645612] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-16T20:33:37.645753] [INFO ] [sig       ] UHAL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:37.781181] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UHAL.txt
[2025-12-16T20:33:37.781309] [INFO ] [sig       ] [3283/3585] Completed UHAL in 0.3s | 2.95 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-16T20:33:37.781347] [INFO ] [sig       ] [3284/3585] Forecasting UHG...
[2025-12-16T20:33:37.781376] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-16T20:33:37.781406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-16T20:33:37.791767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-16T20:33:37.792076] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-16T20:33:37.792880] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-16T20:33:37.792932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:37.792977] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:37.793007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:37.793065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:37.850085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:37.850824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:37.850904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:37.850937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:37.967654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:37.967810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:37.967854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:37.967885] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:37.971878] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: UP (p=88.11%)
[2025-12-16T20:33:37.972204] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-16T20:33:37.972353] [INFO ] [sig       ] UHG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:38.121384] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UHG.txt
[2025-12-16T20:33:38.121506] [INFO ] [sig       ] [3284/3585] Completed UHG in 0.3s | 2.95 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-16T20:33:38.121544] [INFO ] [sig       ] [3285/3585] Forecasting UHS...
[2025-12-16T20:33:38.121591] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-16T20:33:38.121628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-16T20:33:38.132099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-16T20:33:38.132374] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-16T20:33:38.133183] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-16T20:33:38.133236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:38.133268] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:38.133296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:38.133353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:38.191387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:38.192006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:38.192087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:38.192120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:38.310432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:38.310585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:38.310627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:38.310655] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:38.313920] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=75.02%)
[2025-12-16T20:33:38.314182] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-16T20:33:38.314302] [INFO ] [sig       ] UHS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:38.452517] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UHS.txt
[2025-12-16T20:33:38.452650] [INFO ] [sig       ] [3285/3585] Completed UHS in 0.3s | 2.95 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-16T20:33:38.452693] [INFO ] [sig       ] [3286/3585] Forecasting UI...
[2025-12-16T20:33:38.452724] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-16T20:33:38.452753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-16T20:33:38.463803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-12-16T20:33:38.464241] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-16T20:33:38.465110] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-16T20:33:38.465163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:38.465195] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:38.465220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:38.465275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:38.522234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:38.522997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:38.523087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:38.523119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:38.643662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:38.643819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:38.643859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:38.643888] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:38.647359] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=81.53%)
[2025-12-16T20:33:38.647672] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-16T20:33:38.647830] [INFO ] [sig       ] UI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:38.789255] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UI.txt
[2025-12-16T20:33:38.789448] [INFO ] [sig       ] [3286/3585] Completed UI in 0.3s | 2.95 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-16T20:33:38.789489] [INFO ] [sig       ] [3287/3585] Forecasting UIS...
[2025-12-16T20:33:38.789520] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-16T20:33:38.789552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-16T20:33:38.799903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-16T20:33:38.800242] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-16T20:33:38.801079] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-16T20:33:38.801132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:38.801164] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:38.801190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:38.801247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:38.858224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:38.859012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:38.859095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:38.859129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:38.981951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:38.982101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:38.982139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:38.982167] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:38.985445] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=22.26%)
[2025-12-16T20:33:38.985733] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-16T20:33:38.985854] [INFO ] [sig       ] UIS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:39.125478] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UIS.txt
[2025-12-16T20:33:39.125701] [INFO ] [sig       ] [3287/3585] Completed UIS in 0.3s | 2.95 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-16T20:33:39.125771] [INFO ] [sig       ] [3288/3585] Forecasting UITB...
[2025-12-16T20:33:39.125822] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-16T20:33:39.125861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-16T20:33:39.136989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-16T20:33:39.137296] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-16T20:33:39.138094] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-16T20:33:39.138145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:39.138177] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:39.138203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:39.138260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:39.193879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:39.194472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:39.194548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:39.194597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:39.310299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:39.310432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:39.310471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:39.310498] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:39.313785] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: UP (p=85.50%)
[2025-12-16T20:33:39.314046] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-16T20:33:39.314166] [INFO ] [sig       ] UITB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:39.450047] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UITB.txt
[2025-12-16T20:33:39.450175] [INFO ] [sig       ] [3288/3585] Completed UITB in 0.3s | 2.95 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-16T20:33:39.450214] [INFO ] [sig       ] [3289/3585] Forecasting UL...
[2025-12-16T20:33:39.450245] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-16T20:33:39.450275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-16T20:33:39.461961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-16T20:33:39.462363] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-16T20:33:39.463204] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-16T20:33:39.463260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:39.463293] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:39.463318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:39.463374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:39.525875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:39.526998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:39.527091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:39.527131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:39.675143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:39.675319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:39.675368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:39.675407] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:39.679637] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=48.92%)
[2025-12-16T20:33:39.679911] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-16T20:33:39.680037] [INFO ] [sig       ] UL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:39.816524] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UL.txt
[2025-12-16T20:33:39.816703] [INFO ] [sig       ] [3289/3585] Completed UL in 0.4s | 2.95 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-16T20:33:39.816745] [INFO ] [sig       ] [3290/3585] Forecasting ULBI...
[2025-12-16T20:33:39.816775] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-16T20:33:39.816804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-16T20:33:39.827412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-12-16T20:33:39.827753] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-16T20:33:39.828516] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-16T20:33:39.828567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:39.828645] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:39.828675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:39.828731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:39.885327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:39.886189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:39.886273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:39.886305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:40.005367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:40.005521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:40.005560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:40.005612] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:40.009207] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-12-16T20:33:40.009522] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-16T20:33:40.009675] [INFO ] [sig       ] ULBI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:40.155066] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ULBI.txt
[2025-12-16T20:33:40.155220] [INFO ] [sig       ] [3290/3585] Completed ULBI in 0.3s | 2.95 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-16T20:33:40.155259] [INFO ] [sig       ] [3291/3585] Forecasting ULCC...
[2025-12-16T20:33:40.155289] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-16T20:33:40.155320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-16T20:33:40.166471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-16T20:33:40.166901] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-16T20:33:40.167831] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-16T20:33:40.167901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:40.167948] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:40.167992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:40.168075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:40.227479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:40.228429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:40.228516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:40.228549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:40.347782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:40.347925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:40.347966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:40.348013] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:40.351483] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: DOWN (p=19.74%)
[2025-12-16T20:33:40.351790] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-16T20:33:40.351920] [INFO ] [sig       ] ULCC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:40.493302] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ULCC.txt
[2025-12-16T20:33:40.493440] [INFO ] [sig       ] [3291/3585] Completed ULCC in 0.3s | 2.95 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-16T20:33:40.493480] [INFO ] [sig       ] [3292/3585] Forecasting ULH...
[2025-12-16T20:33:40.493510] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-16T20:33:40.493540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-16T20:33:40.503715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-16T20:33:40.504016] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-16T20:33:40.504811] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-16T20:33:40.504863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:40.504895] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:40.504922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:40.504977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:40.560158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:40.560774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:40.560854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:40.560885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:40.681311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:40.681463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:40.681504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:40.681532] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:40.684841] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: UP (p=83.12%)
[2025-12-16T20:33:40.685103] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-16T20:33:40.685221] [INFO ] [sig       ] ULH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:40.820913] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ULH.txt
[2025-12-16T20:33:40.821048] [INFO ] [sig       ] [3292/3585] Completed ULH in 0.3s | 2.95 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-16T20:33:40.821086] [INFO ] [sig       ] [3293/3585] Forecasting ULTA...
[2025-12-16T20:33:40.821116] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-16T20:33:40.821146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-16T20:33:40.832025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-16T20:33:40.832331] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-16T20:33:40.833102] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-16T20:33:40.833153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:40.833183] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:40.833208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:40.833263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:40.888587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:40.889561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:40.889674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:40.889725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:41.008487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:41.008659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:41.008699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:41.008764] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:41.012215] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: DOWN (p=25.99%)
[2025-12-16T20:33:41.012492] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-16T20:33:41.012641] [INFO ] [sig       ] ULTA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:41.151079] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ULTA.txt
[2025-12-16T20:33:41.151212] [INFO ] [sig       ] [3293/3585] Completed ULTA in 0.3s | 2.95 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-16T20:33:41.151254] [INFO ] [sig       ] [3294/3585] Forecasting ULY...
[2025-12-16T20:33:41.151284] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-16T20:33:41.151317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-16T20:33:41.162607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-16T20:33:41.162938] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-16T20:33:41.163756] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-16T20:33:41.163814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:41.163846] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:41.163872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:41.163927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:41.219969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:41.220820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:41.220902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:41.220933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:41.335294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:41.335430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:41.335469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:41.335496] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:41.338783] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: DOWN (p=20.40%)
[2025-12-16T20:33:41.339046] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-16T20:33:41.339178] [INFO ] [sig       ] ULY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:41.474554] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ULY.txt
[2025-12-16T20:33:41.474725] [INFO ] [sig       ] [3294/3585] Completed ULY in 0.3s | 2.95 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-16T20:33:41.474765] [INFO ] [sig       ] [3295/3585] Forecasting UMBF...
[2025-12-16T20:33:41.474795] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-16T20:33:41.474824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-16T20:33:41.486042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-16T20:33:41.486450] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-16T20:33:41.487268] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-16T20:33:41.487322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:41.487355] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:41.487395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:41.487455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:41.543389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:41.544277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:41.544366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:41.544399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:41.664252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:41.664420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:41.664459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:41.664487] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:41.667814] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: UP (p=53.81%)
[2025-12-16T20:33:41.668079] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-16T20:33:41.668202] [INFO ] [sig       ] UMBF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:41.802710] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UMBF.txt
[2025-12-16T20:33:41.802847] [INFO ] [sig       ] [3295/3585] Completed UMBF in 0.3s | 2.95 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-16T20:33:41.802887] [INFO ] [sig       ] [3296/3585] Forecasting UMC...
[2025-12-16T20:33:41.802915] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-16T20:33:41.802945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-16T20:33:41.813318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-16T20:33:41.813648] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-16T20:33:41.814405] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-16T20:33:41.814456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:41.814488] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:41.814516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:41.814597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:41.870292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:41.871044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:41.871125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:41.871158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:41.991289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:41.991435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:41.991474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:41.991501] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:41.994779] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=31.95%)
[2025-12-16T20:33:41.995041] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-16T20:33:41.995159] [INFO ] [sig       ] UMC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:42.129348] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UMC.txt
[2025-12-16T20:33:42.129479] [INFO ] [sig       ] [3296/3585] Completed UMC in 0.3s | 2.95 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-16T20:33:42.129518] [INFO ] [sig       ] [3297/3585] Forecasting UMH...
[2025-12-16T20:33:42.129548] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-16T20:33:42.129593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-16T20:33:42.140771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-16T20:33:42.141101] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-16T20:33:42.141941] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-16T20:33:42.141995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:42.142028] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:42.142056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:42.142115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:42.198919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:42.199596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:42.199677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:42.199723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:42.317100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:42.317243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:42.317282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:42.317312] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:42.320733] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=30.10%)
[2025-12-16T20:33:42.321004] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-16T20:33:42.321129] [INFO ] [sig       ] UMH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:42.457747] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UMH.txt
[2025-12-16T20:33:42.457883] [INFO ] [sig       ] [3297/3585] Completed UMH in 0.3s | 2.95 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-16T20:33:42.457925] [INFO ] [sig       ] [3298/3585] Forecasting UMMA...
[2025-12-16T20:33:42.457957] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-16T20:33:42.457988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-16T20:33:42.468980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-12-16T20:33:42.469306] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-16T20:33:42.470096] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-16T20:33:42.470149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:42.470182] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:42.470211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:42.470267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:42.526314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:42.526966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:42.527045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:42.527077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:42.640928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:42.641080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:42.641121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:42.641150] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:42.644535] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: DOWN (p=17.97%)
[2025-12-16T20:33:42.644850] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-16T20:33:42.644985] [INFO ] [sig       ] UMMA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:42.780814] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UMMA.txt
[2025-12-16T20:33:42.780940] [INFO ] [sig       ] [3298/3585] Completed UMMA in 0.3s | 2.95 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-16T20:33:42.780978] [INFO ] [sig       ] [3299/3585] Forecasting UNCY...
[2025-12-16T20:33:42.781008] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-16T20:33:42.781043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-16T20:33:42.790917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-16T20:33:42.791196] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-16T20:33:42.791950] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-16T20:33:42.792000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:42.792031] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:42.792057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:42.792112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:42.851428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:42.852128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:42.852207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:42.852240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:42.970061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:42.970207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:42.970245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:42.970272] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:42.973558] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: DOWN (p=7.48%)
[2025-12-16T20:33:42.973841] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-16T20:33:42.973964] [INFO ] [sig       ] UNCY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:43.108851] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UNCY.txt
[2025-12-16T20:33:43.108972] [INFO ] [sig       ] [3299/3585] Completed UNCY in 0.3s | 2.95 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-16T20:33:43.109010] [INFO ] [sig       ] [3300/3585] Forecasting UNF...
[2025-12-16T20:33:43.109040] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-16T20:33:43.109069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-16T20:33:43.119079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-16T20:33:43.119380] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-16T20:33:43.120147] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-16T20:33:43.120199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:43.120230] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:43.120256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:43.120312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:43.176016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:43.176657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:43.176761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:43.176796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:43.298151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:43.298289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:43.298329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:43.298358] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:43.301652] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2025-12-16T20:33:43.301916] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-16T20:33:43.302036] [INFO ] [sig       ] UNF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:43.439768] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UNF.txt
[2025-12-16T20:33:43.439921] [INFO ] [sig       ] [3300/3585] Completed UNF in 0.3s | 2.95 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-16T20:33:43.439960] [INFO ] [sig       ] [3301/3585] Forecasting UNFI...
[2025-12-16T20:33:43.439989] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-16T20:33:43.440019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-16T20:33:43.450203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-16T20:33:43.450485] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-16T20:33:43.451316] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-16T20:33:43.451368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:43.451400] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:43.451428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:43.451486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:43.508740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:43.509432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:43.509512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:43.509545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:43.633408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:43.633548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:43.633604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:43.633637] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:43.637037] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: DOWN (p=19.03%)
[2025-12-16T20:33:43.637330] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-16T20:33:43.637461] [INFO ] [sig       ] UNFI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:43.778148] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UNFI.txt
[2025-12-16T20:33:43.778270] [INFO ] [sig       ] [3301/3585] Completed UNFI in 0.3s | 2.95 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-16T20:33:43.778309] [INFO ] [sig       ] [3302/3585] Forecasting UNH...
[2025-12-16T20:33:43.778339] [INFO ] [sig       ] Generating forecast for: UNH
[2025-12-16T20:33:43.778372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-12-16T20:33:43.788565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNH'.
[2025-12-16T20:33:43.788870] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-12-16T20:33:43.789662] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-12-16T20:33:43.789716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:43.789749] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:43.789776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:43.789832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:43.847150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:43.847882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:43.847980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:43.848012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:43.966515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:43.966679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:43.966721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:43.966751] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:43.970264] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: DOWN (p=48.67%)
[2025-12-16T20:33:43.970584] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-12-16T20:33:43.970712] [INFO ] [sig       ] UNH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:44.108519] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UNH.txt
[2025-12-16T20:33:44.108663] [INFO ] [sig       ] [3302/3585] Completed UNH in 0.3s | 2.95 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-16T20:33:44.108703] [INFO ] [sig       ] [3303/3585] Forecasting UNM...
[2025-12-16T20:33:44.108737] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-16T20:33:44.108774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-16T20:33:44.118820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-16T20:33:44.119110] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-16T20:33:44.119935] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-16T20:33:44.119988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:44.120021] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:44.120048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:44.120105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:44.175300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:44.175960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:44.176037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:44.176069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:44.297235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:44.297379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:44.297418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:44.297447] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:44.300777] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-12-16T20:33:44.301065] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-16T20:33:44.301187] [INFO ] [sig       ] UNM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:44.439135] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UNM.txt
[2025-12-16T20:33:44.439316] [INFO ] [sig       ] [3303/3585] Completed UNM in 0.3s | 2.95 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-16T20:33:44.439381] [INFO ] [sig       ] [3304/3585] Forecasting UNMA...
[2025-12-16T20:33:44.439423] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-16T20:33:44.439464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-16T20:33:44.450137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-16T20:33:44.450442] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-16T20:33:44.451228] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-16T20:33:44.451280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:44.451315] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:44.451343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:44.451401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:44.508094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:44.508721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:44.508801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:44.508833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:44.615213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:44.615378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:44.615419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:44.615449] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:44.619054] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=77.05%)
[2025-12-16T20:33:44.619354] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-16T20:33:44.619481] [INFO ] [sig       ] UNMA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:44.760512] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UNMA.txt
[2025-12-16T20:33:44.760661] [INFO ] [sig       ] [3304/3585] Completed UNMA in 0.3s | 2.95 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-16T20:33:44.760708] [INFO ] [sig       ] [3305/3585] Forecasting UNP...
[2025-12-16T20:33:44.760745] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-16T20:33:44.760782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-16T20:33:44.770943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-16T20:33:44.771256] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-16T20:33:44.772086] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-16T20:33:44.772138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:44.772170] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:44.772198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:44.772256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:44.830897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:44.831652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:44.831736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:44.831775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:44.952608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:44.952761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:44.952801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:44.952832] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:44.956960] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=37.54%)
[2025-12-16T20:33:44.957438] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-16T20:33:44.957654] [INFO ] [sig       ] UNP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:45.105387] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UNP.txt
[2025-12-16T20:33:45.105513] [INFO ] [sig       ] [3305/3585] Completed UNP in 0.3s | 2.95 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-16T20:33:45.105551] [INFO ] [sig       ] [3306/3585] Forecasting UNTY...
[2025-12-16T20:33:45.105598] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-16T20:33:45.105631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-16T20:33:45.116213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-16T20:33:45.116484] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-16T20:33:45.117366] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-16T20:33:45.117417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:45.117449] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:45.117475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:45.117530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:45.174675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:45.175368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:45.175447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:45.175479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:45.289535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:45.289734] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:33:45.289782] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:45.289818] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:45.293480] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-12-16T20:33:45.293902] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-16T20:33:45.294052] [INFO ] [sig       ] UNTY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:45.432446] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UNTY.txt
[2025-12-16T20:33:45.432615] [INFO ] [sig       ] [3306/3585] Completed UNTY in 0.3s | 2.95 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-16T20:33:45.432657] [INFO ] [sig       ] [3307/3585] Forecasting UONE...
[2025-12-16T20:33:45.432687] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-16T20:33:45.432715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-16T20:33:45.444317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-16T20:33:45.444711] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-16T20:33:45.445478] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-16T20:33:45.445529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:45.445607] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:45.445637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:45.445693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:45.501927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:45.502787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:45.502874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:45.502906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:45.608681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:45.608845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:45.608892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:45.608929] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:45.612406] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2025-12-16T20:33:45.612724] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-16T20:33:45.612859] [INFO ] [sig       ] UONE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:45.754256] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UONE.txt
[2025-12-16T20:33:45.754416] [INFO ] [sig       ] [3307/3585] Completed UONE in 0.3s | 2.95 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-16T20:33:45.754458] [INFO ] [sig       ] [3308/3585] Forecasting UPBD...
[2025-12-16T20:33:45.754487] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-16T20:33:45.754517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-16T20:33:45.765269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-16T20:33:45.765691] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-16T20:33:45.766455] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-16T20:33:45.766519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:45.766552] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:45.766598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:45.766656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:45.823969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:45.824921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:45.825007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:45.825041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:45.951052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:45.951203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:45.951245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:45.951276] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:45.954923] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-12-16T20:33:45.955211] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-16T20:33:45.955356] [INFO ] [sig       ] UPBD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:46.097820] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UPBD.txt
[2025-12-16T20:33:46.097962] [INFO ] [sig       ] [3308/3585] Completed UPBD in 0.3s | 2.95 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-16T20:33:46.098003] [INFO ] [sig       ] [3309/3585] Forecasting UPC...
[2025-12-16T20:33:46.098035] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-16T20:33:46.098066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-16T20:33:46.109531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-16T20:33:46.109955] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-16T20:33:46.110763] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-16T20:33:46.110816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:46.110850] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:46.110878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:46.110936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:46.170831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:46.171558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:46.171655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:46.171688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:46.285583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:46.285733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:46.285774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:46.285804] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:46.289175] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-12-16T20:33:46.289449] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-16T20:33:46.289589] [INFO ] [sig       ] UPC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:46.424864] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UPC.txt
[2025-12-16T20:33:46.425006] [INFO ] [sig       ] [3309/3585] Completed UPC in 0.3s | 2.95 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-16T20:33:46.425046] [INFO ] [sig       ] [3310/3585] Forecasting UPLD...
[2025-12-16T20:33:46.425075] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-16T20:33:46.425105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-16T20:33:46.438904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-16T20:33:46.439560] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-16T20:33:46.440559] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-16T20:33:46.440636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:46.440680] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:46.440711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:46.440769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:46.500400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:46.501693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:46.501799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:46.501832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:46.625744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:46.626000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:46.626058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:46.626151] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:46.630727] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: DOWN (p=40.37%)
[2025-12-16T20:33:46.631041] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-16T20:33:46.631179] [INFO ] [sig       ] UPLD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:46.780431] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UPLD.txt
[2025-12-16T20:33:46.780616] [INFO ] [sig       ] [3310/3585] Completed UPLD in 0.4s | 2.95 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-16T20:33:46.780659] [INFO ] [sig       ] [3311/3585] Forecasting UPS...
[2025-12-16T20:33:46.780690] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-16T20:33:46.780720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-16T20:33:46.793400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-16T20:33:46.793752] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-16T20:33:46.794664] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-16T20:33:46.794716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:46.794748] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:46.794774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:46.794830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:46.852490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:46.853625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:46.853726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:46.853759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:46.981409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:46.981666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:46.981712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:46.981740] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:46.985729] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=26.76%)
[2025-12-16T20:33:46.986042] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-16T20:33:46.986177] [INFO ] [sig       ] UPS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:47.130521] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UPS.txt
[2025-12-16T20:33:47.130720] [INFO ] [sig       ] [3311/3585] Completed UPS in 0.4s | 2.95 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-16T20:33:47.130769] [INFO ] [sig       ] [3312/3585] Forecasting UPWK...
[2025-12-16T20:33:47.130799] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-16T20:33:47.130831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-16T20:33:47.143695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-16T20:33:47.144140] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-16T20:33:47.145122] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-16T20:33:47.145181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:47.145222] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:47.145249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:47.145307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:47.203720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:47.204860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:47.204994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:47.205030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:47.333036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:47.333272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:47.333322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:47.333354] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:47.337566] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-12-16T20:33:47.338072] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-16T20:33:47.338242] [INFO ] [sig       ] UPWK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:47.481351] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UPWK.txt
[2025-12-16T20:33:47.481524] [INFO ] [sig       ] [3312/3585] Completed UPWK in 0.4s | 2.95 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-16T20:33:47.481565] [INFO ] [sig       ] [3313/3585] Forecasting UPXI...
[2025-12-16T20:33:47.481617] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-16T20:33:47.481650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-16T20:33:47.493345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-16T20:33:47.493716] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-16T20:33:47.494616] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-16T20:33:47.494669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:47.494702] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:47.494729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:47.494787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:47.551514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:47.552421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:47.552517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:47.552548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:47.672249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:47.672477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:47.672526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:47.672584] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:47.676423] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: UP (p=70.66%)
[2025-12-16T20:33:47.676736] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-16T20:33:47.676901] [INFO ] [sig       ] UPXI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:47.816397] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UPXI.txt
[2025-12-16T20:33:47.816609] [INFO ] [sig       ] [3313/3585] Completed UPXI in 0.3s | 2.95 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-16T20:33:47.816655] [INFO ] [sig       ] [3314/3585] Forecasting URBN...
[2025-12-16T20:33:47.816683] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-16T20:33:47.816717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-16T20:33:47.828254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-16T20:33:47.828652] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-16T20:33:47.833361] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-16T20:33:47.833419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:47.833454] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:47.833480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:47.833538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:47.890231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:47.891233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:47.891334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:47.891368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:48.014923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:48.015151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:48.015194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:48.015224] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:48.018973] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=39.14%)
[2025-12-16T20:33:48.019300] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-16T20:33:48.019437] [INFO ] [sig       ] URBN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:48.158858] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/URBN.txt
[2025-12-16T20:33:48.159082] [INFO ] [sig       ] [3314/3585] Completed URBN in 0.3s | 2.95 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-16T20:33:48.159129] [INFO ] [sig       ] [3315/3585] Forecasting URGN...
[2025-12-16T20:33:48.159186] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-16T20:33:48.159220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-16T20:33:48.172125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-16T20:33:48.172611] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-16T20:33:48.173532] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-16T20:33:48.173614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:48.173652] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:48.173682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:48.173742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:48.230234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:48.231365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:48.231472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:48.231505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:48.351329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:48.351555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:48.351644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:48.351681] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:48.355758] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=32.74%)
[2025-12-16T20:33:48.356115] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-16T20:33:48.356267] [INFO ] [sig       ] URGN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:48.498207] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/URGN.txt
[2025-12-16T20:33:48.498428] [INFO ] [sig       ] [3315/3585] Completed URGN in 0.3s | 2.95 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-16T20:33:48.498474] [INFO ] [sig       ] [3316/3585] Forecasting URI...
[2025-12-16T20:33:48.498504] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-16T20:33:48.498536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-16T20:33:48.510404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-16T20:33:48.510790] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-16T20:33:48.511644] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-16T20:33:48.511696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:48.511728] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:48.511755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:48.511816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:48.574228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:48.575328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:48.575424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:48.575457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:48.714674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:48.714910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:48.714954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:48.714983] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:48.718935] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-16T20:33:48.719265] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-16T20:33:48.719412] [INFO ] [sig       ] URI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:48.865319] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/URI.txt
[2025-12-16T20:33:48.865553] [INFO ] [sig       ] [3316/3585] Completed URI in 0.4s | 2.95 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-16T20:33:48.865625] [INFO ] [sig       ] [3317/3585] Forecasting URNJ...
[2025-12-16T20:33:48.865662] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-16T20:33:48.865697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-16T20:33:48.878828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-16T20:33:48.879249] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-16T20:33:48.880146] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-16T20:33:48.880200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:48.880234] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:48.880262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:48.880319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:48.938834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:48.940036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:48.940196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:48.940235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:49.065689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:49.065916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:49.065960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:49.065990] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:49.069769] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: UP (p=76.54%)
[2025-12-16T20:33:49.070067] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-16T20:33:49.070196] [INFO ] [sig       ] URNJ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:49.208877] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/URNJ.txt
[2025-12-16T20:33:49.209054] [INFO ] [sig       ] [3317/3585] Completed URNJ in 0.3s | 2.95 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-16T20:33:49.209095] [INFO ] [sig       ] [3318/3585] Forecasting UROY...
[2025-12-16T20:33:49.209127] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-16T20:33:49.209179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-16T20:33:49.220761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-16T20:33:49.221192] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-16T20:33:49.222054] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-16T20:33:49.222107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:49.222142] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:49.222169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:49.222225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:49.280254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:49.281356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:49.281453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:49.281488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:49.412530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:49.412780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:49.412832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:49.412867] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:49.416754] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-12-16T20:33:49.417068] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-16T20:33:49.417205] [INFO ] [sig       ] UROY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:49.558323] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UROY.txt
[2025-12-16T20:33:49.558537] [INFO ] [sig       ] [3318/3585] Completed UROY in 0.3s | 2.95 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-16T20:33:49.558605] [INFO ] [sig       ] [3319/3585] Forecasting USA...
[2025-12-16T20:33:49.558646] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-16T20:33:49.558679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-16T20:33:49.570986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-12-16T20:33:49.571397] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-16T20:33:49.572289] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-16T20:33:49.572343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:49.572393] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:49.572421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:49.572482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:49.630103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:49.631156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:49.631256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:49.631289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:49.752433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:49.752684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:49.752736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:49.752767] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:49.756541] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=70.63%)
[2025-12-16T20:33:49.756864] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-16T20:33:49.756999] [INFO ] [sig       ] USA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:49.895682] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/USA.txt
[2025-12-16T20:33:49.895892] [INFO ] [sig       ] [3319/3585] Completed USA in 0.3s | 2.95 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-16T20:33:49.895938] [INFO ] [sig       ] [3320/3585] Forecasting USAC...
[2025-12-16T20:33:49.895968] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-16T20:33:49.896000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-16T20:33:49.908289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-16T20:33:49.908830] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-16T20:33:49.909737] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-16T20:33:49.909790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:49.909824] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:49.909851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:49.909909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:49.965024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:49.965922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:49.966014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:49.966047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:50.083676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:50.083894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:50.083938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:50.083966] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:50.087665] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: DOWN (p=20.16%)
[2025-12-16T20:33:50.087983] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-16T20:33:50.088114] [INFO ] [sig       ] USAC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:50.228041] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/USAC.txt
[2025-12-16T20:33:50.228258] [INFO ] [sig       ] [3320/3585] Completed USAC in 0.3s | 2.95 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-16T20:33:50.228307] [INFO ] [sig       ] [3321/3585] Forecasting USB...
[2025-12-16T20:33:50.228340] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-16T20:33:50.228373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-16T20:33:50.240421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-16T20:33:50.240861] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-16T20:33:50.241808] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-16T20:33:50.241859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:50.241893] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:50.241920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:50.241978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:50.297645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:50.298515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:50.298625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:50.298660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:50.418953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:50.419201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:50.419247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:50.419276] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:50.423052] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=50.21%)
[2025-12-16T20:33:50.423341] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-16T20:33:50.423466] [INFO ] [sig       ] USB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:50.560138] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/USB.txt
[2025-12-16T20:33:50.560357] [INFO ] [sig       ] [3321/3585] Completed USB in 0.3s | 2.95 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-16T20:33:50.560405] [INFO ] [sig       ] [3322/3585] Forecasting USCB...
[2025-12-16T20:33:50.560434] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-16T20:33:50.560467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-16T20:33:50.573111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-16T20:33:50.573493] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-16T20:33:50.574308] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-16T20:33:50.574360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:50.574392] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:50.574418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:50.574483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:50.631770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:50.632588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:50.632673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:50.632706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:50.751608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:50.751887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:50.751934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:50.751965] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:50.755997] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=18.45%)
[2025-12-16T20:33:50.756329] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-16T20:33:50.756478] [INFO ] [sig       ] USCB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:50.903104] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/USCB.txt
[2025-12-16T20:33:50.903302] [INFO ] [sig       ] [3322/3585] Completed USCB in 0.3s | 2.95 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-16T20:33:50.903344] [INFO ] [sig       ] [3323/3585] Forecasting USDX...
[2025-12-16T20:33:50.903385] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-16T20:33:50.903417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-16T20:33:50.915949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-16T20:33:50.916467] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-16T20:33:50.917426] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-16T20:33:50.917482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:50.917517] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:50.917546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:50.917621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:50.976910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:50.977964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:50.978055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:50.978087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:51.082948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:51.083109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:51.083149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:51.083178] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:51.086553] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2025-12-16T20:33:51.086886] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-16T20:33:51.087017] [INFO ] [sig       ] USDX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:51.221959] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/USDX.txt
[2025-12-16T20:33:51.222115] [INFO ] [sig       ] [3323/3585] Completed USDX in 0.3s | 2.95 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-16T20:33:51.222154] [INFO ] [sig       ] [3324/3585] Forecasting USEA...
[2025-12-16T20:33:51.222185] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-16T20:33:51.222216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-16T20:33:51.232960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-16T20:33:51.233360] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-16T20:33:51.234202] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-16T20:33:51.234255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:51.234316] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:51.234351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:51.234427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:51.293297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:51.294152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:51.294234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:51.294269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:51.407635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:51.407786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:51.407824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:51.407852] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:51.411213] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: UP (p=92.27%)
[2025-12-16T20:33:51.411478] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-16T20:33:51.411620] [INFO ] [sig       ] USEA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:51.550168] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/USEA.txt
[2025-12-16T20:33:51.550327] [INFO ] [sig       ] [3324/3585] Completed USEA in 0.3s | 2.95 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-16T20:33:51.550370] [INFO ] [sig       ] [3325/3585] Forecasting USFD...
[2025-12-16T20:33:51.550401] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-16T20:33:51.550435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-16T20:33:51.560332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-16T20:33:51.560655] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-16T20:33:51.561450] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-16T20:33:51.561502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:51.561534] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:51.561561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:51.561649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:51.618872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:51.622814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:51.622900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:51.622934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:51.745195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:51.745346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:51.745384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:51.745412] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:51.748753] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-12-16T20:33:51.749019] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-16T20:33:51.749137] [INFO ] [sig       ] USFD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:51.887240] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/USFD.txt
[2025-12-16T20:33:51.887377] [INFO ] [sig       ] [3325/3585] Completed USFD in 0.3s | 2.95 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-16T20:33:51.887416] [INFO ] [sig       ] [3326/3585] Forecasting USGO...
[2025-12-16T20:33:51.887446] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-16T20:33:51.887475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-16T20:33:51.898440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-16T20:33:51.898767] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-16T20:33:51.899607] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-16T20:33:51.899660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:51.899692] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:51.899718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:51.899774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:51.957154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:51.957797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:51.957879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:51.957918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:52.074902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:52.075051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:52.075089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:52.075147] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:52.078600] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: UP (p=71.53%)
[2025-12-16T20:33:52.078875] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-16T20:33:52.079021] [INFO ] [sig       ] USGO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:52.214684] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/USGO.txt
[2025-12-16T20:33:52.214842] [INFO ] [sig       ] [3326/3585] Completed USGO in 0.3s | 2.95 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-16T20:33:52.214887] [INFO ] [sig       ] [3327/3585] Forecasting USIG...
[2025-12-16T20:33:52.214918] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-16T20:33:52.214953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-16T20:33:52.225247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-16T20:33:52.225618] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-16T20:33:52.226414] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-16T20:33:52.226468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:52.226499] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:52.226527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:52.226602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:52.283713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:52.284556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:52.284672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:52.284705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:52.410977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:52.411126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:52.411164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:52.411236] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:52.414695] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: UP (p=78.71%)
[2025-12-16T20:33:52.414961] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-16T20:33:52.415084] [INFO ] [sig       ] USIG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:52.551460] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/USIG.txt
[2025-12-16T20:33:52.551630] [INFO ] [sig       ] [3327/3585] Completed USIG in 0.3s | 2.95 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-16T20:33:52.551673] [INFO ] [sig       ] [3328/3585] Forecasting USIO...
[2025-12-16T20:33:52.551703] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-16T20:33:52.551734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-16T20:33:52.562755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-16T20:33:52.563115] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-16T20:33:52.563896] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-16T20:33:52.563947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:52.563979] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:52.564005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:52.564060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:52.622224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:52.623097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:52.623183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:52.623232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:52.737516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:52.737672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:52.737711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:52.737739] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:52.741163] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2025-12-16T20:33:52.741444] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-16T20:33:52.741589] [INFO ] [sig       ] USIO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:52.884023] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/USIO.txt
[2025-12-16T20:33:52.884187] [INFO ] [sig       ] [3328/3585] Completed USIO in 0.3s | 2.95 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-16T20:33:52.884234] [INFO ] [sig       ] [3329/3585] Forecasting USLM...
[2025-12-16T20:33:52.884269] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-16T20:33:52.884305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-16T20:33:52.895196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-16T20:33:52.895497] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-16T20:33:52.896309] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-16T20:33:52.896363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:52.896395] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:52.896423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:52.896481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:52.954388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:52.955045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:52.955126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:52.955160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:53.077480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:53.077655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:53.077696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:53.077727] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:53.081174] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: UP (p=62.29%)
[2025-12-16T20:33:53.081446] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-16T20:33:53.081590] [INFO ] [sig       ] USLM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:53.218279] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/USLM.txt
[2025-12-16T20:33:53.218411] [INFO ] [sig       ] [3329/3585] Completed USLM in 0.3s | 2.95 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-16T20:33:53.218453] [INFO ] [sig       ] [3330/3585] Forecasting USMC...
[2025-12-16T20:33:53.218483] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-16T20:33:53.218516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-16T20:33:53.229404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-16T20:33:53.229759] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-16T20:33:53.230532] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-16T20:33:53.230601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:53.230636] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:53.230674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:53.230731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:53.287107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:53.287741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:53.287820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:53.287852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:53.402714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:53.402870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:53.402908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:53.402938] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:53.406332] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: UP (p=66.07%)
[2025-12-16T20:33:53.406644] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-16T20:33:53.406773] [INFO ] [sig       ] USMC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:53.547875] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/USMC.txt
[2025-12-16T20:33:53.548034] [INFO ] [sig       ] [3330/3585] Completed USMC in 0.3s | 2.95 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-16T20:33:53.548088] [INFO ] [sig       ] [3331/3585] Forecasting USOI...
[2025-12-16T20:33:53.548123] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-16T20:33:53.548154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-16T20:33:53.558064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-16T20:33:53.558352] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-16T20:33:53.559118] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-16T20:33:53.559200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:53.559240] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:53.559274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:53.559337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:53.615745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:53.616367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:53.616445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:53.616479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:53.738867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:53.739018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:53.739057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:53.739087] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:53.742522] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-12-16T20:33:53.742811] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-16T20:33:53.742934] [INFO ] [sig       ] USOI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:53.882773] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/USOI.txt
[2025-12-16T20:33:53.882908] [INFO ] [sig       ] [3331/3585] Completed USOI in 0.3s | 2.95 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-16T20:33:53.882948] [INFO ] [sig       ] [3332/3585] Forecasting USOY...
[2025-12-16T20:33:53.882978] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-16T20:33:53.883009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-16T20:33:53.892641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-16T20:33:53.892924] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-16T20:33:53.893709] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-16T20:33:53.893760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:53.893792] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:53.893818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:53.893873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:53.950110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:53.950738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:53.950813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:53.950845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:54.067332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:54.067476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:54.067514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:54.067542] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:54.070865] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=64.96%)
[2025-12-16T20:33:54.071126] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-16T20:33:54.071246] [INFO ] [sig       ] USOY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:54.208111] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/USOY.txt
[2025-12-16T20:33:54.208263] [INFO ] [sig       ] [3332/3585] Completed USOY in 0.3s | 2.95 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-16T20:33:54.208302] [INFO ] [sig       ] [3333/3585] Forecasting USTB...
[2025-12-16T20:33:54.208333] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-16T20:33:54.208362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-16T20:33:54.219441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-16T20:33:54.219814] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-16T20:33:54.220608] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-16T20:33:54.220660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:54.220692] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:54.220719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:54.220774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:54.278078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:54.278790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:54.278867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:54.278899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:54.395649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:54.395805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:54.395845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:54.395873] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:54.399243] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=94.89%)
[2025-12-16T20:33:54.399508] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-16T20:33:54.399656] [INFO ] [sig       ] USTB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:54.535987] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/USTB.txt
[2025-12-16T20:33:54.536113] [INFO ] [sig       ] [3333/3585] Completed USTB in 0.3s | 2.95 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-16T20:33:54.536150] [INFO ] [sig       ] [3334/3585] Forecasting USVM...
[2025-12-16T20:33:54.536180] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-16T20:33:54.536215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-16T20:33:54.546807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-16T20:33:54.547122] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-16T20:33:54.547928] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-16T20:33:54.547981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:54.548012] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:54.548041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:54.548097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:54.605144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:54.605850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:54.605961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:54.606036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:54.726713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:54.726876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:54.726916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:54.726950] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:54.730537] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-16T20:33:54.730863] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-16T20:33:54.731014] [INFO ] [sig       ] USVM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:54.868866] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/USVM.txt
[2025-12-16T20:33:54.869014] [INFO ] [sig       ] [3334/3585] Completed USVM in 0.3s | 2.95 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-16T20:33:54.869061] [INFO ] [sig       ] [3335/3585] Forecasting USXF...
[2025-12-16T20:33:54.869098] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-16T20:33:54.869129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-16T20:33:54.879436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-16T20:33:54.879789] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-16T20:33:54.880602] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-16T20:33:54.880654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:54.880692] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:54.880731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:54.880796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:54.937772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:54.938521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:54.938624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:54.938672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:55.056414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:55.056588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:55.056632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:55.056662] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:55.060231] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: UP (p=94.01%)
[2025-12-16T20:33:55.060521] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-16T20:33:55.060666] [INFO ] [sig       ] USXF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:55.197012] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/USXF.txt
[2025-12-16T20:33:55.197167] [INFO ] [sig       ] [3335/3585] Completed USXF in 0.3s | 2.95 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-16T20:33:55.197207] [INFO ] [sig       ] [3336/3585] Forecasting UTEN...
[2025-12-16T20:33:55.197235] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-16T20:33:55.197263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-16T20:33:55.208193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-16T20:33:55.208549] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-16T20:33:55.209418] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-16T20:33:55.209471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:55.209503] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:55.209529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:55.209602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:55.266377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:55.267237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:55.267321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:55.267353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:55.392177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:55.392349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:55.392390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:55.392419] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:55.395957] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: UP (p=76.30%)
[2025-12-16T20:33:55.396233] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-16T20:33:55.396359] [INFO ] [sig       ] UTEN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:55.533735] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UTEN.txt
[2025-12-16T20:33:55.533878] [INFO ] [sig       ] [3336/3585] Completed UTEN in 0.3s | 2.95 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-16T20:33:55.533917] [INFO ] [sig       ] [3337/3585] Forecasting UTF...
[2025-12-16T20:33:55.533949] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-16T20:33:55.533981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-16T20:33:55.544171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-16T20:33:55.544504] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-16T20:33:55.545373] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-16T20:33:55.545427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:55.545460] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:55.545487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:55.545545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:55.602744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:55.603475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:55.603556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:55.603609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:55.728723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:55.728877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:55.728916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:55.728946] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:55.732591] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-12-16T20:33:55.732945] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-16T20:33:55.733097] [INFO ] [sig       ] UTF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:55.877133] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UTF.txt
[2025-12-16T20:33:55.877282] [INFO ] [sig       ] [3337/3585] Completed UTF in 0.3s | 2.95 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-16T20:33:55.877323] [INFO ] [sig       ] [3338/3585] Forecasting UTI...
[2025-12-16T20:33:55.877352] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-16T20:33:55.877383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-16T20:33:55.887349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-16T20:33:55.887664] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-16T20:33:55.888436] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-16T20:33:55.888489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:55.888522] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:55.888550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:55.888626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:55.945980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:55.946679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:55.946760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:55.946794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:56.067438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:56.067607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:56.067648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:56.067678] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:56.071160] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=56.74%)
[2025-12-16T20:33:56.071434] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-16T20:33:56.071558] [INFO ] [sig       ] UTI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:56.213143] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UTI.txt
[2025-12-16T20:33:56.213293] [INFO ] [sig       ] [3338/3585] Completed UTI in 0.3s | 2.95 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-16T20:33:56.213333] [INFO ] [sig       ] [3339/3585] Forecasting UTL...
[2025-12-16T20:33:56.213364] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-16T20:33:56.213407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-16T20:33:56.223519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-12-16T20:33:56.223874] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-16T20:33:56.224675] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-16T20:33:56.224726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:56.224758] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:56.224785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:56.224840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:56.281843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:56.282515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:56.282622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:56.282659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:56.407716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:56.407880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:56.407919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:56.407948] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:56.411505] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: UP (p=54.93%)
[2025-12-16T20:33:56.411821] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-16T20:33:56.411954] [INFO ] [sig       ] UTL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:56.555475] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UTL.txt
[2025-12-16T20:33:56.555636] [INFO ] [sig       ] [3339/3585] Completed UTL in 0.3s | 2.95 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-16T20:33:56.555677] [INFO ] [sig       ] [3340/3585] Forecasting UTMD...
[2025-12-16T20:33:56.555707] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-16T20:33:56.555737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-16T20:33:56.565903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-12-16T20:33:56.566198] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-16T20:33:56.566986] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-16T20:33:56.567038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:56.567070] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:56.567097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:56.567153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:56.625167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:56.625863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:56.625944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:56.625979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:56.741723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:56.741874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:56.741913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:56.741943] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:56.745333] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2025-12-16T20:33:56.745622] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-16T20:33:56.745748] [INFO ] [sig       ] UTMD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:56.882198] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UTMD.txt
[2025-12-16T20:33:56.882348] [INFO ] [sig       ] [3340/3585] Completed UTMD in 0.3s | 2.95 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-16T20:33:56.882408] [INFO ] [sig       ] [3341/3585] Forecasting UTWO...
[2025-12-16T20:33:56.882445] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-12-16T20:33:56.882476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-12-16T20:33:56.892465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTWO'.
[2025-12-16T20:33:56.892767] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-12-16T20:33:56.893525] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-12-16T20:33:56.893596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:56.893656] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:56.893685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:56.893753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:56.950177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:56.950836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:56.950917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:56.950951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:57.077098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:57.077261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:57.077302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:57.077332] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:57.080802] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: DOWN (p=41.36%)
[2025-12-16T20:33:57.081075] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-12-16T20:33:57.081199] [INFO ] [sig       ] UTWO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:57.224228] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UTWO.txt
[2025-12-16T20:33:57.224361] [INFO ] [sig       ] [3341/3585] Completed UTWO in 0.3s | 2.95 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-16T20:33:57.224402] [INFO ] [sig       ] [3342/3585] Forecasting UTZ...
[2025-12-16T20:33:57.224431] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-16T20:33:57.224461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-16T20:33:57.235762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-16T20:33:57.236197] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-16T20:33:57.237019] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-16T20:33:57.237072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:57.237104] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:57.237130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:57.237185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:57.292927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:57.293874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:57.293961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:57.293993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:57.409311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:57.409471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:57.409511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:57.409541] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:57.412970] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-12-16T20:33:57.413262] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-16T20:33:57.413386] [INFO ] [sig       ] UTZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:57.551298] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UTZ.txt
[2025-12-16T20:33:57.551452] [INFO ] [sig       ] [3342/3585] Completed UTZ in 0.3s | 2.95 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-16T20:33:57.551493] [INFO ] [sig       ] [3343/3585] Forecasting UVE...
[2025-12-16T20:33:57.551522] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-16T20:33:57.551551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-16T20:33:57.561598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-16T20:33:57.561947] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-16T20:33:57.562726] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-16T20:33:57.562789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:57.562822] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:57.562848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:57.562903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:57.618332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:57.619223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:57.619309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:57.619342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:57.736918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:57.737060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:57.737097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:57.737125] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:57.740398] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=34.77%)
[2025-12-16T20:33:57.740679] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-16T20:33:57.740799] [INFO ] [sig       ] UVE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:57.875707] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UVE.txt
[2025-12-16T20:33:57.875826] [INFO ] [sig       ] [3343/3585] Completed UVE in 0.3s | 2.95 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-16T20:33:57.875864] [INFO ] [sig       ] [3344/3585] Forecasting UVSP...
[2025-12-16T20:33:57.875893] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-16T20:33:57.875922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-16T20:33:57.885781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-16T20:33:57.886082] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-16T20:33:57.886845] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-16T20:33:57.886895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:57.886926] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:57.886953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:57.887008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:57.942061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:57.942680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:57.942758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:57.942790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:58.062486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:58.062647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:58.062688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:58.062764] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:58.066075] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: UP (p=55.57%)
[2025-12-16T20:33:58.066340] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-16T20:33:58.066460] [INFO ] [sig       ] UVSP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:58.202102] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UVSP.txt
[2025-12-16T20:33:58.202235] [INFO ] [sig       ] [3344/3585] Completed UVSP in 0.3s | 2.95 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-16T20:33:58.202274] [INFO ] [sig       ] [3345/3585] Forecasting UWMC...
[2025-12-16T20:33:58.202303] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-16T20:33:58.202332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-16T20:33:58.212843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-16T20:33:58.213175] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-16T20:33:58.214012] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-16T20:33:58.214067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:58.214100] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:58.214127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:58.214185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:58.271707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:58.272453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:58.272536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:58.272570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:58.391787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:58.391934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:58.391971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:58.392001] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:58.395280] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-12-16T20:33:58.395542] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-16T20:33:58.395678] [INFO ] [sig       ] UWMC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:58.532729] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UWMC.txt
[2025-12-16T20:33:58.532865] [INFO ] [sig       ] [3345/3585] Completed UWMC in 0.3s | 2.95 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-16T20:33:58.532904] [INFO ] [sig       ] [3346/3585] Forecasting UXIN...
[2025-12-16T20:33:58.532933] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-16T20:33:58.532963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-16T20:33:58.543239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-16T20:33:58.543550] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-16T20:33:58.544321] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-16T20:33:58.544371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:58.544402] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:58.544428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:58.544484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:58.601009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:58.602003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:58.602087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:58.602120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:58.720211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:58.720383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:58.720425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:58.720455] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:58.723860] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: UP (p=94.52%)
[2025-12-16T20:33:58.724132] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-16T20:33:58.724273] [INFO ] [sig       ] UXIN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:58.861302] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/UXIN.txt
[2025-12-16T20:33:58.861416] [INFO ] [sig       ] [3346/3585] Completed UXIN in 0.3s | 2.95 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-16T20:33:58.861460] [INFO ] [sig       ] [3347/3585] Forecasting UYLD...
[2025-12-16T20:33:58.861490] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-16T20:33:58.861520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-16T20:33:58.871673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-12-16T20:33:58.871944] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-16T20:33:58.872711] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-16T20:33:58.872762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:58.872793] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:58.872820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:58.872875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:58.929440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:58.930093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:58.930187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:58.930222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:59.039063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:59.039237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:59.039278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:59.039308] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:59.042838] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: DOWN (p=23.57%)
[2025-12-16T20:33:59.043133] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-16T20:33:59.043266] [INFO ] [sig       ] UYLD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:59.183116] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UYLD.txt
[2025-12-16T20:33:59.183270] [INFO ] [sig       ] [3347/3585] Completed UYLD in 0.3s | 2.95 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-16T20:33:59.183313] [INFO ] [sig       ] [3348/3585] Forecasting UZE...
[2025-12-16T20:33:59.183345] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-16T20:33:59.183377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-16T20:33:59.195725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-16T20:33:59.196184] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-16T20:33:59.197145] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-16T20:33:59.197207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:59.197252] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:59.197290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:59.197351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:59.266995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:59.267883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:59.267975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:59.268008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:59.377686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:59.377844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:59.377884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:59.377914] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:59.381288] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-16T20:33:59.381609] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-16T20:33:59.381738] [INFO ] [sig       ] UZE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:33:59.519676] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/UZE.txt
[2025-12-16T20:33:59.519803] [INFO ] [sig       ] [3348/3585] Completed UZE in 0.3s | 2.95 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-16T20:33:59.519842] [INFO ] [sig       ] [3349/3585] Forecasting VAC...
[2025-12-16T20:33:59.519870] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-16T20:33:59.519901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-16T20:33:59.531349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-16T20:33:59.531790] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-16T20:33:59.532565] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-16T20:33:59.532642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:59.532675] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:59.532703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:59.532759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:59.588814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:59.589483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:59.589563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:59.589618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:33:59.707140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:33:59.707299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:33:59.707337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:33:59.707366] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:33:59.710772] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=98.48%)
[2025-12-16T20:33:59.711035] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-16T20:33:59.711157] [INFO ] [sig       ] VAC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:33:59.847727] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VAC.txt
[2025-12-16T20:33:59.847849] [INFO ] [sig       ] [3349/3585] Completed VAC in 0.3s | 2.95 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-16T20:33:59.847886] [INFO ] [sig       ] [3350/3585] Forecasting VAL...
[2025-12-16T20:33:59.847915] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-16T20:33:59.847944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-16T20:33:59.859126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-16T20:33:59.859505] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-16T20:33:59.860342] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-16T20:33:59.860397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:33:59.860430] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:33:59.860458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:33:59.860514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:33:59.919148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:33:59.920140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:33:59.920239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:33:59.920273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:00.040882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:00.041034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:00.041098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:00.041130] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:00.044672] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-16T20:34:00.044966] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-16T20:34:00.045097] [INFO ] [sig       ] VAL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:00.185932] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VAL.txt
[2025-12-16T20:34:00.186072] [INFO ] [sig       ] [3350/3585] Completed VAL in 0.3s | 2.95 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-16T20:34:00.186113] [INFO ] [sig       ] [3351/3585] Forecasting VALE...
[2025-12-16T20:34:00.186144] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-16T20:34:00.186175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-16T20:34:00.197001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-12-16T20:34:00.197342] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-16T20:34:00.198146] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-16T20:34:00.198200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:00.198232] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:00.198261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:00.198318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:00.256412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:00.257167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:00.257277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:00.257312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:00.378822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:00.378980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:00.379020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:00.379052] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:00.382600] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=59.04%)
[2025-12-16T20:34:00.382874] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-16T20:34:00.383002] [INFO ] [sig       ] VALE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:00.529619] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VALE.txt
[2025-12-16T20:34:00.529759] [INFO ] [sig       ] [3351/3585] Completed VALE in 0.3s | 2.95 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-16T20:34:00.529798] [INFO ] [sig       ] [3352/3585] Forecasting VALN...
[2025-12-16T20:34:00.529830] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-16T20:34:00.529860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-16T20:34:00.541595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-16T20:34:00.541974] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-16T20:34:00.542979] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-16T20:34:00.543042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:00.543082] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:00.543114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:00.543186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:00.605591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:00.606414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:00.606499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:00.606532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:00.721812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:00.721962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:00.722002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:00.722031] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:00.725489] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: UP (p=71.57%)
[2025-12-16T20:34:00.725776] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-16T20:34:00.725902] [INFO ] [sig       ] VALN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:00.864446] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VALN.txt
[2025-12-16T20:34:00.864609] [INFO ] [sig       ] [3352/3585] Completed VALN in 0.3s | 2.95 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-16T20:34:00.864652] [INFO ] [sig       ] [3353/3585] Forecasting VANI...
[2025-12-16T20:34:00.864683] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-16T20:34:00.864717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-16T20:34:00.874769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-16T20:34:00.875077] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-16T20:34:00.875879] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-16T20:34:00.875930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:00.875962] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:00.875989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:00.876045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:00.932335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:00.933015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:00.933096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:00.933129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:01.053618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:01.053766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:01.053808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:01.053839] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:01.057194] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-12-16T20:34:01.057468] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-16T20:34:01.057612] [INFO ] [sig       ] VANI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:01.195664] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VANI.txt
[2025-12-16T20:34:01.195799] [INFO ] [sig       ] [3353/3585] Completed VANI in 0.3s | 2.95 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-16T20:34:01.195840] [INFO ] [sig       ] [3354/3585] Forecasting VBF...
[2025-12-16T20:34:01.195870] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-16T20:34:01.195901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-16T20:34:01.206883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-12-16T20:34:01.207199] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-16T20:34:01.207968] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-16T20:34:01.208020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:01.208066] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:01.208094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:01.208159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:01.263994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:01.264722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:01.264805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:01.264839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:01.386335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:01.386502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:01.386546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:01.386593] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:01.390063] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: UP (p=69.20%)
[2025-12-16T20:34:01.390375] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-16T20:34:01.390496] [INFO ] [sig       ] VBF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:01.530290] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VBF.txt
[2025-12-16T20:34:01.530463] [INFO ] [sig       ] [3354/3585] Completed VBF in 0.3s | 2.95 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-16T20:34:01.530510] [INFO ] [sig       ] [3355/3585] Forecasting VBNK...
[2025-12-16T20:34:01.530541] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-16T20:34:01.530591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-16T20:34:01.541134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-16T20:34:01.541469] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-16T20:34:01.542262] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-16T20:34:01.542322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:01.542357] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:01.542386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:01.542447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:01.600684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:01.601423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:01.601505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:01.601539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:01.722777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:01.722932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:01.722971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:01.723000] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:01.726497] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: DOWN (p=13.78%)
[2025-12-16T20:34:01.726785] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-16T20:34:01.726921] [INFO ] [sig       ] VBNK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:01.863930] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VBNK.txt
[2025-12-16T20:34:01.864092] [INFO ] [sig       ] [3355/3585] Completed VBNK in 0.3s | 2.95 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-16T20:34:01.864136] [INFO ] [sig       ] [3356/3585] Forecasting VC...
[2025-12-16T20:34:01.864167] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-16T20:34:01.864201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-16T20:34:01.875068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-16T20:34:01.875421] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-16T20:34:01.876251] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-16T20:34:01.876309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:01.876342] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:01.876369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:01.876425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:01.933915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:01.934756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:01.934841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:01.934875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:02.059565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:02.059734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:02.059775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:02.059806] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:02.063282] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: DOWN (p=21.30%)
[2025-12-16T20:34:02.063560] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-16T20:34:02.063714] [INFO ] [sig       ] VC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:02.205775] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VC.txt
[2025-12-16T20:34:02.205946] [INFO ] [sig       ] [3356/3585] Completed VC in 0.3s | 2.95 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-16T20:34:02.205988] [INFO ] [sig       ] [3357/3585] Forecasting VCEL...
[2025-12-16T20:34:02.206019] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-16T20:34:02.206050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-16T20:34:02.220747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-16T20:34:02.221226] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-16T20:34:02.222344] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-16T20:34:02.222411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:02.222464] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:02.222511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:02.222626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:02.290912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:02.291844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:02.291962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:02.291998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:02.410012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:02.410162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:02.410203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:02.410233] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:02.413637] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: UP (p=87.84%)
[2025-12-16T20:34:02.413906] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-16T20:34:02.414029] [INFO ] [sig       ] VCEL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:02.554434] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VCEL.txt
[2025-12-16T20:34:02.554562] [INFO ] [sig       ] [3357/3585] Completed VCEL in 0.3s | 2.95 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-16T20:34:02.554620] [INFO ] [sig       ] [3358/3585] Forecasting VCRB...
[2025-12-16T20:34:02.554657] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-16T20:34:02.554687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-16T20:34:02.565982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-16T20:34:02.566346] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-16T20:34:02.567195] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-16T20:34:02.567250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:02.567311] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:02.567340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:02.567398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:02.634972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:02.635982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:02.636084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:02.636131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:02.759004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:02.759175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:02.759221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:02.759251] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:02.762765] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=85.97%)
[2025-12-16T20:34:02.763037] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-16T20:34:02.763162] [INFO ] [sig       ] VCRB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:02.901716] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VCRB.txt
[2025-12-16T20:34:02.901854] [INFO ] [sig       ] [3358/3585] Completed VCRB in 0.3s | 2.95 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-16T20:34:02.901895] [INFO ] [sig       ] [3359/3585] Forecasting VCSH...
[2025-12-16T20:34:02.901927] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-16T20:34:02.901958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-16T20:34:02.911750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-16T20:34:02.912031] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-16T20:34:02.912837] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-16T20:34:02.912890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:02.912922] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:02.912949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:02.913005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:02.969877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:02.970686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:02.970767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:02.970800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:03.092002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:03.092159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:03.092198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:03.092227] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:03.095531] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: UP (p=91.46%)
[2025-12-16T20:34:03.095822] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-16T20:34:03.095951] [INFO ] [sig       ] VCSH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:03.236764] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VCSH.txt
[2025-12-16T20:34:03.236950] [INFO ] [sig       ] [3359/3585] Completed VCSH in 0.3s | 2.95 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-16T20:34:03.236993] [INFO ] [sig       ] [3360/3585] Forecasting VECO...
[2025-12-16T20:34:03.237023] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-16T20:34:03.237060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-16T20:34:03.248520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-16T20:34:03.248926] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-16T20:34:03.249804] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-16T20:34:03.249856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:03.249888] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:03.249914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:03.249972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:03.311080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:03.311946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:03.312031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:03.312063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:03.453045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:03.453238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:03.453303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:03.453352] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:03.458746] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2025-12-16T20:34:03.459350] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-16T20:34:03.459565] [INFO ] [sig       ] VECO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:03.687215] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VECO.txt
[2025-12-16T20:34:03.687434] [INFO ] [sig       ] [3360/3585] Completed VECO in 0.5s | 2.95 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-16T20:34:03.687483] [INFO ] [sig       ] [3361/3585] Forecasting VEEE...
[2025-12-16T20:34:03.687517] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-16T20:34:03.687554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-16T20:34:03.702678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-16T20:34:03.703179] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-16T20:34:03.704149] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-16T20:34:03.704207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:03.704240] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:03.704266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:03.704324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:03.788149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:03.789481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:03.789632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:03.789693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:03.952838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:03.953002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:03.953047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:03.953161] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:03.957341] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: UP (p=84.66%)
[2025-12-16T20:34:03.957724] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-16T20:34:03.957872] [INFO ] [sig       ] VEEE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:04.162704] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VEEE.txt
[2025-12-16T20:34:04.162946] [INFO ] [sig       ] [3361/3585] Completed VEEE in 0.5s | 2.95 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-16T20:34:04.163016] [INFO ] [sig       ] [3362/3585] Forecasting VEL...
[2025-12-16T20:34:04.163052] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-16T20:34:04.163108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-16T20:34:04.175589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-12-16T20:34:04.176037] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-16T20:34:04.176898] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-16T20:34:04.176966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:04.177012] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:04.177040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:04.177110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:04.244771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:04.245993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:04.246123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:04.246176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:04.408852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:04.409019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:04.409060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:04.409090] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:04.413733] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=37.26%)
[2025-12-16T20:34:04.414168] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-16T20:34:04.414349] [INFO ] [sig       ] VEL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:04.592023] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VEL.txt
[2025-12-16T20:34:04.592161] [INFO ] [sig       ] [3362/3585] Completed VEL in 0.4s | 2.95 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-16T20:34:04.592206] [INFO ] [sig       ] [3363/3585] Forecasting VEON...
[2025-12-16T20:34:04.592238] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-16T20:34:04.592269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-16T20:34:04.603741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-12-16T20:34:04.604087] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-16T20:34:04.604921] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-16T20:34:04.604974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:04.605006] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:04.605034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:04.605091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:04.662907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:04.663829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:04.663921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:04.663970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:04.790387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:04.790562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:04.790617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:04.790647] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:04.794097] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2025-12-16T20:34:04.794375] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-16T20:34:04.794498] [INFO ] [sig       ] VEON: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:04.931078] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VEON.txt
[2025-12-16T20:34:04.931213] [INFO ] [sig       ] [3363/3585] Completed VEON in 0.3s | 2.95 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-16T20:34:04.931252] [INFO ] [sig       ] [3364/3585] Forecasting VERA...
[2025-12-16T20:34:04.931282] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-16T20:34:04.931313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-16T20:34:04.941187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-16T20:34:04.941486] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-16T20:34:04.942274] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-16T20:34:04.942326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:04.942358] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:04.942385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:04.942441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:04.997134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:04.997809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:04.997886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:04.997918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:05.111830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:05.111984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:05.112022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:05.112051] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:05.115343] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: UP (p=85.77%)
[2025-12-16T20:34:05.115633] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-16T20:34:05.115757] [INFO ] [sig       ] VERA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:05.251792] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VERA.txt
[2025-12-16T20:34:05.251935] [INFO ] [sig       ] [3364/3585] Completed VERA in 0.3s | 2.95 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-16T20:34:05.251975] [INFO ] [sig       ] [3365/3585] Forecasting VERI...
[2025-12-16T20:34:05.252004] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-16T20:34:05.252033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-16T20:34:05.262186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-16T20:34:05.262503] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-16T20:34:05.263257] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-16T20:34:05.263309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:05.263341] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:05.263379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:05.263436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:05.321923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:05.322886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:05.322974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:05.323009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:05.443567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:05.443736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:05.443776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:05.443804] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:05.447237] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: UP (p=75.57%)
[2025-12-16T20:34:05.447592] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-16T20:34:05.447729] [INFO ] [sig       ] VERI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:05.595359] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VERI.txt
[2025-12-16T20:34:05.595527] [INFO ] [sig       ] [3365/3585] Completed VERI in 0.3s | 2.95 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-16T20:34:05.595588] [INFO ] [sig       ] [3366/3585] Forecasting VERO...
[2025-12-16T20:34:05.595622] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-16T20:34:05.595654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-16T20:34:05.606903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-16T20:34:05.607305] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-16T20:34:05.608137] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-16T20:34:05.608191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:05.608224] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:05.608257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:05.608326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:05.665306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:05.666229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:05.666328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:05.666369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:05.802250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:05.802418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:05.802476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:05.802523] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:05.806619] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: DOWN (p=11.69%)
[2025-12-16T20:34:05.807001] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-16T20:34:05.807151] [INFO ] [sig       ] VERO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:05.956785] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VERO.txt
[2025-12-16T20:34:05.956939] [INFO ] [sig       ] [3366/3585] Completed VERO in 0.4s | 2.95 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-16T20:34:05.956984] [INFO ] [sig       ] [3367/3585] Forecasting VERX...
[2025-12-16T20:34:05.957015] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-16T20:34:05.957047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-16T20:34:05.967826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-12-16T20:34:05.968163] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-16T20:34:05.969038] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-16T20:34:05.969090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:05.969124] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:05.969176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:05.969239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:06.029872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:06.030766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:06.030859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:06.030892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:06.156725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:06.156877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:06.156918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:06.156948] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:06.160378] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: UP (p=79.87%)
[2025-12-16T20:34:06.160683] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-16T20:34:06.160810] [INFO ] [sig       ] VERX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:06.311871] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VERX.txt
[2025-12-16T20:34:06.312040] [INFO ] [sig       ] [3367/3585] Completed VERX in 0.4s | 2.95 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-16T20:34:06.312082] [INFO ] [sig       ] [3368/3585] Forecasting VFC...
[2025-12-16T20:34:06.312111] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-16T20:34:06.312144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-16T20:34:06.324168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-16T20:34:06.324528] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-16T20:34:06.325365] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-16T20:34:06.325427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:06.325460] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:06.325487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:06.325543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:06.385319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:06.386116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:06.386246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:06.386283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:06.514194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:06.514359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:06.514406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:06.514439] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:06.518710] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=20.54%)
[2025-12-16T20:34:06.519065] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-16T20:34:06.519301] [INFO ] [sig       ] VFC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:06.665681] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VFC.txt
[2025-12-16T20:34:06.665840] [INFO ] [sig       ] [3368/3585] Completed VFC in 0.4s | 2.95 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-16T20:34:06.665883] [INFO ] [sig       ] [3369/3585] Forecasting VFF...
[2025-12-16T20:34:06.665914] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-16T20:34:06.665953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-16T20:34:06.677220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-16T20:34:06.677692] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-16T20:34:06.678640] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-16T20:34:06.678699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:06.678731] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:06.678758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:06.678814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:06.738889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:06.739805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:06.739896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:06.739929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:06.861134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:06.861285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:06.861326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:06.861355] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:06.864747] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: DOWN (p=47.06%)
[2025-12-16T20:34:06.865027] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-16T20:34:06.865157] [INFO ] [sig       ] VFF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:07.003171] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VFF.txt
[2025-12-16T20:34:07.003309] [INFO ] [sig       ] [3369/3585] Completed VFF in 0.3s | 2.95 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-16T20:34:07.003349] [INFO ] [sig       ] [3370/3585] Forecasting VFLO...
[2025-12-16T20:34:07.003378] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-16T20:34:07.003409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-16T20:34:07.013435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-16T20:34:07.013753] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-16T20:34:07.014510] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-16T20:34:07.014561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:07.014618] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:07.014647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:07.014704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:07.070500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:07.071250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:07.071347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:07.071388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:07.197753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:07.197906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:07.197944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:07.197973] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:07.201398] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: DOWN (p=43.97%)
[2025-12-16T20:34:07.201689] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-16T20:34:07.201816] [INFO ] [sig       ] VFLO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:07.340522] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VFLO.txt
[2025-12-16T20:34:07.340705] [INFO ] [sig       ] [3370/3585] Completed VFLO in 0.3s | 2.95 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-16T20:34:07.340747] [INFO ] [sig       ] [3371/3585] Forecasting VFS...
[2025-12-16T20:34:07.340776] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-16T20:34:07.340806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-16T20:34:07.355264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-16T20:34:07.355668] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-16T20:34:07.356480] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-16T20:34:07.356539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:07.356591] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:07.356622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:07.356677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:07.412068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:07.412835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:07.412914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:07.412947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:07.530324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:07.530476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:07.530515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:07.530544] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:07.533826] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: UP (p=64.38%)
[2025-12-16T20:34:07.534093] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-16T20:34:07.534214] [INFO ] [sig       ] VFS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:07.671802] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VFS.txt
[2025-12-16T20:34:07.671972] [INFO ] [sig       ] [3371/3585] Completed VFS in 0.3s | 2.95 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-16T20:34:07.672011] [INFO ] [sig       ] [3372/3585] Forecasting VGI...
[2025-12-16T20:34:07.672041] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-16T20:34:07.672070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-16T20:34:07.682525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-16T20:34:07.682954] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-16T20:34:07.683994] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-16T20:34:07.684063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:07.684116] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:07.684165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:07.684252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:07.744283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:07.745154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:07.745235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:07.745268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:07.860958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:07.861108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:07.861146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:07.861175] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:07.864646] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: DOWN (p=6.27%)
[2025-12-16T20:34:07.864930] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-16T20:34:07.865055] [INFO ] [sig       ] VGI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:08.005773] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VGI.txt
[2025-12-16T20:34:08.005923] [INFO ] [sig       ] [3372/3585] Completed VGI in 0.3s | 2.95 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-16T20:34:08.005963] [INFO ] [sig       ] [3373/3585] Forecasting VGM...
[2025-12-16T20:34:08.005992] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-16T20:34:08.006023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-16T20:34:08.016994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-16T20:34:08.017360] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-16T20:34:08.018229] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-16T20:34:08.018283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:08.018317] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:08.018347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:08.018403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:08.073650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:08.074508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:08.074609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:08.074644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:08.191181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:08.191343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:08.191390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:08.191425] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:08.194826] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=29.31%)
[2025-12-16T20:34:08.195103] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-16T20:34:08.195226] [INFO ] [sig       ] VGM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:08.331896] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VGM.txt
[2025-12-16T20:34:08.332041] [INFO ] [sig       ] [3373/3585] Completed VGM in 0.3s | 2.95 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-16T20:34:08.332080] [INFO ] [sig       ] [3374/3585] Forecasting VGSH...
[2025-12-16T20:34:08.332110] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-16T20:34:08.332140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-16T20:34:08.342658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-16T20:34:08.342998] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-16T20:34:08.343785] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-16T20:34:08.343836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:08.343868] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:08.343895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:08.343951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:08.402368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:08.403372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:08.403458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:08.403491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:08.523595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:08.523748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:08.523787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:08.523817] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:08.527355] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: UP (p=87.34%)
[2025-12-16T20:34:08.527676] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-16T20:34:08.527807] [INFO ] [sig       ] VGSH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:08.663185] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VGSH.txt
[2025-12-16T20:34:08.663320] [INFO ] [sig       ] [3374/3585] Completed VGSH in 0.3s | 2.95 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-16T20:34:08.663360] [INFO ] [sig       ] [3375/3585] Forecasting VICI...
[2025-12-16T20:34:08.663390] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-16T20:34:08.663420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-16T20:34:08.673831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-16T20:34:08.674126] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-16T20:34:08.674910] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-16T20:34:08.674962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:08.675019] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:08.675051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:08.675124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:08.731859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:08.732712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:08.732793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:08.732825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:08.860797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:08.860953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:08.860992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:08.861021] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:08.864476] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=20.78%)
[2025-12-16T20:34:08.864793] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-16T20:34:08.864923] [INFO ] [sig       ] VICI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:09.030083] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VICI.txt
[2025-12-16T20:34:09.030244] [INFO ] [sig       ] [3375/3585] Completed VICI in 0.4s | 2.95 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-16T20:34:09.030287] [INFO ] [sig       ] [3376/3585] Forecasting VIGI...
[2025-12-16T20:34:09.030317] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-16T20:34:09.030347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-16T20:34:09.040418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-16T20:34:09.040775] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-16T20:34:09.041641] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-16T20:34:09.041695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:09.041729] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:09.041757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:09.041814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:09.098834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:09.099622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:09.099706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:09.099740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:09.219867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:09.220049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:09.220098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:09.220129] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:09.223634] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-16T20:34:09.223934] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-16T20:34:09.224057] [INFO ] [sig       ] VIGI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:09.360628] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VIGI.txt
[2025-12-16T20:34:09.360774] [INFO ] [sig       ] [3376/3585] Completed VIGI in 0.3s | 2.95 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-16T20:34:09.360813] [INFO ] [sig       ] [3377/3585] Forecasting VINP...
[2025-12-16T20:34:09.360844] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-16T20:34:09.360872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-16T20:34:09.371436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-16T20:34:09.371815] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-16T20:34:09.372636] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-16T20:34:09.372690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:09.372723] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:09.372750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:09.372805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:09.428672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:09.429522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:09.429628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:09.429662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:09.544358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:09.544512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:09.544551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:09.544601] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:09.547951] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=55.94%)
[2025-12-16T20:34:09.548224] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-16T20:34:09.548346] [INFO ] [sig       ] VINP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:09.690197] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VINP.txt
[2025-12-16T20:34:09.690363] [INFO ] [sig       ] [3377/3585] Completed VINP in 0.3s | 2.95 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-16T20:34:09.690410] [INFO ] [sig       ] [3378/3585] Forecasting VIPS...
[2025-12-16T20:34:09.690447] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-16T20:34:09.690478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-16T20:34:09.701357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-16T20:34:09.701764] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-16T20:34:09.702520] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-16T20:34:09.702604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:09.702640] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:09.702667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:09.702723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:09.763715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:09.764678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:09.764778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:09.764813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:09.894373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:09.894545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:09.894611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:09.894676] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:09.898268] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: UP (p=58.05%)
[2025-12-16T20:34:09.898615] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-16T20:34:09.898752] [INFO ] [sig       ] VIPS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:10.042280] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VIPS.txt
[2025-12-16T20:34:10.042435] [INFO ] [sig       ] [3378/3585] Completed VIPS in 0.4s | 2.95 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-16T20:34:10.042476] [INFO ] [sig       ] [3379/3585] Forecasting VIRC...
[2025-12-16T20:34:10.042504] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-16T20:34:10.042536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-16T20:34:10.053379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-16T20:34:10.053786] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-16T20:34:10.054611] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-16T20:34:10.054667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:10.054703] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:10.054738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:10.054808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:10.110428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:10.111190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:10.111272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:10.111305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:10.235907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:10.236091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:10.236139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:10.236170] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:10.239808] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-12-16T20:34:10.240146] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-16T20:34:10.240292] [INFO ] [sig       ] VIRC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:10.379797] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VIRC.txt
[2025-12-16T20:34:10.379935] [INFO ] [sig       ] [3379/3585] Completed VIRC in 0.3s | 2.95 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-16T20:34:10.379975] [INFO ] [sig       ] [3380/3585] Forecasting VITL...
[2025-12-16T20:34:10.380004] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-16T20:34:10.380034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-16T20:34:10.390516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-16T20:34:10.390817] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-16T20:34:10.391612] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-16T20:34:10.391663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:10.391695] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:10.391721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:10.391777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:10.450196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:10.450984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:10.451066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:10.451100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:10.575863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:10.576026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:10.576065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:10.576094] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:10.579409] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: DOWN (p=33.31%)
[2025-12-16T20:34:10.579699] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-16T20:34:10.579826] [INFO ] [sig       ] VITL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:10.717815] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VITL.txt
[2025-12-16T20:34:10.717956] [INFO ] [sig       ] [3380/3585] Completed VITL in 0.3s | 2.95 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-16T20:34:10.718006] [INFO ] [sig       ] [3381/3585] Forecasting VKQ...
[2025-12-16T20:34:10.718039] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-16T20:34:10.718077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-16T20:34:10.729100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-16T20:34:10.729454] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-16T20:34:10.730273] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-16T20:34:10.730329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:10.730369] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:10.730402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:10.730471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:10.790565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:10.791850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:10.791936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:10.791970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:10.910692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:10.910835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:10.910875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:10.910905] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:10.914248] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: UP (p=87.85%)
[2025-12-16T20:34:10.914520] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-16T20:34:10.914659] [INFO ] [sig       ] VKQ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:11.055459] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VKQ.txt
[2025-12-16T20:34:11.055635] [INFO ] [sig       ] [3381/3585] Completed VKQ in 0.3s | 2.95 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-16T20:34:11.055694] [INFO ] [sig       ] [3382/3585] Forecasting VKTX...
[2025-12-16T20:34:11.055728] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-16T20:34:11.055758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-16T20:34:11.066372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-16T20:34:11.066778] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-16T20:34:11.067633] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-16T20:34:11.067686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:11.067719] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:11.067746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:11.067802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:11.124674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:11.125470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:11.125550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:11.125601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:11.244015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:11.244162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:11.244203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:11.244231] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:11.247644] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: UP (p=89.91%)
[2025-12-16T20:34:11.247986] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-16T20:34:11.248122] [INFO ] [sig       ] VKTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:11.385417] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VKTX.txt
[2025-12-16T20:34:11.385568] [INFO ] [sig       ] [3382/3585] Completed VKTX in 0.3s | 2.95 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-16T20:34:11.385627] [INFO ] [sig       ] [3383/3585] Forecasting VLGEA...
[2025-12-16T20:34:11.385656] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-16T20:34:11.385686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-16T20:34:11.395489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-16T20:34:11.395821] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-16T20:34:11.396584] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-16T20:34:11.396635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:11.396666] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:11.396692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:11.396747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:11.454620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:11.455433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:11.455516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:11.455549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:11.580809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:11.580977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:11.581020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:11.581050] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:11.584562] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=49.21%)
[2025-12-16T20:34:11.584883] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-16T20:34:11.585013] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:11.733308] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VLGEA.txt
[2025-12-16T20:34:11.733466] [INFO ] [sig       ] [3383/3585] Completed VLGEA in 0.3s | 2.95 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-16T20:34:11.733509] [INFO ] [sig       ] [3384/3585] Forecasting VLN...
[2025-12-16T20:34:11.733540] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-16T20:34:11.733589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-16T20:34:11.744477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-16T20:34:11.744883] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-16T20:34:11.745702] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-16T20:34:11.745755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:11.745787] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:11.745814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:11.745878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:11.813536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:11.814407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:11.814496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:11.814540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:11.934778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:11.934931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:11.934973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:11.935003] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:11.938485] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=60.11%)
[2025-12-16T20:34:11.938793] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-16T20:34:11.938921] [INFO ] [sig       ] VLN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:12.082266] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VLN.txt
[2025-12-16T20:34:12.082433] [INFO ] [sig       ] [3384/3585] Completed VLN in 0.3s | 2.95 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-16T20:34:12.082484] [INFO ] [sig       ] [3385/3585] Forecasting VLO...
[2025-12-16T20:34:12.082520] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-16T20:34:12.082552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-16T20:34:12.093536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-16T20:34:12.093910] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-16T20:34:12.094726] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-16T20:34:12.094779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:12.094812] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:12.094840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:12.094897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:12.152096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:12.152985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:12.153114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:12.153149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:12.304099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:12.304244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:12.304301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:12.304331] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:12.307781] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=12.47%)
[2025-12-16T20:34:12.308099] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-16T20:34:12.308233] [INFO ] [sig       ] VLO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:12.453031] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VLO.txt
[2025-12-16T20:34:12.453208] [INFO ] [sig       ] [3385/3585] Completed VLO in 0.4s | 2.95 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-16T20:34:12.453248] [INFO ] [sig       ] [3386/3585] Forecasting VLRS...
[2025-12-16T20:34:12.453280] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-16T20:34:12.453314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-16T20:34:12.464056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-16T20:34:12.464455] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-16T20:34:12.465292] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-16T20:34:12.465347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:12.465380] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:12.465408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:12.465465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:12.523608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:12.524458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:12.524546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:12.524600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:12.647987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:12.648142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:12.648183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:12.648213] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:12.652215] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2025-12-16T20:34:12.652534] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-16T20:34:12.652691] [INFO ] [sig       ] VLRS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:12.800732] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VLRS.txt
[2025-12-16T20:34:12.800892] [INFO ] [sig       ] [3386/3585] Completed VLRS in 0.3s | 2.95 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-16T20:34:12.800933] [INFO ] [sig       ] [3387/3585] Forecasting VLTO...
[2025-12-16T20:34:12.800965] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-16T20:34:12.800997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-16T20:34:12.820964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-16T20:34:12.821335] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-16T20:34:12.822210] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-16T20:34:12.822264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:12.822308] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:12.822341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:12.822398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:12.881354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:12.882328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:12.882418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:12.882453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:13.010018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:13.010165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:13.010204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:13.010235] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:13.013886] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=92.51%)
[2025-12-16T20:34:13.014194] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-16T20:34:13.014324] [INFO ] [sig       ] VLTO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:13.154281] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VLTO.txt
[2025-12-16T20:34:13.154416] [INFO ] [sig       ] [3387/3585] Completed VLTO in 0.4s | 2.95 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-16T20:34:13.154457] [INFO ] [sig       ] [3388/3585] Forecasting VLY...
[2025-12-16T20:34:13.154489] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-16T20:34:13.154533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-16T20:34:13.165264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-16T20:34:13.165610] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-16T20:34:13.166374] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-16T20:34:13.166427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:13.166461] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:13.166489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:13.166545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:13.224776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:13.225478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:13.225561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:13.225616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:13.349071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:13.349237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:13.349283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:13.349316] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:13.352906] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: UP (p=62.73%)
[2025-12-16T20:34:13.353183] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-16T20:34:13.353308] [INFO ] [sig       ] VLY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:13.499361] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VLY.txt
[2025-12-16T20:34:13.499592] [INFO ] [sig       ] [3388/3585] Completed VLY in 0.3s | 2.95 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-16T20:34:13.499639] [INFO ] [sig       ] [3389/3585] Forecasting VMBS...
[2025-12-16T20:34:13.499673] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-16T20:34:13.499704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-16T20:34:13.510201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-16T20:34:13.510633] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-16T20:34:13.511517] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-16T20:34:13.511608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:13.511656] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:13.511685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:13.511741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:13.575158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:13.576008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:13.576093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:13.576126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:13.708118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:13.708283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:13.708326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:13.708365] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:13.712461] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: UP (p=51.47%)
[2025-12-16T20:34:13.712756] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-16T20:34:13.712888] [INFO ] [sig       ] VMBS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:13.858941] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VMBS.txt
[2025-12-16T20:34:13.859074] [INFO ] [sig       ] [3389/3585] Completed VMBS in 0.4s | 2.95 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-16T20:34:13.859112] [INFO ] [sig       ] [3390/3585] Forecasting VMD...
[2025-12-16T20:34:13.859140] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-16T20:34:13.859194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-16T20:34:13.870938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-16T20:34:13.871190] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-16T20:34:13.871991] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-16T20:34:13.872042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:13.872073] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:13.872099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:13.872153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:13.927465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:13.928084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:13.928162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:13.928193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:14.046251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:14.046410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:14.046449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:14.046477] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:14.049830] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-12-16T20:34:14.050090] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-16T20:34:14.050214] [INFO ] [sig       ] VMD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:14.189615] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VMD.txt
[2025-12-16T20:34:14.189775] [INFO ] [sig       ] [3390/3585] Completed VMD in 0.3s | 2.95 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-16T20:34:14.189813] [INFO ] [sig       ] [3391/3585] Forecasting VMI...
[2025-12-16T20:34:14.189844] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-16T20:34:14.189875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-16T20:34:14.200544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-16T20:34:14.200954] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-16T20:34:14.201770] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-16T20:34:14.202011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:14.202043] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:14.202069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:14.202124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:14.262291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:14.263166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:14.263250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:14.263284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:14.386004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:14.386156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:14.386194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:14.386222] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:14.389595] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: UP (p=76.77%)
[2025-12-16T20:34:14.389872] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-16T20:34:14.389999] [INFO ] [sig       ] VMI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:14.529027] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VMI.txt
[2025-12-16T20:34:14.529203] [INFO ] [sig       ] [3391/3585] Completed VMI in 0.3s | 2.95 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-16T20:34:14.529250] [INFO ] [sig       ] [3392/3585] Forecasting VMO...
[2025-12-16T20:34:14.529281] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-16T20:34:14.529311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-16T20:34:14.539627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-16T20:34:14.539982] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-16T20:34:14.540832] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-16T20:34:14.540884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:14.540943] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:14.540972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:14.541031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:14.599127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:14.600011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:14.600090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:14.600123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:14.723469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:14.723733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:14.723783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:14.723815] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:14.727851] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-16T20:34:14.728173] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-16T20:34:14.728316] [INFO ] [sig       ] VMO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:14.867671] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VMO.txt
[2025-12-16T20:34:14.867887] [INFO ] [sig       ] [3392/3585] Completed VMO in 0.3s | 2.95 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-16T20:34:14.867939] [INFO ] [sig       ] [3393/3585] Forecasting VNDA...
[2025-12-16T20:34:14.868256] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-16T20:34:14.868485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-16T20:34:14.880273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-16T20:34:14.880724] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-16T20:34:14.881566] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-16T20:34:14.881641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:14.881674] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:14.881702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:14.881759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:14.940053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:14.941062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:14.941152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:14.941188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:15.062251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:15.062439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:15.062479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:15.062508] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:15.066121] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: UP (p=78.48%)
[2025-12-16T20:34:15.066397] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-16T20:34:15.066521] [INFO ] [sig       ] VNDA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:15.207383] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VNDA.txt
[2025-12-16T20:34:15.207605] [INFO ] [sig       ] [3393/3585] Completed VNDA in 0.3s | 2.95 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-16T20:34:15.207649] [INFO ] [sig       ] [3394/3585] Forecasting VNO...
[2025-12-16T20:34:15.207678] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-16T20:34:15.207709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-16T20:34:15.218177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-16T20:34:15.218525] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-16T20:34:15.219344] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-16T20:34:15.219395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:15.219429] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:15.219456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:15.219513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:15.277557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:15.278437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:15.278527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:15.278560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:15.400025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:15.400183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:15.400223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:15.400253] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:15.403737] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=64.95%)
[2025-12-16T20:34:15.404062] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-16T20:34:15.404200] [INFO ] [sig       ] VNO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:15.546960] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VNO.txt
[2025-12-16T20:34:15.547116] [INFO ] [sig       ] [3394/3585] Completed VNO in 0.3s | 2.95 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-16T20:34:15.547157] [INFO ] [sig       ] [3395/3585] Forecasting VNOM...
[2025-12-16T20:34:15.547187] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-16T20:34:15.547217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-16T20:34:15.557431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-16T20:34:15.557782] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-16T20:34:15.558645] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-16T20:34:15.558703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:15.558746] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:15.558782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:15.558856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:15.616501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:15.617204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:15.617290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:15.617323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:15.739467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:15.739648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:15.739689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:15.739755] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:15.743205] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=79.77%)
[2025-12-16T20:34:15.743479] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-16T20:34:15.743626] [INFO ] [sig       ] VNOM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:15.886490] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VNOM.txt
[2025-12-16T20:34:15.886634] [INFO ] [sig       ] [3395/3585] Completed VNOM in 0.3s | 2.95 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-16T20:34:15.886676] [INFO ] [sig       ] [3396/3585] Forecasting VNQI...
[2025-12-16T20:34:15.886705] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-16T20:34:15.886734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-16T20:34:15.896782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-16T20:34:15.897081] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-16T20:34:15.897917] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-16T20:34:15.897970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:15.898003] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:15.898032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:15.898089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:15.956086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:15.956784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:15.956865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:15.956898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:16.071850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:16.071991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:16.072030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:16.072073] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:16.075369] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=91.50%)
[2025-12-16T20:34:16.075651] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-16T20:34:16.075776] [INFO ] [sig       ] VNQI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:16.214201] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VNQI.txt
[2025-12-16T20:34:16.214371] [INFO ] [sig       ] [3396/3585] Completed VNQI in 0.3s | 2.95 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-16T20:34:16.214412] [INFO ] [sig       ] [3397/3585] Forecasting VOC...
[2025-12-16T20:34:16.214441] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-16T20:34:16.214471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-16T20:34:16.225368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-16T20:34:16.225738] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-16T20:34:16.226536] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-16T20:34:16.226613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:16.226648] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:16.226676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:16.226733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:16.282183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:16.282820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:16.282897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:16.282928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:16.401869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:16.402037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:16.402076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:16.402105] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:16.405528] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=52.55%)
[2025-12-16T20:34:16.405847] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-16T20:34:16.405980] [INFO ] [sig       ] VOC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:16.542140] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VOC.txt
[2025-12-16T20:34:16.542268] [INFO ] [sig       ] [3397/3585] Completed VOC in 0.3s | 2.95 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-16T20:34:16.542305] [INFO ] [sig       ] [3398/3585] Forecasting VOD...
[2025-12-16T20:34:16.542336] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-16T20:34:16.542367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-16T20:34:16.553974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-16T20:34:16.554328] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-16T20:34:16.555119] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-16T20:34:16.555173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:16.555205] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:16.555231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:16.555287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:16.611610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:16.612446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:16.612536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:16.612605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:16.728415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:16.728566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:16.728627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:16.728657] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:16.732001] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: DOWN (p=0.71%)
[2025-12-16T20:34:16.732263] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-16T20:34:16.732383] [INFO ] [sig       ] VOD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:16.868498] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VOD.txt
[2025-12-16T20:34:16.868651] [INFO ] [sig       ] [3398/3585] Completed VOD in 0.3s | 2.95 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-16T20:34:16.868692] [INFO ] [sig       ] [3399/3585] Forecasting VONE...
[2025-12-16T20:34:16.868723] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-16T20:34:16.868753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-16T20:34:16.878520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-16T20:34:16.878841] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-16T20:34:16.879665] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-16T20:34:16.879716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:16.879748] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:16.879774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:16.879828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:16.937519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:16.938627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:16.938730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:16.938782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:17.062253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:17.062398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:17.062438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:17.062467] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:17.065879] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=13.09%)
[2025-12-16T20:34:17.066152] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-16T20:34:17.066276] [INFO ] [sig       ] VONE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:17.206259] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VONE.txt
[2025-12-16T20:34:17.206394] [INFO ] [sig       ] [3399/3585] Completed VONE in 0.3s | 2.95 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-16T20:34:17.206434] [INFO ] [sig       ] [3400/3585] Forecasting VONG...
[2025-12-16T20:34:17.206465] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-16T20:34:17.206495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-16T20:34:17.216639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-16T20:34:17.216942] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-16T20:34:17.217709] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-16T20:34:17.217759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:17.217790] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:17.217828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:17.217885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:17.273389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:17.274038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:17.274116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:17.274148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:17.396386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:17.396532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:17.396587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:17.396620] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:17.399967] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=43.52%)
[2025-12-16T20:34:17.400231] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-16T20:34:17.400354] [INFO ] [sig       ] VONG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:17.535992] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VONG.txt
[2025-12-16T20:34:17.536124] [INFO ] [sig       ] [3400/3585] Completed VONG in 0.3s | 2.95 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-16T20:34:17.536163] [INFO ] [sig       ] [3401/3585] Forecasting VOTE...
[2025-12-16T20:34:17.536191] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-16T20:34:17.536220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-16T20:34:17.546478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-16T20:34:17.546804] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-16T20:34:17.547553] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-16T20:34:17.547621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:17.547654] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:17.547681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:17.547736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:17.602954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:17.603620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:17.603699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:17.603731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:17.721109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:17.721259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:17.721298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:17.721326] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:17.724665] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-12-16T20:34:17.724927] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-16T20:34:17.725051] [INFO ] [sig       ] VOTE: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:17.860854] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VOTE.txt
[2025-12-16T20:34:17.861002] [INFO ] [sig       ] [3401/3585] Completed VOTE in 0.3s | 2.95 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-16T20:34:17.861042] [INFO ] [sig       ] [3402/3585] Forecasting VPG...
[2025-12-16T20:34:17.861071] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-16T20:34:17.861100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-16T20:34:17.871111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-16T20:34:17.871452] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-16T20:34:17.872311] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-16T20:34:17.872363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:17.872394] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:17.872422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:17.872478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:17.927496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:17.928362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:17.928483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:17.928523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:18.046653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:18.046769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:18.046808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:18.046838] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:18.050157] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=68.65%)
[2025-12-16T20:34:18.050431] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-16T20:34:18.050560] [INFO ] [sig       ] VPG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:18.188705] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VPG.txt
[2025-12-16T20:34:18.188854] [INFO ] [sig       ] [3402/3585] Completed VPG in 0.3s | 2.95 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-16T20:34:18.188901] [INFO ] [sig       ] [3403/3585] Forecasting VPLS...
[2025-12-16T20:34:18.188932] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-16T20:34:18.188968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-16T20:34:18.199503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-16T20:34:18.199831] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-16T20:34:18.200613] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-16T20:34:18.200676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:18.200726] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:18.200756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:18.200813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:18.258896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:18.259852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:18.259938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:18.259972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:18.381378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:18.381524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:18.381564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:18.381610] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:18.384942] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: DOWN (p=10.69%)
[2025-12-16T20:34:18.385211] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-16T20:34:18.385334] [INFO ] [sig       ] VPLS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:18.522682] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VPLS.txt
[2025-12-16T20:34:18.522828] [INFO ] [sig       ] [3403/3585] Completed VPLS in 0.3s | 2.95 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-16T20:34:18.522867] [INFO ] [sig       ] [3404/3585] Forecasting VRA...
[2025-12-16T20:34:18.522897] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-16T20:34:18.522933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-16T20:34:18.533118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-16T20:34:18.533375] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-16T20:34:18.534129] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-16T20:34:18.534180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:18.534211] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:18.534236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:18.534291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:18.590710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:18.591350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:18.591432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:18.591464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:18.711926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:18.712071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:18.712110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:18.712138] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:18.715406] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=25.50%)
[2025-12-16T20:34:18.715720] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-16T20:34:18.715842] [INFO ] [sig       ] VRA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:18.866192] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VRA.txt
[2025-12-16T20:34:18.866322] [INFO ] [sig       ] [3404/3585] Completed VRA in 0.3s | 2.95 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-16T20:34:18.866361] [INFO ] [sig       ] [3405/3585] Forecasting VRCA...
[2025-12-16T20:34:18.866389] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-16T20:34:18.866418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-16T20:34:18.876782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-16T20:34:18.877053] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-16T20:34:18.877858] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-16T20:34:18.877909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:18.877941] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:18.877968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:18.878025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:18.938777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:18.939547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:18.939649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:18.939682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:19.062313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:19.062464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:19.062503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:19.062534] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:19.065973] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=14.57%)
[2025-12-16T20:34:19.066267] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-16T20:34:19.066396] [INFO ] [sig       ] VRCA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:19.255786] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VRCA.txt
[2025-12-16T20:34:19.255948] [INFO ] [sig       ] [3405/3585] Completed VRCA in 0.4s | 2.95 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-16T20:34:19.255988] [INFO ] [sig       ] [3406/3585] Forecasting VRDN...
[2025-12-16T20:34:19.256018] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-16T20:34:19.256048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-16T20:34:19.266460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-12-16T20:34:19.266752] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-16T20:34:19.267488] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-16T20:34:19.267538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:19.267570] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:19.267618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:19.267674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:19.325639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:19.326250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:19.326327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:19.326360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:19.447431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:19.447601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:19.447643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:19.447672] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:19.451095] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: DOWN (p=14.36%)
[2025-12-16T20:34:19.451376] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-16T20:34:19.451505] [INFO ] [sig       ] VRDN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:19.595976] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VRDN.txt
[2025-12-16T20:34:19.596100] [INFO ] [sig       ] [3406/3585] Completed VRDN in 0.3s | 2.95 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-16T20:34:19.596138] [INFO ] [sig       ] [3407/3585] Forecasting VRE...
[2025-12-16T20:34:19.596168] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-16T20:34:19.596198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-16T20:34:19.608041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-16T20:34:19.608393] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-16T20:34:19.609253] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-16T20:34:19.609305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:19.609339] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:19.609366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:19.609426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:19.667680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:19.668471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:19.668556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:19.668612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:19.788255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:19.788414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:19.788460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:19.788489] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:19.792140] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=11.49%)
[2025-12-16T20:34:19.792426] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-16T20:34:19.792557] [INFO ] [sig       ] VRE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:19.946046] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VRE.txt
[2025-12-16T20:34:19.946246] [INFO ] [sig       ] [3407/3585] Completed VRE in 0.4s | 2.95 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-16T20:34:19.946300] [INFO ] [sig       ] [3408/3585] Forecasting VREX...
[2025-12-16T20:34:19.946343] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-16T20:34:19.946387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-16T20:34:19.957430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-16T20:34:19.957823] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-16T20:34:19.958642] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-16T20:34:19.958696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:19.958729] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:19.958758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:19.958815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:20.018908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:20.019803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:20.019884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:20.019918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:20.148397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:20.148551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:20.148609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:20.148641] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:20.152237] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: UP (p=89.74%)
[2025-12-16T20:34:20.152510] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-16T20:34:20.152651] [INFO ] [sig       ] VREX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:20.295431] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VREX.txt
[2025-12-16T20:34:20.295563] [INFO ] [sig       ] [3408/3585] Completed VREX in 0.3s | 2.95 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-16T20:34:20.295621] [INFO ] [sig       ] [3409/3585] Forecasting VRIG...
[2025-12-16T20:34:20.295651] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-16T20:34:20.295680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-16T20:34:20.306025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-16T20:34:20.306305] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-16T20:34:20.307098] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-16T20:34:20.307150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:20.307210] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:20.307238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:20.307295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:20.366238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:20.366950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:20.367030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:20.367064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:20.461487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:20.461647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:20.461689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:20.461718] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:20.465166] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=55.67%)
[2025-12-16T20:34:20.465441] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-16T20:34:20.465565] [INFO ] [sig       ] VRIG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:20.607246] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VRIG.txt
[2025-12-16T20:34:20.607380] [INFO ] [sig       ] [3409/3585] Completed VRIG in 0.3s | 2.95 sym/s | Total: 19.3m | ETA: 59.7s
[2025-12-16T20:34:20.607420] [INFO ] [sig       ] [3410/3585] Forecasting VRNS...
[2025-12-16T20:34:20.607449] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-16T20:34:20.607478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-16T20:34:20.618188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-12-16T20:34:20.618463] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-16T20:34:20.619277] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-16T20:34:20.619329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:20.619361] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:20.619387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:20.619442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:20.677466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:20.678237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:20.678317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:20.678352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:20.803797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:20.803948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:20.803989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:20.804019] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:20.807469] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: DOWN (p=9.68%)
[2025-12-16T20:34:20.807796] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-16T20:34:20.807926] [INFO ] [sig       ] VRNS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:20.945304] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VRNS.txt
[2025-12-16T20:34:20.945440] [INFO ] [sig       ] [3410/3585] Completed VRNS in 0.3s | 2.95 sym/s | Total: 19.3m | ETA: 59.3s
[2025-12-16T20:34:20.945479] [INFO ] [sig       ] [3411/3585] Forecasting VRRM...
[2025-12-16T20:34:20.945509] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-16T20:34:20.945538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-16T20:34:20.955543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-16T20:34:20.955833] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-16T20:34:20.956613] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-16T20:34:20.956663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:20.956694] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:20.956720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:20.956785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:21.016211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:21.016914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:21.016995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:21.017027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:21.136100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:21.136254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:21.136292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:21.136321] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:21.139656] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-12-16T20:34:21.139923] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-16T20:34:21.140042] [INFO ] [sig       ] VRRM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:21.276235] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VRRM.txt
[2025-12-16T20:34:21.276361] [INFO ] [sig       ] [3411/3585] Completed VRRM in 0.3s | 2.95 sym/s | Total: 19.3m | ETA: 59.0s
[2025-12-16T20:34:21.276400] [INFO ] [sig       ] [3412/3585] Forecasting VRSK...
[2025-12-16T20:34:21.276429] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-16T20:34:21.276459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-16T20:34:21.286238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-16T20:34:21.286508] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-16T20:34:21.287262] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-16T20:34:21.287313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:21.287345] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:21.287371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:21.287426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:21.342530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:21.343126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:21.343202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:21.343233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:21.464681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:21.464831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:21.464873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:21.464934] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:21.468244] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: UP (p=70.89%)
[2025-12-16T20:34:21.468507] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-16T20:34:21.468652] [INFO ] [sig       ] VRSK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:21.605675] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VRSK.txt
[2025-12-16T20:34:21.605803] [INFO ] [sig       ] [3412/3585] Completed VRSK in 0.3s | 2.95 sym/s | Total: 19.3m | ETA: 58.7s
[2025-12-16T20:34:21.605845] [INFO ] [sig       ] [3413/3585] Forecasting VRSN...
[2025-12-16T20:34:21.605874] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-16T20:34:21.605903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-16T20:34:21.615829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-16T20:34:21.616104] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-16T20:34:21.616860] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-16T20:34:21.616921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:21.616954] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:21.616981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:21.617036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:21.672916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:21.673553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:21.673652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:21.673685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:21.797113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:21.797259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:21.797299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:21.797327] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:21.800699] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: DOWN (p=33.06%)
[2025-12-16T20:34:21.800976] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-16T20:34:21.801096] [INFO ] [sig       ] VRSN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:21.942645] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VRSN.txt
[2025-12-16T20:34:21.942791] [INFO ] [sig       ] [3413/3585] Completed VRSN in 0.3s | 2.95 sym/s | Total: 19.3m | ETA: 58.3s
[2025-12-16T20:34:21.942832] [INFO ] [sig       ] [3414/3585] Forecasting VRTS...
[2025-12-16T20:34:21.942863] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-16T20:34:21.942893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-16T20:34:21.953148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-16T20:34:21.953415] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-16T20:34:21.954177] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-16T20:34:21.954227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:21.954259] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:21.954286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:21.954341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:22.012681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:22.013319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:22.013399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:22.013434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:22.133239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:22.133393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:22.133432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:22.133462] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:22.136795] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: DOWN (p=17.80%)
[2025-12-16T20:34:22.137092] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-16T20:34:22.137220] [INFO ] [sig       ] VRTS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:22.274170] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VRTS.txt
[2025-12-16T20:34:22.274297] [INFO ] [sig       ] [3414/3585] Completed VRTS in 0.3s | 2.95 sym/s | Total: 19.3m | ETA: 58.0s
[2025-12-16T20:34:22.274334] [INFO ] [sig       ] [3415/3585] Forecasting VRTX...
[2025-12-16T20:34:22.274363] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-16T20:34:22.274394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-16T20:34:22.284609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-16T20:34:22.284876] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-16T20:34:22.285626] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-16T20:34:22.285681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:22.285713] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:22.285740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:22.285796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:22.341467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:22.342097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:22.342174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:22.342206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:22.460213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:22.460355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:22.460393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:22.460422] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:22.463693] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: UP (p=81.74%)
[2025-12-16T20:34:22.463954] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-16T20:34:22.464073] [INFO ] [sig       ] VRTX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:22.603939] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VRTX.txt
[2025-12-16T20:34:22.604060] [INFO ] [sig       ] [3415/3585] Completed VRTX in 0.3s | 2.95 sym/s | Total: 19.3m | ETA: 57.6s
[2025-12-16T20:34:22.604098] [INFO ] [sig       ] [3416/3585] Forecasting VS...
[2025-12-16T20:34:22.604127] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-16T20:34:22.604156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-16T20:34:22.614650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-16T20:34:22.614933] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-16T20:34:22.615690] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-16T20:34:22.615740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:22.615773] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:22.615799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:22.615855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:22.672533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:22.673194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:22.673272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:22.673305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:22.786002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:22.786148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:22.786186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:22.786214] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:22.789494] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: DOWN (p=20.71%)
[2025-12-16T20:34:22.789815] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-16T20:34:22.789932] [INFO ] [sig       ] VS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:22.928066] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VS.txt
[2025-12-16T20:34:22.928222] [INFO ] [sig       ] [3416/3585] Completed VS in 0.3s | 2.95 sym/s | Total: 19.3m | ETA: 57.3s
[2025-12-16T20:34:22.928262] [INFO ] [sig       ] [3417/3585] Forecasting VSCO...
[2025-12-16T20:34:22.928293] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-16T20:34:22.928323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-16T20:34:22.938621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-16T20:34:22.938883] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-16T20:34:22.939685] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-16T20:34:22.939738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:22.939768] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:22.939793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:22.939847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:22.996136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:22.996764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:22.996841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:22.996873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:23.114333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:23.114481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:23.114521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:23.114551] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:23.117973] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=67.28%)
[2025-12-16T20:34:23.118249] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-16T20:34:23.118373] [INFO ] [sig       ] VSCO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:23.259164] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VSCO.txt
[2025-12-16T20:34:23.259321] [INFO ] [sig       ] [3417/3585] Completed VSCO in 0.3s | 2.95 sym/s | Total: 19.3m | ETA: 57.0s
[2025-12-16T20:34:23.259362] [INFO ] [sig       ] [3418/3585] Forecasting VSDA...
[2025-12-16T20:34:23.259392] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-16T20:34:23.259422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-16T20:34:23.270122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-16T20:34:23.270467] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-16T20:34:23.271233] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-16T20:34:23.271286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:23.271318] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:23.271343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:23.271399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:23.327645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:23.328489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:23.328587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:23.328624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:23.440553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:23.440726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:23.440775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:23.440807] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:23.444186] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: UP (p=74.17%)
[2025-12-16T20:34:23.444474] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-16T20:34:23.444620] [INFO ] [sig       ] VSDA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:23.593110] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VSDA.txt
[2025-12-16T20:34:23.593267] [INFO ] [sig       ] [3418/3585] Completed VSDA in 0.3s | 2.95 sym/s | Total: 19.3m | ETA: 56.6s
[2025-12-16T20:34:23.593306] [INFO ] [sig       ] [3419/3585] Forecasting VSEC...
[2025-12-16T20:34:23.593337] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-16T20:34:23.593366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-16T20:34:23.604414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-16T20:34:23.604751] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-16T20:34:23.605564] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-16T20:34:23.605640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:23.605671] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:23.605699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:23.605755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:23.661305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:23.661948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:23.662064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:23.662096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:23.781212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:23.781375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:23.781417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:23.781447] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:23.784982] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=22.87%)
[2025-12-16T20:34:23.785258] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-16T20:34:23.785385] [INFO ] [sig       ] VSEC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:23.925108] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VSEC.txt
[2025-12-16T20:34:23.925237] [INFO ] [sig       ] [3419/3585] Completed VSEC in 0.3s | 2.95 sym/s | Total: 19.3m | ETA: 56.3s
[2025-12-16T20:34:23.925275] [INFO ] [sig       ] [3420/3585] Forecasting VSH...
[2025-12-16T20:34:23.925305] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-16T20:34:23.925334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-16T20:34:23.935952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-16T20:34:23.936231] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-16T20:34:23.936985] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-16T20:34:23.937036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:23.937068] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:23.937094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:23.937149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:23.994741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:23.995473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:23.995556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:23.995610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:24.120324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:24.120492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:24.120533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:24.120564] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:24.124033] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-12-16T20:34:24.124303] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-16T20:34:24.124426] [INFO ] [sig       ] VSH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:24.263479] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VSH.txt
[2025-12-16T20:34:24.263624] [INFO ] [sig       ] [3420/3585] Completed VSH in 0.3s | 2.95 sym/s | Total: 19.3m | ETA: 55.9s
[2025-12-16T20:34:24.263664] [INFO ] [sig       ] [3421/3585] Forecasting VSTM...
[2025-12-16T20:34:24.263693] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-16T20:34:24.263722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-16T20:34:24.273933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-16T20:34:24.274192] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-16T20:34:24.274991] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-16T20:34:24.275041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:24.275073] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:24.275099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:24.275155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:24.332567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:24.333344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:24.333429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:24.333462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:24.456449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:24.456636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:24.456708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:24.456750] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:24.460374] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-12-16T20:34:24.460702] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-16T20:34:24.460873] [INFO ] [sig       ] VSTM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:24.611344] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VSTM.txt
[2025-12-16T20:34:24.611503] [INFO ] [sig       ] [3421/3585] Completed VSTM in 0.3s | 2.95 sym/s | Total: 19.3m | ETA: 55.6s
[2025-12-16T20:34:24.611545] [INFO ] [sig       ] [3422/3585] Forecasting VSTS...
[2025-12-16T20:34:24.611597] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-16T20:34:24.611632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-16T20:34:24.624804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-16T20:34:24.625278] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-16T20:34:24.626242] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-16T20:34:24.626304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:24.626350] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:24.626392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:24.626466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:24.695112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:24.696175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:24.696276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:24.696315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:24.830772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:24.830935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:24.830977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:24.831008] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:24.834657] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=20.33%)
[2025-12-16T20:34:24.835025] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-16T20:34:24.835193] [INFO ] [sig       ] VSTS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:24.998817] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VSTS.txt
[2025-12-16T20:34:24.998986] [INFO ] [sig       ] [3422/3585] Completed VSTS in 0.4s | 2.95 sym/s | Total: 19.3m | ETA: 55.3s
[2025-12-16T20:34:24.999027] [INFO ] [sig       ] [3423/3585] Forecasting VTC...
[2025-12-16T20:34:24.999058] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-16T20:34:24.999088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-16T20:34:25.009121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-16T20:34:25.009453] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-16T20:34:25.010259] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-16T20:34:25.010309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:25.010340] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:25.010367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:25.010423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:25.065209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:25.065908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:25.065986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:25.066018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:25.184072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:25.184227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:25.184266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:25.184295] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:25.187659] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: DOWN (p=22.12%)
[2025-12-16T20:34:25.187948] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-16T20:34:25.188073] [INFO ] [sig       ] VTC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:25.333414] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VTC.txt
[2025-12-16T20:34:25.333601] [INFO ] [sig       ] [3423/3585] Completed VTC in 0.3s | 2.95 sym/s | Total: 19.3m | ETA: 54.9s
[2025-12-16T20:34:25.333645] [INFO ] [sig       ] [3424/3585] Forecasting VTEX...
[2025-12-16T20:34:25.333676] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-16T20:34:25.333707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-16T20:34:25.344393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-16T20:34:25.344784] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-16T20:34:25.345540] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-16T20:34:25.345613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:25.345657] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:25.345686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:25.345742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:25.402761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:25.403632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:25.403727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:25.403768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:25.518135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:25.518283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:25.518321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:25.518349] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:25.521757] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=53.02%)
[2025-12-16T20:34:25.522024] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-16T20:34:25.522147] [INFO ] [sig       ] VTEX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:25.660162] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VTEX.txt
[2025-12-16T20:34:25.660312] [INFO ] [sig       ] [3424/3585] Completed VTEX in 0.3s | 2.95 sym/s | Total: 19.4m | ETA: 54.6s
[2025-12-16T20:34:25.660351] [INFO ] [sig       ] [3425/3585] Forecasting VTGN...
[2025-12-16T20:34:25.660381] [INFO ] [sig       ] Generating forecast for: VTGN
[2025-12-16T20:34:25.660411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTGN' from 'https://tdm.silogroup.org/data/derivative_storage/VTGN.csv'.
[2025-12-16T20:34:25.671029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTGN'.
[2025-12-16T20:34:25.671394] [INFO ] [FORECASTER] Starting predict_future for VTGN
[2025-12-16T20:34:25.672170] [DEBUG] [LOCAL     ] No optimal features file found for VTGN: ./output/feature-sets/VTGN.txt
[2025-12-16T20:34:25.672220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:25.672251] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:25.672278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:25.672334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:25.728131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:25.729002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:25.729084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:25.729116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:25.847626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:25.847779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:25.847817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:25.847846] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:25.851188] [DEBUG] [FORECASTER] VTGN: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-12-16T20:34:25.851450] [INFO ] [FORECASTER] Completed predict_future for VTGN
[2025-12-16T20:34:25.851568] [INFO ] [sig       ] VTGN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:25.990304] [INFO ] [LOCAL     ] Saved forecast: VTGN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VTGN.txt
[2025-12-16T20:34:25.990439] [INFO ] [sig       ] [3425/3585] Completed VTGN in 0.3s | 2.95 sym/s | Total: 19.4m | ETA: 54.3s
[2025-12-16T20:34:25.990478] [INFO ] [sig       ] [3426/3585] Forecasting VTIP...
[2025-12-16T20:34:25.990507] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-16T20:34:25.990536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-16T20:34:26.000359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-12-16T20:34:26.000658] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-16T20:34:26.001393] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-16T20:34:26.001444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:26.001502] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:26.001530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:26.001602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:26.056419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:26.057211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:26.057292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:26.057324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:26.174052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:26.174199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:26.174239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:26.174267] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:26.177562] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: UP (p=70.60%)
[2025-12-16T20:34:26.177845] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-16T20:34:26.177963] [INFO ] [sig       ] VTIP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:26.315128] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VTIP.txt
[2025-12-16T20:34:26.315256] [INFO ] [sig       ] [3426/3585] Completed VTIP in 0.3s | 2.95 sym/s | Total: 19.4m | ETA: 53.9s
[2025-12-16T20:34:26.315295] [INFO ] [sig       ] [3427/3585] Forecasting VTMX...
[2025-12-16T20:34:26.315325] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-16T20:34:26.315355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-16T20:34:26.325682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-16T20:34:26.325971] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-16T20:34:26.326741] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-16T20:34:26.326802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:26.326840] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:26.326871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:26.326926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:26.382842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:26.383453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:26.383531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:26.383562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:26.504101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:26.504233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:26.504272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:26.504299] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:26.507617] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=9.20%)
[2025-12-16T20:34:26.507891] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-16T20:34:26.508013] [INFO ] [sig       ] VTMX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:26.646800] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VTMX.txt
[2025-12-16T20:34:26.646933] [INFO ] [sig       ] [3427/3585] Completed VTMX in 0.3s | 2.95 sym/s | Total: 19.4m | ETA: 53.6s
[2025-12-16T20:34:26.646978] [INFO ] [sig       ] [3428/3585] Forecasting VTN...
[2025-12-16T20:34:26.647009] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-16T20:34:26.647039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-16T20:34:26.658060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-16T20:34:26.658343] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-16T20:34:26.659112] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-16T20:34:26.659182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:26.659218] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:26.659245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:26.659301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:26.719027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:26.719998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:26.720087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:26.720119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:26.834393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:26.834540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:26.834595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:26.834626] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:26.837888] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: DOWN (p=20.61%)
[2025-12-16T20:34:26.838149] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-16T20:34:26.838268] [INFO ] [sig       ] VTN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:26.974112] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VTN.txt
[2025-12-16T20:34:26.974257] [INFO ] [sig       ] [3428/3585] Completed VTN in 0.3s | 2.95 sym/s | Total: 19.4m | ETA: 53.2s
[2025-12-16T20:34:26.974295] [INFO ] [sig       ] [3429/3585] Forecasting VTOL...
[2025-12-16T20:34:26.974326] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-16T20:34:26.974356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-16T20:34:26.984117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-16T20:34:26.984390] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-16T20:34:26.985155] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-16T20:34:26.985206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:26.985236] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:26.985263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:26.985318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:27.041818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:27.042526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:27.042626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:27.042661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:27.159674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:27.159817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:27.159855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:27.159918] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:27.163258] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: UP (p=90.87%)
[2025-12-16T20:34:27.163536] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-16T20:34:27.163693] [INFO ] [sig       ] VTOL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:27.299954] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VTOL.txt
[2025-12-16T20:34:27.300083] [INFO ] [sig       ] [3429/3585] Completed VTOL in 0.3s | 2.95 sym/s | Total: 19.4m | ETA: 52.9s
[2025-12-16T20:34:27.300122] [INFO ] [sig       ] [3430/3585] Forecasting VTRS...
[2025-12-16T20:34:27.300151] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-16T20:34:27.300181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-16T20:34:27.310060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-16T20:34:27.310337] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-16T20:34:27.311105] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-16T20:34:27.311156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:27.311187] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:27.311214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:27.311269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:27.366247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:27.366936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:27.367014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:27.367046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:27.486860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:27.486997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:27.487035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:27.487063] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:27.490439] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: UP (p=61.37%)
[2025-12-16T20:34:27.490726] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-16T20:34:27.490873] [INFO ] [sig       ] VTRS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:27.627087] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VTRS.txt
[2025-12-16T20:34:27.627245] [INFO ] [sig       ] [3430/3585] Completed VTRS in 0.3s | 2.95 sym/s | Total: 19.4m | ETA: 52.6s
[2025-12-16T20:34:27.627285] [INFO ] [sig       ] [3431/3585] Forecasting VTS...
[2025-12-16T20:34:27.627314] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-16T20:34:27.627343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-16T20:34:27.637663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-16T20:34:27.638016] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-16T20:34:27.638787] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-16T20:34:27.638838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:27.638868] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:27.638894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:27.638949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:27.694475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:27.695303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:27.695384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:27.695416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:27.815063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:27.815214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:27.815273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:27.815306] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:27.818748] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=67.56%)
[2025-12-16T20:34:27.819044] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-16T20:34:27.819194] [INFO ] [sig       ] VTS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:27.962113] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VTS.txt
[2025-12-16T20:34:27.962245] [INFO ] [sig       ] [3431/3585] Completed VTS in 0.3s | 2.95 sym/s | Total: 19.4m | ETA: 52.2s
[2025-12-16T20:34:27.962284] [INFO ] [sig       ] [3432/3585] Forecasting VTSI...
[2025-12-16T20:34:27.962314] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-16T20:34:27.962346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-16T20:34:27.972253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-16T20:34:27.972552] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-16T20:34:27.973349] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-16T20:34:27.973402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:27.973434] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:27.973461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:27.973518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:28.032267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:28.033137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:28.033221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:28.033254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:28.154093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:28.154242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:28.154281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:28.154309] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:28.157567] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: UP (p=86.70%)
[2025-12-16T20:34:28.157858] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-16T20:34:28.157980] [INFO ] [sig       ] VTSI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:28.297216] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VTSI.txt
[2025-12-16T20:34:28.297353] [INFO ] [sig       ] [3432/3585] Completed VTSI in 0.3s | 2.95 sym/s | Total: 19.4m | ETA: 51.9s
[2025-12-16T20:34:28.297392] [INFO ] [sig       ] [3433/3585] Forecasting VTWG...
[2025-12-16T20:34:28.297420] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-16T20:34:28.297451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-16T20:34:28.307132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-16T20:34:28.307433] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-16T20:34:28.308204] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-16T20:34:28.308257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:28.308289] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:28.308316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:28.308373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:28.363857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:28.364623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:28.364717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:28.364756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:28.483059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:28.483209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:28.483247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:28.483276] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:28.486544] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: UP (p=57.51%)
[2025-12-16T20:34:28.486830] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-16T20:34:28.486949] [INFO ] [sig       ] VTWG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:28.623565] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VTWG.txt
[2025-12-16T20:34:28.623719] [INFO ] [sig       ] [3433/3585] Completed VTWG in 0.3s | 2.95 sym/s | Total: 19.4m | ETA: 51.5s
[2025-12-16T20:34:28.623765] [INFO ] [sig       ] [3434/3585] Forecasting VTWO...
[2025-12-16T20:34:28.623801] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-16T20:34:28.623836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-16T20:34:28.634497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-16T20:34:28.634891] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-16T20:34:28.635672] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-16T20:34:28.635723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:28.635754] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:28.635780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:28.635835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:28.692312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:28.693175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:28.693276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:28.693319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:28.827086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:28.827276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:28.827318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:28.827347] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:28.831358] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=29.77%)
[2025-12-16T20:34:28.831785] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-16T20:34:28.831960] [INFO ] [sig       ] VTWO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:28.973468] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VTWO.txt
[2025-12-16T20:34:28.973645] [INFO ] [sig       ] [3434/3585] Completed VTWO in 0.3s | 2.95 sym/s | Total: 19.4m | ETA: 51.2s
[2025-12-16T20:34:28.973689] [INFO ] [sig       ] [3435/3585] Forecasting VTYX...
[2025-12-16T20:34:28.973718] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-16T20:34:28.973749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-16T20:34:28.984599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-16T20:34:28.985006] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-16T20:34:28.985882] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-16T20:34:28.985941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:28.985989] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:28.986018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:28.986077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:29.043446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:29.044313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:29.044424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:29.044458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:29.167343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:29.167500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:29.167540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:29.167587] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:29.170996] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-16T20:34:29.171275] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-16T20:34:29.171400] [INFO ] [sig       ] VTYX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:29.313692] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VTYX.txt
[2025-12-16T20:34:29.313851] [INFO ] [sig       ] [3435/3585] Completed VTYX in 0.3s | 2.95 sym/s | Total: 19.4m | ETA: 50.9s
[2025-12-16T20:34:29.313891] [INFO ] [sig       ] [3436/3585] Forecasting VUZI...
[2025-12-16T20:34:29.313920] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-16T20:34:29.313949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-16T20:34:29.324799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-16T20:34:29.325161] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-16T20:34:29.326017] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-16T20:34:29.326072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:29.326104] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:29.326131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:29.326187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:29.382323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:29.383203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:29.383325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:29.383360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:29.506827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:29.506979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:29.507027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:29.507057] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:29.510494] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: UP (p=99.75%)
[2025-12-16T20:34:29.510826] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-16T20:34:29.510973] [INFO ] [sig       ] VUZI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:29.648239] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VUZI.txt
[2025-12-16T20:34:29.648394] [INFO ] [sig       ] [3436/3585] Completed VUZI in 0.3s | 2.95 sym/s | Total: 19.4m | ETA: 50.5s
[2025-12-16T20:34:29.648434] [INFO ] [sig       ] [3437/3585] Forecasting VVOS...
[2025-12-16T20:34:29.648463] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-16T20:34:29.648495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-16T20:34:29.659826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-16T20:34:29.660235] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-16T20:34:29.661141] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-16T20:34:29.661194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:29.661226] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:29.661253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:29.661309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:29.719052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:29.719958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:29.720045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:29.720079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:29.837912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:29.838071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:29.838110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:29.838138] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:29.841665] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-12-16T20:34:29.841983] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-16T20:34:29.842114] [INFO ] [sig       ] VVOS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:29.979839] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VVOS.txt
[2025-12-16T20:34:29.979968] [INFO ] [sig       ] [3437/3585] Completed VVOS in 0.3s | 2.95 sym/s | Total: 19.4m | ETA: 50.2s
[2025-12-16T20:34:29.980006] [INFO ] [sig       ] [3438/3585] Forecasting VVX...
[2025-12-16T20:34:29.980036] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-16T20:34:29.980066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-16T20:34:29.989735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-16T20:34:29.990009] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-16T20:34:29.990781] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-16T20:34:29.990836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:29.990867] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:29.990894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:29.990949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:30.045918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:30.046717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:30.046801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:30.046835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:30.167115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:30.167236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:30.167274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:30.167303] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:30.170602] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2025-12-16T20:34:30.170867] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-16T20:34:30.170985] [INFO ] [sig       ] VVX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:30.308918] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VVX.txt
[2025-12-16T20:34:30.309034] [INFO ] [sig       ] [3438/3585] Completed VVX in 0.3s | 2.95 sym/s | Total: 19.4m | ETA: 49.8s
[2025-12-16T20:34:30.309073] [INFO ] [sig       ] [3439/3585] Forecasting VWOB...
[2025-12-16T20:34:30.309107] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-16T20:34:30.309139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-16T20:34:30.319656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-16T20:34:30.319962] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-16T20:34:30.320732] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-16T20:34:30.320784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:30.320815] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:30.320842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:30.320898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:30.375594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:30.376264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:30.376342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:30.376374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:30.500093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:30.500229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:30.500267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:30.500296] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:30.503520] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: UP (p=65.37%)
[2025-12-16T20:34:30.503799] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-16T20:34:30.503921] [INFO ] [sig       ] VWOB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:30.639455] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VWOB.txt
[2025-12-16T20:34:30.639626] [INFO ] [sig       ] [3439/3585] Completed VWOB in 0.3s | 2.95 sym/s | Total: 19.4m | ETA: 49.5s
[2025-12-16T20:34:30.639667] [INFO ] [sig       ] [3440/3585] Forecasting VXUS...
[2025-12-16T20:34:30.639697] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-16T20:34:30.639726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-16T20:34:30.649548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-16T20:34:30.649856] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-16T20:34:30.650639] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-16T20:34:30.650689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:30.650721] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:30.650748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:30.650803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:30.706660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:30.707269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:30.707350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:30.707381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:30.829662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:30.829812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:30.829857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:30.829891] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:30.833181] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=95.89%)
[2025-12-16T20:34:30.833441] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-16T20:34:30.833561] [INFO ] [sig       ] VXUS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:30.972959] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VXUS.txt
[2025-12-16T20:34:30.973127] [INFO ] [sig       ] [3440/3585] Completed VXUS in 0.3s | 2.95 sym/s | Total: 19.4m | ETA: 49.2s
[2025-12-16T20:34:30.973173] [INFO ] [sig       ] [3441/3585] Forecasting VYMI...
[2025-12-16T20:34:30.973204] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-16T20:34:30.973234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-16T20:34:30.983975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-16T20:34:30.984349] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-16T20:34:30.985160] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-16T20:34:30.985212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:30.985243] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:30.985270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:30.985326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:31.040532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:31.041163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:31.041240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:31.041272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:31.156984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:31.157129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:31.157168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:31.157196] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:31.160484] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: UP (p=94.09%)
[2025-12-16T20:34:31.160769] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-16T20:34:31.160895] [INFO ] [sig       ] VYMI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:31.295534] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VYMI.txt
[2025-12-16T20:34:31.295677] [INFO ] [sig       ] [3441/3585] Completed VYMI in 0.3s | 2.95 sym/s | Total: 19.4m | ETA: 48.8s
[2025-12-16T20:34:31.295716] [INFO ] [sig       ] [3442/3585] Forecasting VYX...
[2025-12-16T20:34:31.295745] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-16T20:34:31.295775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-16T20:34:31.305763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-16T20:34:31.306040] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-16T20:34:31.306797] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-16T20:34:31.306848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:31.306880] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:31.306906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:31.306961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:31.361829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:31.362437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:31.362515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:31.362546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:31.482883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:31.483015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:31.483052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:31.483097] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:31.486358] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-12-16T20:34:31.486636] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-16T20:34:31.486755] [INFO ] [sig       ] VYX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:31.622862] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/VYX.txt
[2025-12-16T20:34:31.623033] [INFO ] [sig       ] [3442/3585] Completed VYX in 0.3s | 2.95 sym/s | Total: 19.4m | ETA: 48.5s
[2025-12-16T20:34:31.623074] [INFO ] [sig       ] [3443/3585] Forecasting VZ...
[2025-12-16T20:34:31.623104] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-16T20:34:31.623135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-16T20:34:31.633941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-16T20:34:31.634189] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-16T20:34:31.634980] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-16T20:34:31.635030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:31.635108] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:31.635136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:31.635191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:31.694379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:31.695084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:31.695164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:31.695195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:31.813891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:31.814020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:31.814058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:31.814087] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:31.817554] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=85.81%)
[2025-12-16T20:34:31.817837] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-16T20:34:31.817969] [INFO ] [sig       ] VZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:31.953936] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/VZ.txt
[2025-12-16T20:34:31.954052] [INFO ] [sig       ] [3443/3585] Completed VZ in 0.3s | 2.95 sym/s | Total: 19.5m | ETA: 48.1s
[2025-12-16T20:34:31.954091] [INFO ] [sig       ] [3444/3585] Forecasting WAB...
[2025-12-16T20:34:31.954121] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-16T20:34:31.954153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-16T20:34:31.964496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-16T20:34:31.964785] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-16T20:34:31.965526] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-16T20:34:31.965595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:31.965628] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:31.965655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:31.965711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:32.021663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:32.022342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:32.022423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:32.022469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:32.139515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:32.139651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:32.139691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:32.139717] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:32.142887] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=3.40%)
[2025-12-16T20:34:32.143151] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-16T20:34:32.143270] [INFO ] [sig       ] WAB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:32.277011] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WAB.txt
[2025-12-16T20:34:32.277125] [INFO ] [sig       ] [3444/3585] Completed WAB in 0.3s | 2.95 sym/s | Total: 19.5m | ETA: 47.8s
[2025-12-16T20:34:32.277163] [INFO ] [sig       ] [3445/3585] Forecasting WABC...
[2025-12-16T20:34:32.277191] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-16T20:34:32.277220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-16T20:34:32.287558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-16T20:34:32.287834] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-16T20:34:32.288589] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-16T20:34:32.288641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:32.288672] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:32.288698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:32.288753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:32.343988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:32.344964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:32.345052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:32.345085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:32.463358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:32.463520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:32.463587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:32.463620] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:32.467323] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: UP (p=81.11%)
[2025-12-16T20:34:32.467639] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-16T20:34:32.467776] [INFO ] [sig       ] WABC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:32.604047] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WABC.txt
[2025-12-16T20:34:32.604198] [INFO ] [sig       ] [3445/3585] Completed WABC in 0.3s | 2.95 sym/s | Total: 19.5m | ETA: 47.5s
[2025-12-16T20:34:32.604238] [INFO ] [sig       ] [3446/3585] Forecasting WAFD...
[2025-12-16T20:34:32.604267] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-16T20:34:32.604298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-16T20:34:32.617821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-16T20:34:32.618317] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-16T20:34:32.619539] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-16T20:34:32.619630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:32.619682] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:32.619727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:32.619852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:32.682725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:32.683752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:32.683858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:32.683891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:32.803328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:32.803500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:32.803539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:32.803624] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:32.807047] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: DOWN (p=6.34%)
[2025-12-16T20:34:32.807319] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-16T20:34:32.807440] [INFO ] [sig       ] WAFD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:32.943490] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WAFD.txt
[2025-12-16T20:34:32.943654] [INFO ] [sig       ] [3446/3585] Completed WAFD in 0.3s | 2.95 sym/s | Total: 19.5m | ETA: 47.1s
[2025-12-16T20:34:32.943697] [INFO ] [sig       ] [3447/3585] Forecasting WAFDP...
[2025-12-16T20:34:32.943726] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-16T20:34:32.943757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-16T20:34:32.954225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-16T20:34:32.954530] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-16T20:34:32.955329] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-16T20:34:32.955381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:32.955413] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:32.955439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:32.955494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:33.010615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:33.011262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:33.011345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:33.011377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:33.121647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:33.121753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:33.121792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:33.121820] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:33.125137] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-12-16T20:34:33.125402] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-16T20:34:33.125543] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:33.260748] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WAFDP.txt
[2025-12-16T20:34:33.260884] [INFO ] [sig       ] [3447/3585] Completed WAFDP in 0.3s | 2.95 sym/s | Total: 19.5m | ETA: 46.8s
[2025-12-16T20:34:33.260922] [INFO ] [sig       ] [3448/3585] Forecasting WAL...
[2025-12-16T20:34:33.260952] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-16T20:34:33.260982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-16T20:34:33.271130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-16T20:34:33.271423] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-16T20:34:33.272202] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-16T20:34:33.272253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:33.272285] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:33.272311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:33.272367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:33.327338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:33.328038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:33.328116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:33.328148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:33.447008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:33.447153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:33.447191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:33.447221] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:33.450532] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=12.66%)
[2025-12-16T20:34:33.450814] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-16T20:34:33.450962] [INFO ] [sig       ] WAL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:33.588275] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WAL.txt
[2025-12-16T20:34:33.588418] [INFO ] [sig       ] [3448/3585] Completed WAL in 0.3s | 2.95 sym/s | Total: 19.5m | ETA: 46.4s
[2025-12-16T20:34:33.588456] [INFO ] [sig       ] [3449/3585] Forecasting WALD...
[2025-12-16T20:34:33.588484] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-16T20:34:33.588515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-16T20:34:33.599210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-16T20:34:33.599620] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-16T20:34:33.600394] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-16T20:34:33.600446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:33.600476] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:33.600503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:33.600557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:33.656207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:33.657126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:33.657210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:33.657241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:33.778040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:33.778189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:33.778227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:33.778255] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:33.781681] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-12-16T20:34:33.781950] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-16T20:34:33.782070] [INFO ] [sig       ] WALD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:33.923252] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WALD.txt
[2025-12-16T20:34:33.923384] [INFO ] [sig       ] [3449/3585] Completed WALD in 0.3s | 2.95 sym/s | Total: 19.5m | ETA: 46.1s
[2025-12-16T20:34:33.923423] [INFO ] [sig       ] [3450/3585] Forecasting WASH...
[2025-12-16T20:34:33.923455] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-16T20:34:33.923491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-16T20:34:33.933860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-16T20:34:33.934153] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-16T20:34:33.934966] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-16T20:34:33.935030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:33.935065] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:33.935091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:33.935147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:33.992552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:33.993228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:33.993320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:33.993355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:34.114083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:34.114240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:34.114279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:34.114307] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:34.117692] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: UP (p=72.00%)
[2025-12-16T20:34:34.117980] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-16T20:34:34.118104] [INFO ] [sig       ] WASH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:34.255367] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WASH.txt
[2025-12-16T20:34:34.255510] [INFO ] [sig       ] [3450/3585] Completed WASH in 0.3s | 2.95 sym/s | Total: 19.5m | ETA: 45.8s
[2025-12-16T20:34:34.255548] [INFO ] [sig       ] [3451/3585] Forecasting WAVE...
[2025-12-16T20:34:34.255597] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-16T20:34:34.255628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-16T20:34:34.266198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-16T20:34:34.266467] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-16T20:34:34.267216] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-16T20:34:34.267267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:34.267299] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:34.267325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:34.267380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:34.323474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:34.324074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:34.324152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:34.324184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:34.432263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:34.432390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:34.432427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:34.432455] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:34.435673] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-16T20:34:34.435934] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-16T20:34:34.436050] [INFO ] [sig       ] WAVE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:34.575893] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WAVE.txt
[2025-12-16T20:34:34.576042] [INFO ] [sig       ] [3451/3585] Completed WAVE in 0.3s | 2.95 sym/s | Total: 19.5m | ETA: 45.4s
[2025-12-16T20:34:34.576082] [INFO ] [sig       ] [3452/3585] Forecasting WAY...
[2025-12-16T20:34:34.576112] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-16T20:34:34.576140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-16T20:34:34.587231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-16T20:34:34.587508] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-16T20:34:34.588314] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-16T20:34:34.588367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:34.588399] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:34.588424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:34.588480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:34.644426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:34.645072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:34.645167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:34.645201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:34.767920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:34.768064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:34.768102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:34.768130] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:34.771506] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: UP (p=91.06%)
[2025-12-16T20:34:34.771791] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-16T20:34:34.771912] [INFO ] [sig       ] WAY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:34.907984] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WAY.txt
[2025-12-16T20:34:34.908105] [INFO ] [sig       ] [3452/3585] Completed WAY in 0.3s | 2.95 sym/s | Total: 19.5m | ETA: 45.1s
[2025-12-16T20:34:34.908144] [INFO ] [sig       ] [3453/3585] Forecasting WB...
[2025-12-16T20:34:34.908174] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-16T20:34:34.908207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-16T20:34:34.918359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-16T20:34:34.918660] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-16T20:34:34.919456] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-16T20:34:34.919507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:34.919538] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:34.919566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:34.919643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:34.975106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:34.975714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:34.975814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:34.975847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:35.098700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:35.098851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:35.098892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:35.098922] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:35.102291] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=68.96%)
[2025-12-16T20:34:35.102553] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-16T20:34:35.102693] [INFO ] [sig       ] WB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:35.244660] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WB.txt
[2025-12-16T20:34:35.244803] [INFO ] [sig       ] [3453/3585] Completed WB in 0.3s | 2.95 sym/s | Total: 19.5m | ETA: 44.7s
[2025-12-16T20:34:35.244842] [INFO ] [sig       ] [3454/3585] Forecasting WBD...
[2025-12-16T20:34:35.244873] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-16T20:34:35.244908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-16T20:34:35.255309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-16T20:34:35.255595] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-16T20:34:35.256343] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-16T20:34:35.256394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:35.256425] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:35.256451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:35.256507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:35.311525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:35.312199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:35.312277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:35.312308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:35.432262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:35.432428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:35.432467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:35.432495] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:35.435810] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: DOWN (p=6.19%)
[2025-12-16T20:34:35.436076] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-16T20:34:35.436199] [INFO ] [sig       ] WBD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:35.573227] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WBD.txt
[2025-12-16T20:34:35.573356] [INFO ] [sig       ] [3454/3585] Completed WBD in 0.3s | 2.95 sym/s | Total: 19.5m | ETA: 44.4s
[2025-12-16T20:34:35.573395] [INFO ] [sig       ] [3455/3585] Forecasting WBIY...
[2025-12-16T20:34:35.573424] [INFO ] [sig       ] Generating forecast for: WBIY
[2025-12-16T20:34:35.573454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBIY' from 'https://tdm.silogroup.org/data/derivative_storage/WBIY.csv'.
[2025-12-16T20:34:35.582101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBIY'.
[2025-12-16T20:34:35.582329] [INFO ] [FORECASTER] Starting predict_future for WBIY
[2025-12-16T20:34:35.583078] [DEBUG] [LOCAL     ] No optimal features file found for WBIY: ./output/feature-sets/WBIY.txt
[2025-12-16T20:34:35.583129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:35.583160] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:35.583186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:35.583241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:35.638551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:35.639348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:35.639431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:35.639462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:35.733706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:35.733864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:35.733902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:35.733929] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:35.737180] [DEBUG] [FORECASTER] WBIY: Forecast T+1@11:T+2@11: UP (p=55.00%)
[2025-12-16T20:34:35.737449] [INFO ] [FORECASTER] Completed predict_future for WBIY
[2025-12-16T20:34:35.737568] [INFO ] [sig       ] WBIY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:35.874431] [INFO ] [LOCAL     ] Saved forecast: WBIY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WBIY.txt
[2025-12-16T20:34:35.874596] [INFO ] [sig       ] [3455/3585] Completed WBIY in 0.3s | 2.95 sym/s | Total: 19.5m | ETA: 44.1s
[2025-12-16T20:34:35.874637] [INFO ] [sig       ] [3456/3585] Forecasting WBS...
[2025-12-16T20:34:35.874666] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-16T20:34:35.874696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-16T20:34:35.884831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-16T20:34:35.885123] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-16T20:34:35.885874] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-16T20:34:35.885925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:35.885956] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:35.885983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:35.886038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:35.941639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:35.942329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:35.942405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:35.942437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:36.067216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:36.067370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:36.067410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:36.067438] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:36.070889] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=53.78%)
[2025-12-16T20:34:36.071159] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-16T20:34:36.071280] [INFO ] [sig       ] WBS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:36.210243] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WBS.txt
[2025-12-16T20:34:36.210439] [INFO ] [sig       ] [3456/3585] Completed WBS in 0.3s | 2.95 sym/s | Total: 19.5m | ETA: 43.7s
[2025-12-16T20:34:36.210481] [INFO ] [sig       ] [3457/3585] Forecasting WBTN...
[2025-12-16T20:34:36.210512] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-16T20:34:36.210541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-16T20:34:36.220732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-16T20:34:36.221099] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-16T20:34:36.221860] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-16T20:34:36.221911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:36.221943] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:36.221970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:36.222025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:36.277920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:36.278772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:36.278855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:36.278888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:36.402397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:36.402542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:36.402601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:36.402632] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:36.405878] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: DOWN (p=4.84%)
[2025-12-16T20:34:36.406138] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-16T20:34:36.406258] [INFO ] [sig       ] WBTN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:36.543419] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WBTN.txt
[2025-12-16T20:34:36.543564] [INFO ] [sig       ] [3457/3585] Completed WBTN in 0.3s | 2.95 sym/s | Total: 19.5m | ETA: 43.4s
[2025-12-16T20:34:36.543624] [INFO ] [sig       ] [3458/3585] Forecasting WBX...
[2025-12-16T20:34:36.543653] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-16T20:34:36.543685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-16T20:34:36.553796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-16T20:34:36.554100] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-16T20:34:36.554862] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-16T20:34:36.554913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:36.554948] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:36.554981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:36.555049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:36.620673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:36.621506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:36.621609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:36.621644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:36.747174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:36.747347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:36.747388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:36.747416] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:36.751024] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=11.73%)
[2025-12-16T20:34:36.751309] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-16T20:34:36.751434] [INFO ] [sig       ] WBX: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:36.889060] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WBX.txt
[2025-12-16T20:34:36.889246] [INFO ] [sig       ] [3458/3585] Completed WBX in 0.3s | 2.95 sym/s | Total: 19.5m | ETA: 43.1s
[2025-12-16T20:34:36.889295] [INFO ] [sig       ] [3459/3585] Forecasting WCC...
[2025-12-16T20:34:36.889326] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-16T20:34:36.889356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-16T20:34:36.900659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-16T20:34:36.900986] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-16T20:34:36.901767] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-16T20:34:36.901817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:36.901861] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:36.901888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:36.901943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:36.959725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:36.960560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:36.960660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:36.960694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:37.087841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:37.087999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:37.088058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:37.088106] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:37.091640] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-12-16T20:34:37.091909] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-16T20:34:37.092031] [INFO ] [sig       ] WCC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:37.233183] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WCC.txt
[2025-12-16T20:34:37.233306] [INFO ] [sig       ] [3459/3585] Completed WCC in 0.3s | 2.95 sym/s | Total: 19.5m | ETA: 42.7s
[2025-12-16T20:34:37.233343] [INFO ] [sig       ] [3460/3585] Forecasting WCLD...
[2025-12-16T20:34:37.233372] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-16T20:34:37.233402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-16T20:34:37.243315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-16T20:34:37.243608] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-16T20:34:37.244384] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-16T20:34:37.244434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:37.244492] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:37.244519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:37.244593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:37.303077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:37.303804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:37.303901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:37.303943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:37.425590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:37.425739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:37.425778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:37.425807] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:37.429188] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2025-12-16T20:34:37.429459] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-16T20:34:37.429597] [INFO ] [sig       ] WCLD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:37.569630] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WCLD.txt
[2025-12-16T20:34:37.569758] [INFO ] [sig       ] [3460/3585] Completed WCLD in 0.3s | 2.95 sym/s | Total: 19.5m | ETA: 42.4s
[2025-12-16T20:34:37.569797] [INFO ] [sig       ] [3461/3585] Forecasting WD...
[2025-12-16T20:34:37.569826] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-16T20:34:37.569856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-16T20:34:37.579681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-16T20:34:37.579975] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-16T20:34:37.580767] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-16T20:34:37.580818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:37.580849] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:37.580875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:37.580935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:37.641692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:37.642627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:37.642721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:37.642756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:37.762216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:37.762371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:37.762410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:37.762439] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:37.765957] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=7.13%)
[2025-12-16T20:34:37.766231] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-16T20:34:37.766354] [INFO ] [sig       ] WD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:37.913157] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WD.txt
[2025-12-16T20:34:37.913306] [INFO ] [sig       ] [3461/3585] Completed WD in 0.3s | 2.95 sym/s | Total: 19.6m | ETA: 42.0s
[2025-12-16T20:34:37.913345] [INFO ] [sig       ] [3462/3585] Forecasting WDAY...
[2025-12-16T20:34:37.913374] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-16T20:34:37.913403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-16T20:34:37.923676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-16T20:34:37.923967] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-16T20:34:37.924726] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-16T20:34:37.924777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:37.924809] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:37.924835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:37.924890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:37.980691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:37.981347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:37.981426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:37.981458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:38.098306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:38.098449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:38.098485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:38.098513] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:38.101795] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: UP (p=60.27%)
[2025-12-16T20:34:38.102057] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-16T20:34:38.102175] [INFO ] [sig       ] WDAY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:38.237325] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WDAY.txt
[2025-12-16T20:34:38.237451] [INFO ] [sig       ] [3462/3585] Completed WDAY in 0.3s | 2.95 sym/s | Total: 19.6m | ETA: 41.7s
[2025-12-16T20:34:38.237494] [INFO ] [sig       ] [3463/3585] Forecasting WDC...
[2025-12-16T20:34:38.237524] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-16T20:34:38.237556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-16T20:34:38.247888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-16T20:34:38.248190] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-16T20:34:38.248978] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-16T20:34:38.249034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:38.249067] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:38.249094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:38.249149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:38.307561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:38.308341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:38.308420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:38.308453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:38.431554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:38.431733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:38.431788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:38.431862] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:38.435372] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: DOWN (p=29.07%)
[2025-12-16T20:34:38.435682] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-16T20:34:38.435816] [INFO ] [sig       ] WDC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:38.573492] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WDC.txt
[2025-12-16T20:34:38.573636] [INFO ] [sig       ] [3463/3585] Completed WDC in 0.3s | 2.95 sym/s | Total: 19.6m | ETA: 41.4s
[2025-12-16T20:34:38.573682] [INFO ] [sig       ] [3464/3585] Forecasting WDFC...
[2025-12-16T20:34:38.573711] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-16T20:34:38.573740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-16T20:34:38.583605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-16T20:34:38.583884] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-16T20:34:38.584667] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-16T20:34:38.584718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:38.584750] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:38.584776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:38.584833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:38.642433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:38.643158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:38.643244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:38.643276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:38.768241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:38.768435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:38.768475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:38.768503] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:38.772165] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-12-16T20:34:38.772453] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-16T20:34:38.772617] [INFO ] [sig       ] WDFC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:38.913461] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WDFC.txt
[2025-12-16T20:34:38.913611] [INFO ] [sig       ] [3464/3585] Completed WDFC in 0.3s | 2.95 sym/s | Total: 19.6m | ETA: 41.0s
[2025-12-16T20:34:38.913650] [INFO ] [sig       ] [3465/3585] Forecasting WDH...
[2025-12-16T20:34:38.913680] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-16T20:34:38.913718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-16T20:34:38.924604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-16T20:34:38.924903] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-16T20:34:38.925714] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-16T20:34:38.925764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:38.925795] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:38.925821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:38.925876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:38.983443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:38.984309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:38.984392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:38.984425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:39.103069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:39.103218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:39.103256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:39.103284] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:39.106701] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=62.97%)
[2025-12-16T20:34:39.106968] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-16T20:34:39.107089] [INFO ] [sig       ] WDH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:39.244941] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WDH.txt
[2025-12-16T20:34:39.245085] [INFO ] [sig       ] [3465/3585] Completed WDH in 0.3s | 2.95 sym/s | Total: 19.6m | ETA: 40.7s
[2025-12-16T20:34:39.245126] [INFO ] [sig       ] [3466/3585] Forecasting WDI...
[2025-12-16T20:34:39.245156] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-16T20:34:39.245186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-16T20:34:39.255211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-16T20:34:39.255484] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-16T20:34:39.256235] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-16T20:34:39.256286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:39.256316] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:39.256343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:39.256398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:39.311276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:39.311887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:39.311963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:39.311995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:39.437859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:39.438023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:39.438068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:39.438116] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:39.442036] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=55.79%)
[2025-12-16T20:34:39.442360] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-16T20:34:39.442497] [INFO ] [sig       ] WDI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:39.585715] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WDI.txt
[2025-12-16T20:34:39.585867] [INFO ] [sig       ] [3466/3585] Completed WDI in 0.3s | 2.95 sym/s | Total: 19.6m | ETA: 40.3s
[2025-12-16T20:34:39.585909] [INFO ] [sig       ] [3467/3585] Forecasting WDS...
[2025-12-16T20:34:39.585939] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-16T20:34:39.585968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-16T20:34:39.597345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-16T20:34:39.597719] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-16T20:34:39.598524] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-16T20:34:39.598599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:39.598635] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:39.598664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:39.598722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:39.659196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:39.660044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:39.660129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:39.660162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:39.784530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:39.784698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:39.784739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:39.784768] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:39.788343] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=78.43%)
[2025-12-16T20:34:39.788639] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-16T20:34:39.788766] [INFO ] [sig       ] WDS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:39.932905] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WDS.txt
[2025-12-16T20:34:39.933051] [INFO ] [sig       ] [3467/3585] Completed WDS in 0.3s | 2.95 sym/s | Total: 19.6m | ETA: 40.0s
[2025-12-16T20:34:39.933092] [INFO ] [sig       ] [3468/3585] Forecasting WEA...
[2025-12-16T20:34:39.933123] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-16T20:34:39.933154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-16T20:34:39.945444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-16T20:34:39.945833] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-16T20:34:39.946629] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-16T20:34:39.946683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:39.946717] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:39.946753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:39.946815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:40.006386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:40.007241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:40.007361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:40.007396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:40.118657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:40.118816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:40.118871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:40.118917] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:40.122846] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: DOWN (p=16.20%)
[2025-12-16T20:34:40.123121] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-16T20:34:40.123250] [INFO ] [sig       ] WEA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:40.264211] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WEA.txt
[2025-12-16T20:34:40.264356] [INFO ] [sig       ] [3468/3585] Completed WEA in 0.3s | 2.95 sym/s | Total: 19.6m | ETA: 39.7s
[2025-12-16T20:34:40.264396] [INFO ] [sig       ] [3469/3585] Forecasting WEC...
[2025-12-16T20:34:40.264428] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-16T20:34:40.264457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-16T20:34:40.275778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-16T20:34:40.276092] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-16T20:34:40.276944] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-16T20:34:40.277004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:40.277051] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:40.277091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:40.277157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:40.336679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:40.337405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:40.337486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:40.337519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:40.466272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:40.466431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:40.466477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:40.466521] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:40.470916] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=25.10%)
[2025-12-16T20:34:40.471197] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-16T20:34:40.471328] [INFO ] [sig       ] WEC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:40.618039] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WEC.txt
[2025-12-16T20:34:40.618195] [INFO ] [sig       ] [3469/3585] Completed WEC in 0.4s | 2.95 sym/s | Total: 19.6m | ETA: 39.3s
[2025-12-16T20:34:40.618236] [INFO ] [sig       ] [3470/3585] Forecasting WEN...
[2025-12-16T20:34:40.618265] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-16T20:34:40.618297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-16T20:34:40.629677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-16T20:34:40.630007] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-16T20:34:40.630839] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-16T20:34:40.630892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:40.630925] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:40.630969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:40.631033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:40.690686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:40.691480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:40.691612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:40.691650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:40.815378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:40.815532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:40.815590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:40.815624] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:40.819260] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: UP (p=74.55%)
[2025-12-16T20:34:40.819537] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-16T20:34:40.819686] [INFO ] [sig       ] WEN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:40.964989] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WEN.txt
[2025-12-16T20:34:40.965150] [INFO ] [sig       ] [3470/3585] Completed WEN in 0.3s | 2.95 sym/s | Total: 19.6m | ETA: 39.0s
[2025-12-16T20:34:40.965196] [INFO ] [sig       ] [3471/3585] Forecasting WERN...
[2025-12-16T20:34:40.965227] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-16T20:34:40.965257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-16T20:34:40.978740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-16T20:34:40.979469] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-16T20:34:40.980857] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-16T20:34:40.980918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:40.980952] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:40.980979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:40.981038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:41.042627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:41.043686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:41.043772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:41.043805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:41.158663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:41.158798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:41.158838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:41.158866] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:41.162292] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=21.77%)
[2025-12-16T20:34:41.162591] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-16T20:34:41.162719] [INFO ] [sig       ] WERN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:41.297284] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WERN.txt
[2025-12-16T20:34:41.297394] [INFO ] [sig       ] [3471/3585] Completed WERN in 0.3s | 2.95 sym/s | Total: 19.6m | ETA: 38.6s
[2025-12-16T20:34:41.297433] [INFO ] [sig       ] [3472/3585] Forecasting WES...
[2025-12-16T20:34:41.297462] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-16T20:34:41.297492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-16T20:34:41.308363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-16T20:34:41.308652] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-16T20:34:41.309450] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-16T20:34:41.309502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:41.309534] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:41.309559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:41.309640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:41.364399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:41.365012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:41.365091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:41.365123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:41.479951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:41.480059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:41.480096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:41.480123] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:41.483347] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=91.74%)
[2025-12-16T20:34:41.483640] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-16T20:34:41.483769] [INFO ] [sig       ] WES: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:41.619021] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WES.txt
[2025-12-16T20:34:41.619176] [INFO ] [sig       ] [3472/3585] Completed WES in 0.3s | 2.95 sym/s | Total: 19.6m | ETA: 38.3s
[2025-12-16T20:34:41.619220] [INFO ] [sig       ] [3473/3585] Forecasting WEX...
[2025-12-16T20:34:41.619251] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-16T20:34:41.619281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-16T20:34:41.630406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-16T20:34:41.630693] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-16T20:34:41.631460] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-16T20:34:41.631512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:41.631544] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:41.631588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:41.631647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:41.686935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:41.687527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:41.687622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:41.687656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:41.806309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:41.806431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:41.806468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:41.806496] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:41.810156] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=89.67%)
[2025-12-16T20:34:41.810439] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-16T20:34:41.810560] [INFO ] [sig       ] WEX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:41.949962] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WEX.txt
[2025-12-16T20:34:41.950140] [INFO ] [sig       ] [3473/3585] Completed WEX in 0.3s | 2.95 sym/s | Total: 19.6m | ETA: 38.0s
[2025-12-16T20:34:41.950189] [INFO ] [sig       ] [3474/3585] Forecasting WEYS...
[2025-12-16T20:34:41.950226] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-16T20:34:41.950267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-16T20:34:41.961598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-16T20:34:41.961882] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-16T20:34:41.962701] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-16T20:34:41.962752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:41.962784] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:41.962810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:41.962865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:42.018490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:42.019107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:42.019208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:42.019243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:42.120747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:42.120860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:42.120899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:42.120927] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:42.124102] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=12.20%)
[2025-12-16T20:34:42.124359] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-16T20:34:42.124478] [INFO ] [sig       ] WEYS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:42.261413] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WEYS.txt
[2025-12-16T20:34:42.261553] [INFO ] [sig       ] [3474/3585] Completed WEYS in 0.3s | 2.95 sym/s | Total: 19.6m | ETA: 37.6s
[2025-12-16T20:34:42.261611] [INFO ] [sig       ] [3475/3585] Forecasting WF...
[2025-12-16T20:34:42.261643] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-16T20:34:42.261673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-16T20:34:42.271468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-16T20:34:42.271749] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-16T20:34:42.272497] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-16T20:34:42.272548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:42.272597] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:42.272626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:42.272681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:42.327289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:42.327871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:42.327949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:42.327980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:42.448171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:42.448275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:42.448311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:42.448338] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:42.451495] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: UP (p=53.63%)
[2025-12-16T20:34:42.451792] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-16T20:34:42.451912] [INFO ] [sig       ] WF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:42.587218] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WF.txt
[2025-12-16T20:34:42.587332] [INFO ] [sig       ] [3475/3585] Completed WF in 0.3s | 2.95 sym/s | Total: 19.6m | ETA: 37.3s
[2025-12-16T20:34:42.587371] [INFO ] [sig       ] [3476/3585] Forecasting WFC...
[2025-12-16T20:34:42.587400] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-16T20:34:42.587428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-16T20:34:42.597622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-16T20:34:42.597882] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-16T20:34:42.598664] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-16T20:34:42.598715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:42.598746] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:42.598772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:42.598826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:42.655265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:42.655937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:42.656018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:42.656049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:42.781025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:42.781177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:42.781223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:42.781253] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:42.784586] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=38.23%)
[2025-12-16T20:34:42.784858] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-16T20:34:42.784984] [INFO ] [sig       ] WFC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:42.920926] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WFC.txt
[2025-12-16T20:34:42.921034] [INFO ] [sig       ] [3476/3585] Completed WFC in 0.3s | 2.95 sym/s | Total: 19.6m | ETA: 36.9s
[2025-12-16T20:34:42.921071] [INFO ] [sig       ] [3477/3585] Forecasting WFG...
[2025-12-16T20:34:42.921099] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-16T20:34:42.921127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-16T20:34:42.931845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-16T20:34:42.932103] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-16T20:34:42.932885] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-16T20:34:42.932936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:42.932993] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:42.933022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:42.933078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:42.988770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:42.989389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:42.989467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:42.989500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:43.112037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:43.112145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:43.112182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:43.112209] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:43.115364] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=53.66%)
[2025-12-16T20:34:43.115644] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-16T20:34:43.115764] [INFO ] [sig       ] WFG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:43.250734] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WFG.txt
[2025-12-16T20:34:43.250845] [INFO ] [sig       ] [3477/3585] Completed WFG in 0.3s | 2.95 sym/s | Total: 19.6m | ETA: 36.6s
[2025-12-16T20:34:43.250883] [INFO ] [sig       ] [3478/3585] Forecasting WFRD...
[2025-12-16T20:34:43.250912] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-16T20:34:43.250940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-16T20:34:43.260901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-16T20:34:43.261161] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-16T20:34:43.261930] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-16T20:34:43.261981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:43.262012] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:43.262038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:43.262093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:43.316485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:43.317065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:43.317142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:43.317174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:43.433168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:43.433283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:43.433319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:43.433347] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:43.436540] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-12-16T20:34:43.436819] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-16T20:34:43.436940] [INFO ] [sig       ] WFRD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:43.572370] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WFRD.txt
[2025-12-16T20:34:43.572478] [INFO ] [sig       ] [3478/3585] Completed WFRD in 0.3s | 2.95 sym/s | Total: 19.6m | ETA: 36.3s
[2025-12-16T20:34:43.572515] [INFO ] [sig       ] [3479/3585] Forecasting WGMI...
[2025-12-16T20:34:43.572545] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-16T20:34:43.572595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-16T20:34:43.582993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-16T20:34:43.583258] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-16T20:34:43.584031] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-16T20:34:43.584083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:43.584115] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:43.584144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:43.584200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:43.639838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:43.640432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:43.640510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:43.640541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:43.761332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:43.761513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:43.761555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:43.761601] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:43.765218] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: DOWN (p=27.57%)
[2025-12-16T20:34:43.765511] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-16T20:34:43.765660] [INFO ] [sig       ] WGMI: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:43.908614] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WGMI.txt
[2025-12-16T20:34:43.908771] [INFO ] [sig       ] [3479/3585] Completed WGMI in 0.3s | 2.95 sym/s | Total: 19.7m | ETA: 35.9s
[2025-12-16T20:34:43.908811] [INFO ] [sig       ] [3480/3585] Forecasting WGO...
[2025-12-16T20:34:43.908839] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-16T20:34:43.908870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-16T20:34:43.920007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-16T20:34:43.920316] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-16T20:34:43.921165] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-16T20:34:43.921217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:43.921249] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:43.921275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:43.921331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:43.979324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:43.980026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:43.980120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:43.980155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:44.102228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:44.102394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:44.102437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:44.102515] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:44.106179] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: UP (p=89.74%)
[2025-12-16T20:34:44.106463] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-16T20:34:44.106612] [INFO ] [sig       ] WGO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:44.246913] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WGO.txt
[2025-12-16T20:34:44.247061] [INFO ] [sig       ] [3480/3585] Completed WGO in 0.3s | 2.95 sym/s | Total: 19.7m | ETA: 35.6s
[2025-12-16T20:34:44.247107] [INFO ] [sig       ] [3481/3585] Forecasting WGS...
[2025-12-16T20:34:44.247138] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-16T20:34:44.247172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-16T20:34:44.257849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-16T20:34:44.258111] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-16T20:34:44.258884] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-16T20:34:44.258935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:44.258966] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:44.258991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:44.259045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:44.315012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:44.315848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:44.315938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:44.315972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:44.438122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:44.438285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:44.438324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:44.438351] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:44.441795] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: UP (p=53.63%)
[2025-12-16T20:34:44.442067] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-16T20:34:44.442206] [INFO ] [sig       ] WGS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:44.584758] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WGS.txt
[2025-12-16T20:34:44.584929] [INFO ] [sig       ] [3481/3585] Completed WGS in 0.3s | 2.95 sym/s | Total: 19.7m | ETA: 35.3s
[2025-12-16T20:34:44.584972] [INFO ] [sig       ] [3482/3585] Forecasting WH...
[2025-12-16T20:34:44.585000] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-16T20:34:44.585030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-16T20:34:44.596830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-16T20:34:44.597112] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-16T20:34:44.597909] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-16T20:34:44.597964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:44.598005] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:44.598034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:44.598101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:44.654783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:44.655439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:44.655527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:44.655562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:44.776675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:44.776830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:44.776871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:44.776900] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:44.780313] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=69.87%)
[2025-12-16T20:34:44.780597] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-16T20:34:44.780722] [INFO ] [sig       ] WH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:44.917819] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WH.txt
[2025-12-16T20:34:44.917945] [INFO ] [sig       ] [3482/3585] Completed WH in 0.3s | 2.95 sym/s | Total: 19.7m | ETA: 34.9s
[2025-12-16T20:34:44.917984] [INFO ] [sig       ] [3483/3585] Forecasting WHD...
[2025-12-16T20:34:44.918014] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-16T20:34:44.918044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-16T20:34:44.928284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-16T20:34:44.928542] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-16T20:34:44.929321] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-16T20:34:44.929373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:44.929416] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:44.929444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:44.929500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:44.984846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:44.985669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:44.985749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:44.985782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:45.102682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:45.102832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:45.102869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:45.102897] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:45.106828] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=86.77%)
[2025-12-16T20:34:45.107108] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-16T20:34:45.107241] [INFO ] [sig       ] WHD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:45.245089] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WHD.txt
[2025-12-16T20:34:45.245243] [INFO ] [sig       ] [3483/3585] Completed WHD in 0.3s | 2.95 sym/s | Total: 19.7m | ETA: 34.6s
[2025-12-16T20:34:45.245290] [INFO ] [sig       ] [3484/3585] Forecasting WHF...
[2025-12-16T20:34:45.245320] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-16T20:34:45.245348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-16T20:34:45.255107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-16T20:34:45.255414] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-16T20:34:45.256182] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-16T20:34:45.256233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:45.256264] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:45.256290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:45.256345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:45.315469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:45.316294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:45.316373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:45.316406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:45.436377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:45.436528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:45.436566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:45.436613] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:45.439930] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: UP (p=58.36%)
[2025-12-16T20:34:45.440195] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-16T20:34:45.440315] [INFO ] [sig       ] WHF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:45.576063] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WHF.txt
[2025-12-16T20:34:45.576180] [INFO ] [sig       ] [3484/3585] Completed WHF in 0.3s | 2.95 sym/s | Total: 19.7m | ETA: 34.2s
[2025-12-16T20:34:45.576220] [INFO ] [sig       ] [3485/3585] Forecasting WHG...
[2025-12-16T20:34:45.576250] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-16T20:34:45.576279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-16T20:34:45.588100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-16T20:34:45.588491] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-16T20:34:45.589376] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-16T20:34:45.589428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:45.589459] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:45.589483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:45.589538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:45.644955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:45.645833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:45.645919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:45.645950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:45.748829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:45.748948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:45.748984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:45.749012] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:45.752219] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=6.30%)
[2025-12-16T20:34:45.752482] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-16T20:34:45.752619] [INFO ] [sig       ] WHG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:45.889024] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WHG.txt
[2025-12-16T20:34:45.889141] [INFO ] [sig       ] [3485/3585] Completed WHG in 0.3s | 2.95 sym/s | Total: 19.7m | ETA: 33.9s
[2025-12-16T20:34:45.889193] [INFO ] [sig       ] [3486/3585] Forecasting WIA...
[2025-12-16T20:34:45.889224] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-16T20:34:45.889253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-16T20:34:45.900465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-16T20:34:45.900830] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-16T20:34:45.901633] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-16T20:34:45.901684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:45.901716] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:45.901742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:45.901801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:45.971926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:45.972838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:45.972924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:45.972959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:46.089534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:46.089711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:46.089752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:46.089782] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:46.093169] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=85.01%)
[2025-12-16T20:34:46.093445] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-16T20:34:46.093568] [INFO ] [sig       ] WIA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:46.235593] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WIA.txt
[2025-12-16T20:34:46.235749] [INFO ] [sig       ] [3486/3585] Completed WIA in 0.3s | 2.95 sym/s | Total: 19.7m | ETA: 33.6s
[2025-12-16T20:34:46.235794] [INFO ] [sig       ] [3487/3585] Forecasting WIMI...
[2025-12-16T20:34:46.235826] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-16T20:34:46.235856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-16T20:34:46.246308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-16T20:34:46.246712] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-16T20:34:46.247480] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-16T20:34:46.247533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:46.247565] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:46.247620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:46.247695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:46.309794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:46.310844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:46.310975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:46.311012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:46.434503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:46.434642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:46.434683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:46.434711] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:46.438283] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: UP (p=50.75%)
[2025-12-16T20:34:46.438742] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-16T20:34:46.438864] [INFO ] [sig       ] WIMI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:46.576826] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WIMI.txt
[2025-12-16T20:34:46.576938] [INFO ] [sig       ] [3487/3585] Completed WIMI in 0.3s | 2.95 sym/s | Total: 19.7m | ETA: 33.2s
[2025-12-16T20:34:46.576975] [INFO ] [sig       ] [3488/3585] Forecasting WINA...
[2025-12-16T20:34:46.577006] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-16T20:34:46.577035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-16T20:34:46.588166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-16T20:34:46.588438] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-16T20:34:46.589245] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-16T20:34:46.589297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:46.589328] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:46.589355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:46.589411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:46.644988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:46.645598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:46.645677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:46.645710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:46.759909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:46.760049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:46.760087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:46.760115] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:46.763376] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: UP (p=60.23%)
[2025-12-16T20:34:46.763661] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-16T20:34:46.763800] [INFO ] [sig       ] WINA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:46.899621] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WINA.txt
[2025-12-16T20:34:46.899740] [INFO ] [sig       ] [3488/3585] Completed WINA in 0.3s | 2.95 sym/s | Total: 19.7m | ETA: 32.9s
[2025-12-16T20:34:46.899779] [INFO ] [sig       ] [3489/3585] Forecasting WING...
[2025-12-16T20:34:46.899809] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-16T20:34:46.899838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-16T20:34:46.909827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-16T20:34:46.910112] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-16T20:34:46.910900] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-16T20:34:46.910951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:46.910983] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:46.911009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:46.911064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:46.968193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:46.968827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:46.968905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:46.968938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:47.090472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:47.090628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:47.090675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:47.090705] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:47.094222] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=86.91%)
[2025-12-16T20:34:47.094533] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-16T20:34:47.094678] [INFO ] [sig       ] WING: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:47.232521] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WING.txt
[2025-12-16T20:34:47.232667] [INFO ] [sig       ] [3489/3585] Completed WING in 0.3s | 2.95 sym/s | Total: 19.7m | ETA: 32.5s
[2025-12-16T20:34:47.232708] [INFO ] [sig       ] [3490/3585] Forecasting WINN...
[2025-12-16T20:34:47.232737] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-16T20:34:47.232767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-16T20:34:47.243036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-16T20:34:47.243336] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-16T20:34:47.244100] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-16T20:34:47.244151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:47.244183] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:47.244210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:47.244266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:47.300416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:47.301064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:47.301143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:47.301176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:47.422304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:47.422454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:47.422492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:47.422538] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:47.425798] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: UP (p=74.01%)
[2025-12-16T20:34:47.426061] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-16T20:34:47.426180] [INFO ] [sig       ] WINN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:47.563109] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WINN.txt
[2025-12-16T20:34:47.563241] [INFO ] [sig       ] [3490/3585] Completed WINN in 0.3s | 2.95 sym/s | Total: 19.7m | ETA: 32.2s
[2025-12-16T20:34:47.563279] [INFO ] [sig       ] [3491/3585] Forecasting WIX...
[2025-12-16T20:34:47.563308] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-16T20:34:47.563340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-16T20:34:47.573699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-16T20:34:47.573973] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-16T20:34:47.574731] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-16T20:34:47.574783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:47.574815] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:47.574842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:47.574898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:47.631115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:47.631784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:47.631863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:47.631895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:47.752665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:47.752798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:47.752836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:47.752865] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:47.756126] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-12-16T20:34:47.756397] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-16T20:34:47.756516] [INFO ] [sig       ] WIX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:47.896322] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WIX.txt
[2025-12-16T20:34:47.896446] [INFO ] [sig       ] [3491/3585] Completed WIX in 0.3s | 2.95 sym/s | Total: 19.7m | ETA: 31.9s
[2025-12-16T20:34:47.896489] [INFO ] [sig       ] [3492/3585] Forecasting WK...
[2025-12-16T20:34:47.896520] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-16T20:34:47.896548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-16T20:34:47.906475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-16T20:34:47.906776] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-16T20:34:47.907548] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-16T20:34:47.907621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:47.907657] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:47.907684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:47.907739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:47.963534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:47.964173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:47.964273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:47.964307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:48.078645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:48.078764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:48.078802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:48.078829] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:48.082115] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: UP (p=51.97%)
[2025-12-16T20:34:48.082382] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-16T20:34:48.082500] [INFO ] [sig       ] WK: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:48.218674] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WK.txt
[2025-12-16T20:34:48.218821] [INFO ] [sig       ] [3492/3585] Completed WK in 0.3s | 2.95 sym/s | Total: 19.7m | ETA: 31.5s
[2025-12-16T20:34:48.218862] [INFO ] [sig       ] [3493/3585] Forecasting WKC...
[2025-12-16T20:34:48.218893] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-16T20:34:48.218927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-16T20:34:48.228357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-16T20:34:48.228699] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-16T20:34:48.229513] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-16T20:34:48.229565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:48.229617] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:48.229645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:48.229715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:48.287106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:48.287787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:48.287865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:48.287897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:48.409727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:48.409870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:48.409910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:48.409940] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:48.413311] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=87.94%)
[2025-12-16T20:34:48.413601] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-16T20:34:48.413726] [INFO ] [sig       ] WKC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:48.552791] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WKC.txt
[2025-12-16T20:34:48.552912] [INFO ] [sig       ] [3493/3585] Completed WKC in 0.3s | 2.95 sym/s | Total: 19.7m | ETA: 31.2s
[2025-12-16T20:34:48.552950] [INFO ] [sig       ] [3494/3585] Forecasting WKEY...
[2025-12-16T20:34:48.552979] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-16T20:34:48.553008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-16T20:34:48.562896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-16T20:34:48.563166] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-16T20:34:48.563922] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-16T20:34:48.563973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:48.564031] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:48.564070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:48.564128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:48.623244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:48.624218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:48.624305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:48.624339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:48.745831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:48.745980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:48.746019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:48.746046] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:48.749346] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: UP (p=85.18%)
[2025-12-16T20:34:48.749637] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-16T20:34:48.749764] [INFO ] [sig       ] WKEY: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:48.886367] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WKEY.txt
[2025-12-16T20:34:48.886476] [INFO ] [sig       ] [3494/3585] Completed WKEY in 0.3s | 2.95 sym/s | Total: 19.7m | ETA: 30.8s
[2025-12-16T20:34:48.886513] [INFO ] [sig       ] [3495/3585] Forecasting WKSP...
[2025-12-16T20:34:48.886543] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-16T20:34:48.886589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-16T20:34:48.896540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-16T20:34:48.896840] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-16T20:34:48.897604] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-16T20:34:48.897654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:48.897685] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:48.897712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:48.897767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:48.962019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:48.962961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:48.963046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:48.963081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:49.104587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:49.104744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:49.104786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:49.104815] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:49.108323] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=76.66%)
[2025-12-16T20:34:49.108624] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-16T20:34:49.108754] [INFO ] [sig       ] WKSP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:49.249481] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WKSP.txt
[2025-12-16T20:34:49.249657] [INFO ] [sig       ] [3495/3585] Completed WKSP in 0.4s | 2.95 sym/s | Total: 19.7m | ETA: 30.5s
[2025-12-16T20:34:49.249702] [INFO ] [sig       ] [3496/3585] Forecasting WLDN...
[2025-12-16T20:34:49.249735] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-16T20:34:49.249767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-16T20:34:49.260134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-16T20:34:49.260413] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-16T20:34:49.261210] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-16T20:34:49.261262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:49.261296] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:49.261324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:49.261381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:49.319143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:49.319877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:49.319957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:49.319990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:49.441102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:49.441252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:49.441293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:49.441322] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:49.444765] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: UP (p=58.11%)
[2025-12-16T20:34:49.445044] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-16T20:34:49.445170] [INFO ] [sig       ] WLDN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:49.582974] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WLDN.txt
[2025-12-16T20:34:49.583098] [INFO ] [sig       ] [3496/3585] Completed WLDN in 0.3s | 2.95 sym/s | Total: 19.7m | ETA: 30.2s
[2025-12-16T20:34:49.583136] [INFO ] [sig       ] [3497/3585] Forecasting WLDS...
[2025-12-16T20:34:49.583165] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-16T20:34:49.583194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-16T20:34:49.593106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-16T20:34:49.593404] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-16T20:34:49.594166] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-16T20:34:49.594217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:49.594248] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:49.594275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:49.594330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:49.649911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:49.650640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:49.650720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:49.650755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:49.770004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:49.770157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:49.770197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:49.770269] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:49.773845] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: UP (p=74.62%)
[2025-12-16T20:34:49.774120] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-16T20:34:49.774249] [INFO ] [sig       ] WLDS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:49.911359] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WLDS.txt
[2025-12-16T20:34:49.911501] [INFO ] [sig       ] [3497/3585] Completed WLDS in 0.3s | 2.95 sym/s | Total: 19.8m | ETA: 29.8s
[2025-12-16T20:34:49.911540] [INFO ] [sig       ] [3498/3585] Forecasting WLFC...
[2025-12-16T20:34:49.911585] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-16T20:34:49.911627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-16T20:34:49.922037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-16T20:34:49.922311] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-16T20:34:49.923084] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-16T20:34:49.923135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:49.923166] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:49.923193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:49.923260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:49.979764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:49.980420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:49.980497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:49.980531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:50.095383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:50.095526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:50.095566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:50.095644] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:50.098932] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: UP (p=94.93%)
[2025-12-16T20:34:50.099228] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-16T20:34:50.099350] [INFO ] [sig       ] WLFC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:50.234226] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WLFC.txt
[2025-12-16T20:34:50.234356] [INFO ] [sig       ] [3498/3585] Completed WLFC in 0.3s | 2.95 sym/s | Total: 19.8m | ETA: 29.5s
[2025-12-16T20:34:50.234396] [INFO ] [sig       ] [3499/3585] Forecasting WLK...
[2025-12-16T20:34:50.234426] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-16T20:34:50.234455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-16T20:34:50.244777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-16T20:34:50.245060] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-16T20:34:50.245864] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-16T20:34:50.245915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:50.245947] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:50.245974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:50.246030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:50.301634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:50.302235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:50.302312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:50.302343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:50.420374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:50.420525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:50.420564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:50.420611] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:50.423902] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=43.49%)
[2025-12-16T20:34:50.424164] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-16T20:34:50.424284] [INFO ] [sig       ] WLK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:50.560564] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WLK.txt
[2025-12-16T20:34:50.560716] [INFO ] [sig       ] [3499/3585] Completed WLK in 0.3s | 2.95 sym/s | Total: 19.8m | ETA: 29.1s
[2025-12-16T20:34:50.560754] [INFO ] [sig       ] [3500/3585] Forecasting WLKP...
[2025-12-16T20:34:50.560784] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-16T20:34:50.560813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-16T20:34:50.570676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-16T20:34:50.570975] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-16T20:34:50.571736] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-16T20:34:50.571786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:50.571816] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:50.571841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:50.571895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:50.627105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:50.627808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:50.627886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:50.627918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:50.744845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:50.744992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:50.745031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:50.745059] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:50.748422] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=83.61%)
[2025-12-16T20:34:50.748709] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-16T20:34:50.748830] [INFO ] [sig       ] WLKP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:50.892929] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WLKP.txt
[2025-12-16T20:34:50.893151] [INFO ] [sig       ] [3500/3585] Completed WLKP in 0.3s | 2.95 sym/s | Total: 19.8m | ETA: 28.8s
[2025-12-16T20:34:50.893216] [INFO ] [sig       ] [3501/3585] Forecasting WMG...
[2025-12-16T20:34:50.893262] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-16T20:34:50.893310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-16T20:34:50.907449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-16T20:34:50.907894] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-16T20:34:50.909074] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-16T20:34:50.909140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:50.909212] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:50.909253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:50.909347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:50.969026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:50.969941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:50.970026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:50.970058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:51.095612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:51.095767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:51.095808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:51.095840] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:51.099476] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: DOWN (p=39.20%)
[2025-12-16T20:34:51.099803] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-16T20:34:51.099938] [INFO ] [sig       ] WMG: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:51.238310] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WMG.txt
[2025-12-16T20:34:51.238447] [INFO ] [sig       ] [3501/3585] Completed WMG in 0.3s | 2.95 sym/s | Total: 19.8m | ETA: 28.5s
[2025-12-16T20:34:51.238487] [INFO ] [sig       ] [3502/3585] Forecasting WMK...
[2025-12-16T20:34:51.238517] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-16T20:34:51.238547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-16T20:34:51.248316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-16T20:34:51.248594] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-16T20:34:51.249412] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-16T20:34:51.249464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:51.249495] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:51.249521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:51.249594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:51.306177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:51.306964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:51.307053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:51.307088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:51.425024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:51.425157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:51.425196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:51.425224] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:51.428480] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=27.44%)
[2025-12-16T20:34:51.428763] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-16T20:34:51.428884] [INFO ] [sig       ] WMK: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:51.566337] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WMK.txt
[2025-12-16T20:34:51.566455] [INFO ] [sig       ] [3502/3585] Completed WMK in 0.3s | 2.95 sym/s | Total: 19.8m | ETA: 28.1s
[2025-12-16T20:34:51.566492] [INFO ] [sig       ] [3503/3585] Forecasting WMS...
[2025-12-16T20:34:51.566522] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-16T20:34:51.566552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-16T20:34:51.577153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-16T20:34:51.577407] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-16T20:34:51.578171] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-16T20:34:51.578223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:51.578255] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:51.578281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:51.578337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:51.634747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:51.635333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:51.635423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:51.635461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:51.755770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:51.755892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:51.755929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:51.755957] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:51.759272] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-12-16T20:34:51.759561] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-16T20:34:51.759716] [INFO ] [sig       ] WMS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:51.897583] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WMS.txt
[2025-12-16T20:34:51.897713] [INFO ] [sig       ] [3503/3585] Completed WMS in 0.3s | 2.95 sym/s | Total: 19.8m | ETA: 27.8s
[2025-12-16T20:34:51.897751] [INFO ] [sig       ] [3504/3585] Forecasting WNC...
[2025-12-16T20:34:51.897781] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-16T20:34:51.897812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-16T20:34:51.908086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-16T20:34:51.908339] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-16T20:34:51.909124] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-16T20:34:51.909193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:51.909225] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:51.909253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:51.909321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:51.965642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:51.966222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:51.966329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:51.966363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:52.087166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:52.087322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:52.087370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:52.087404] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:52.090807] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=69.34%)
[2025-12-16T20:34:52.091076] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-16T20:34:52.091201] [INFO ] [sig       ] WNC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:52.226859] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WNC.txt
[2025-12-16T20:34:52.226978] [INFO ] [sig       ] [3504/3585] Completed WNC in 0.3s | 2.95 sym/s | Total: 19.8m | ETA: 27.5s
[2025-12-16T20:34:52.227016] [INFO ] [sig       ] [3505/3585] Forecasting WNEB...
[2025-12-16T20:34:52.227046] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-16T20:34:52.227075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-16T20:34:52.237413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-16T20:34:52.237688] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-16T20:34:52.238423] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-16T20:34:52.238474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:52.238505] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:52.238531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:52.238609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:52.294938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:52.295624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:52.295702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:52.295735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:52.419101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:52.419258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:52.419306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:52.419341] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:52.422734] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-12-16T20:34:52.423003] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-16T20:34:52.423124] [INFO ] [sig       ] WNEB: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:52.561296] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WNEB.txt
[2025-12-16T20:34:52.561495] [INFO ] [sig       ] [3505/3585] Completed WNEB in 0.3s | 2.95 sym/s | Total: 19.8m | ETA: 27.1s
[2025-12-16T20:34:52.561554] [INFO ] [sig       ] [3506/3585] Forecasting WOOD...
[2025-12-16T20:34:52.561619] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-16T20:34:52.561664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-16T20:34:52.574766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-16T20:34:52.575165] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-16T20:34:52.576130] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-16T20:34:52.576190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:52.576228] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:52.576260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:52.576333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:52.638687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:52.639543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:52.639645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:52.639681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:52.746371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:52.746500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:52.746539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:52.746585] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:52.749899] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: UP (p=78.00%)
[2025-12-16T20:34:52.750172] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-16T20:34:52.750296] [INFO ] [sig       ] WOOD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:52.890263] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WOOD.txt
[2025-12-16T20:34:52.890418] [INFO ] [sig       ] [3506/3585] Completed WOOD in 0.3s | 2.95 sym/s | Total: 19.8m | ETA: 26.8s
[2025-12-16T20:34:52.890465] [INFO ] [sig       ] [3507/3585] Forecasting WOOF...
[2025-12-16T20:34:52.890498] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-16T20:34:52.890529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-16T20:34:52.901263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-16T20:34:52.901521] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-16T20:34:52.902296] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-16T20:34:52.902361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:52.902397] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:52.902425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:52.902483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:52.960235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:52.960867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:52.960947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:52.960978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:53.079259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:53.079418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:53.079459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:53.079490] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:53.082957] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: UP (p=64.61%)
[2025-12-16T20:34:53.083256] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-16T20:34:53.083399] [INFO ] [sig       ] WOOF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:53.223719] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WOOF.txt
[2025-12-16T20:34:53.223904] [INFO ] [sig       ] [3507/3585] Completed WOOF in 0.3s | 2.95 sym/s | Total: 19.8m | ETA: 26.4s
[2025-12-16T20:34:53.223950] [INFO ] [sig       ] [3508/3585] Forecasting WPC...
[2025-12-16T20:34:53.223981] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-16T20:34:53.224011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-16T20:34:53.234032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-16T20:34:53.234355] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-16T20:34:53.235124] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-16T20:34:53.235176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:53.235207] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:53.235234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:53.235289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:53.292177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:53.293022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:53.293103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:53.293137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:53.415157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:53.415309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:53.415357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:53.415389] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:53.418882] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=94.08%)
[2025-12-16T20:34:53.419183] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-16T20:34:53.419316] [INFO ] [sig       ] WPC: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:53.557477] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WPC.txt
[2025-12-16T20:34:53.557645] [INFO ] [sig       ] [3508/3585] Completed WPC in 0.3s | 2.95 sym/s | Total: 19.8m | ETA: 26.1s
[2025-12-16T20:34:53.557687] [INFO ] [sig       ] [3509/3585] Forecasting WPP...
[2025-12-16T20:34:53.557716] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-16T20:34:53.557745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-16T20:34:53.568121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-16T20:34:53.568425] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-16T20:34:53.569240] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-16T20:34:53.569291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:53.569322] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:53.569349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:53.569408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:53.625234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:53.626051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:53.626133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:53.626165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:53.745151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:53.745301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:53.745345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:53.745379] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:53.748729] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=53.34%)
[2025-12-16T20:34:53.748997] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-16T20:34:53.749127] [INFO ] [sig       ] WPP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:53.884734] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WPP.txt
[2025-12-16T20:34:53.884873] [INFO ] [sig       ] [3509/3585] Completed WPP in 0.3s | 2.95 sym/s | Total: 19.8m | ETA: 25.8s
[2025-12-16T20:34:53.884911] [INFO ] [sig       ] [3510/3585] Forecasting WRAP...
[2025-12-16T20:34:53.884939] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-16T20:34:53.884968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-16T20:34:53.895500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-16T20:34:53.895833] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-16T20:34:53.896650] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-16T20:34:53.896702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:53.896736] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:53.896764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:53.896820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:53.953107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:53.953843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:53.953923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:53.953956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:54.070300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:54.070456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:54.070502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:54.070536] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:54.073861] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: UP (p=76.49%)
[2025-12-16T20:34:54.074131] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-16T20:34:54.074252] [INFO ] [sig       ] WRAP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:54.213864] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WRAP.txt
[2025-12-16T20:34:54.214005] [INFO ] [sig       ] [3510/3585] Completed WRAP in 0.3s | 2.95 sym/s | Total: 19.8m | ETA: 25.4s
[2025-12-16T20:34:54.214051] [INFO ] [sig       ] [3511/3585] Forecasting WRB...
[2025-12-16T20:34:54.214083] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-16T20:34:54.214114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-16T20:34:54.224301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-16T20:34:54.224652] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-16T20:34:54.225487] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-16T20:34:54.225539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:54.225626] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:54.225666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:54.225747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:54.291439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:54.292240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:54.292319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:54.292351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:54.408239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:54.408394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:54.408433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:54.408461] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:54.411832] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-12-16T20:34:54.412102] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-16T20:34:54.412222] [INFO ] [sig       ] WRB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:54.548645] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WRB.txt
[2025-12-16T20:34:54.548779] [INFO ] [sig       ] [3511/3585] Completed WRB in 0.3s | 2.95 sym/s | Total: 19.8m | ETA: 25.1s
[2025-12-16T20:34:54.548818] [INFO ] [sig       ] [3512/3585] Forecasting WRBY...
[2025-12-16T20:34:54.548849] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-16T20:34:54.548878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-16T20:34:54.559427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-16T20:34:54.559777] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-16T20:34:54.560657] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-16T20:34:54.560710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:54.560742] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:54.560769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:54.560826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:54.616670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:54.617466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:54.617549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:54.617600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:54.736002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:54.736150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:54.736189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:54.736216] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:54.739533] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=15.90%)
[2025-12-16T20:34:54.739814] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-16T20:34:54.739954] [INFO ] [sig       ] WRBY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:54.875718] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WRBY.txt
[2025-12-16T20:34:54.875855] [INFO ] [sig       ] [3512/3585] Completed WRBY in 0.3s | 2.95 sym/s | Total: 19.8m | ETA: 24.7s
[2025-12-16T20:34:54.875893] [INFO ] [sig       ] [3513/3585] Forecasting WRLD...
[2025-12-16T20:34:54.875923] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-16T20:34:54.875953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-16T20:34:54.887956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-16T20:34:54.888331] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-16T20:34:54.889324] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-16T20:34:54.889384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:54.889421] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:54.889449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:54.889514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:54.949559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:54.950418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:54.950526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:54.950565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:55.067546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:55.067716] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-16T20:34:55.067756] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:55.067787] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:55.071354] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-12-16T20:34:55.071704] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-16T20:34:55.071833] [INFO ] [sig       ] WRLD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:55.213262] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WRLD.txt
[2025-12-16T20:34:55.213404] [INFO ] [sig       ] [3513/3585] Completed WRLD in 0.3s | 2.95 sym/s | Total: 19.8m | ETA: 24.4s
[2025-12-16T20:34:55.213444] [INFO ] [sig       ] [3514/3585] Forecasting WSBC...
[2025-12-16T20:34:55.213474] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-16T20:34:55.213506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-16T20:34:55.224222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-16T20:34:55.224537] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-16T20:34:55.225406] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-16T20:34:55.225459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:55.225492] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:55.225519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:55.225601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:55.285438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:55.286185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:55.286270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:55.286305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:55.410032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:55.410180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:55.410238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:55.410301] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:55.414000] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-16T20:34:55.414298] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-16T20:34:55.414456] [INFO ] [sig       ] WSBC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:55.559687] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WSBC.txt
[2025-12-16T20:34:55.559849] [INFO ] [sig       ] [3514/3585] Completed WSBC in 0.3s | 2.95 sym/s | Total: 19.8m | ETA: 24.1s
[2025-12-16T20:34:55.559889] [INFO ] [sig       ] [3515/3585] Forecasting WSBF...
[2025-12-16T20:34:55.559919] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-16T20:34:55.559951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-16T20:34:55.570445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-16T20:34:55.570744] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-16T20:34:55.571518] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-16T20:34:55.571569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:55.571621] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:55.571648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:55.571703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:55.627653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:55.628467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:55.628549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:55.628600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:55.748083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:55.748227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:55.748266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:55.748295] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:55.751743] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: DOWN (p=37.33%)
[2025-12-16T20:34:55.752011] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-16T20:34:55.752141] [INFO ] [sig       ] WSBF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:55.890340] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WSBF.txt
[2025-12-16T20:34:55.890488] [INFO ] [sig       ] [3515/3585] Completed WSBF in 0.3s | 2.95 sym/s | Total: 19.9m | ETA: 23.7s
[2025-12-16T20:34:55.890534] [INFO ] [sig       ] [3516/3585] Forecasting WSC...
[2025-12-16T20:34:55.890567] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-16T20:34:55.890618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-16T20:34:55.900946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-16T20:34:55.901241] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-16T20:34:55.902027] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-16T20:34:55.902080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:55.902112] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:55.902138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:55.902194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:55.957666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:55.958471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:55.958553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:55.958605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:56.083560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:56.083733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:56.083772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:56.083801] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:56.087110] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=33.91%)
[2025-12-16T20:34:56.087388] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-16T20:34:56.087537] [INFO ] [sig       ] WSC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:56.223938] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WSC.txt
[2025-12-16T20:34:56.224065] [INFO ] [sig       ] [3516/3585] Completed WSC in 0.3s | 2.95 sym/s | Total: 19.9m | ETA: 23.4s
[2025-12-16T20:34:56.224104] [INFO ] [sig       ] [3517/3585] Forecasting WSFS...
[2025-12-16T20:34:56.224133] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-16T20:34:56.224163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-16T20:34:56.234392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-16T20:34:56.234745] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-16T20:34:56.235497] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-16T20:34:56.235548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:56.235597] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:56.235626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:56.235682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:56.290475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:56.291215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:56.291295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:56.291327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:56.403227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:56.403383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:56.403421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:56.403448] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:56.406765] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-12-16T20:34:56.407037] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-16T20:34:56.407162] [INFO ] [sig       ] WSFS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:56.551640] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WSFS.txt
[2025-12-16T20:34:56.551795] [INFO ] [sig       ] [3517/3585] Completed WSFS in 0.3s | 2.95 sym/s | Total: 19.9m | ETA: 23.0s
[2025-12-16T20:34:56.551836] [INFO ] [sig       ] [3518/3585] Forecasting WSM...
[2025-12-16T20:34:56.551868] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-16T20:34:56.551899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-16T20:34:56.562718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-16T20:34:56.563065] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-16T20:34:56.563872] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-16T20:34:56.563925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:56.563970] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:56.563999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:56.564057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:56.621880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:56.622870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:56.622978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:56.623025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:56.742970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:56.743122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:56.743161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:56.743192] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:56.746544] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=75.79%)
[2025-12-16T20:34:56.746826] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-16T20:34:56.746947] [INFO ] [sig       ] WSM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:56.881859] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WSM.txt
[2025-12-16T20:34:56.881982] [INFO ] [sig       ] [3518/3585] Completed WSM in 0.3s | 2.95 sym/s | Total: 19.9m | ETA: 22.7s
[2025-12-16T20:34:56.882021] [INFO ] [sig       ] [3519/3585] Forecasting WSO...
[2025-12-16T20:34:56.882050] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-16T20:34:56.882080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-16T20:34:56.892195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-16T20:34:56.892458] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-16T20:34:56.893227] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-16T20:34:56.893279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:56.893311] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:56.893338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:56.893394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:56.949449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:56.950102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:56.950180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:56.950212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:57.073637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:57.073781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:57.073821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:57.073849] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:57.077178] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=56.90%)
[2025-12-16T20:34:57.077445] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-16T20:34:57.077603] [INFO ] [sig       ] WSO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:57.214697] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WSO.txt
[2025-12-16T20:34:57.214821] [INFO ] [sig       ] [3519/3585] Completed WSO in 0.3s | 2.95 sym/s | Total: 19.9m | ETA: 22.4s
[2025-12-16T20:34:57.214858] [INFO ] [sig       ] [3520/3585] Forecasting WTBA...
[2025-12-16T20:34:57.214887] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-16T20:34:57.214915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-16T20:34:57.225025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-16T20:34:57.225323] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-16T20:34:57.226135] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-16T20:34:57.226186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:57.226217] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:57.226243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:57.226298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:57.282772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:57.283358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:57.283434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:57.283466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:57.400792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:57.400923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:57.400961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:57.400990] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:57.404197] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: UP (p=68.35%)
[2025-12-16T20:34:57.404460] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-16T20:34:57.404599] [INFO ] [sig       ] WTBA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:57.541635] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WTBA.txt
[2025-12-16T20:34:57.541757] [INFO ] [sig       ] [3520/3585] Completed WTBA in 0.3s | 2.95 sym/s | Total: 19.9m | ETA: 22.0s
[2025-12-16T20:34:57.541794] [INFO ] [sig       ] [3521/3585] Forecasting WTFC...
[2025-12-16T20:34:57.541822] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-16T20:34:57.541852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-16T20:34:57.552420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-16T20:34:57.552709] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-16T20:34:57.553450] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-16T20:34:57.553504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:57.553535] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:57.553563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:57.553641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:57.609682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:57.610294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:57.610397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:57.610430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:57.731028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:57.731164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:57.731202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:57.731231] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:57.734511] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-16T20:34:57.734797] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-16T20:34:57.734918] [INFO ] [sig       ] WTFC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:57.872029] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WTFC.txt
[2025-12-16T20:34:57.872162] [INFO ] [sig       ] [3521/3585] Completed WTFC in 0.3s | 2.95 sym/s | Total: 19.9m | ETA: 21.7s
[2025-12-16T20:34:57.872200] [INFO ] [sig       ] [3522/3585] Forecasting WTI...
[2025-12-16T20:34:57.872249] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-16T20:34:57.872281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-16T20:34:57.883345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-16T20:34:57.883622] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-16T20:34:57.884371] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-16T20:34:57.884422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:57.884453] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:57.884480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:57.884535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:57.940047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:57.940680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:57.940755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:57.940787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:58.054561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:58.054713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:58.054750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:58.054780] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:58.058066] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-12-16T20:34:58.058332] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-16T20:34:58.058452] [INFO ] [sig       ] WTI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:58.193640] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WTI.txt
[2025-12-16T20:34:58.193761] [INFO ] [sig       ] [3522/3585] Completed WTI in 0.3s | 2.95 sym/s | Total: 19.9m | ETA: 21.3s
[2025-12-16T20:34:58.193799] [INFO ] [sig       ] [3523/3585] Forecasting WTRG...
[2025-12-16T20:34:58.193829] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-16T20:34:58.193861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-16T20:34:58.203813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-16T20:34:58.204106] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-16T20:34:58.204871] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-16T20:34:58.204922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:58.204953] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:58.204979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:58.205034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:58.260875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:58.261666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:58.261746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:58.261778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:58.379969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:58.380118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:58.380159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:58.380187] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:58.383593] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-12-16T20:34:58.383876] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-16T20:34:58.384001] [INFO ] [sig       ] WTRG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:58.522093] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WTRG.txt
[2025-12-16T20:34:58.522226] [INFO ] [sig       ] [3523/3585] Completed WTRG in 0.3s | 2.95 sym/s | Total: 19.9m | ETA: 21.0s
[2025-12-16T20:34:58.522265] [INFO ] [sig       ] [3524/3585] Forecasting WTS...
[2025-12-16T20:34:58.522294] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-16T20:34:58.522324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-16T20:34:58.532415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-16T20:34:58.532760] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-16T20:34:58.533500] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-16T20:34:58.533550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:58.533605] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:58.533635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:58.533692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:58.588348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:58.588949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:58.589024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:58.589056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:58.708556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:58.708716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:58.708755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:58.708784] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:58.712128] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=40.31%)
[2025-12-16T20:34:58.712392] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-16T20:34:58.712525] [INFO ] [sig       ] WTS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:58.848987] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WTS.txt
[2025-12-16T20:34:58.849141] [INFO ] [sig       ] [3524/3585] Completed WTS in 0.3s | 2.95 sym/s | Total: 19.9m | ETA: 20.7s
[2025-12-16T20:34:58.849211] [INFO ] [sig       ] [3525/3585] Forecasting WULF...
[2025-12-16T20:34:58.849242] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-16T20:34:58.849271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-16T20:34:58.859129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-16T20:34:58.859418] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-16T20:34:58.860178] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-16T20:34:58.860228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:58.860260] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:58.860286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:58.860342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:58.916348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:58.916958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:58.917035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:58.917066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:59.032521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:59.032669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:59.032707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:59.032753] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:59.036052] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: UP (p=78.97%)
[2025-12-16T20:34:59.036317] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-16T20:34:59.036436] [INFO ] [sig       ] WULF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:34:59.174599] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/WULF.txt
[2025-12-16T20:34:59.174754] [INFO ] [sig       ] [3525/3585] Completed WULF in 0.3s | 2.95 sym/s | Total: 19.9m | ETA: 20.3s
[2025-12-16T20:34:59.174793] [INFO ] [sig       ] [3526/3585] Forecasting WVE...
[2025-12-16T20:34:59.174823] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-16T20:34:59.174853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-16T20:34:59.185137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-16T20:34:59.185407] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-16T20:34:59.186184] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-16T20:34:59.186237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:59.186268] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:59.186296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:59.186353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:59.244112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:59.244770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:59.244849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:59.244882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:59.366205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:59.366341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:59.366381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:59.366410] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:59.369778] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=15.47%)
[2025-12-16T20:34:59.370055] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-16T20:34:59.370197] [INFO ] [sig       ] WVE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:59.506797] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WVE.txt
[2025-12-16T20:34:59.506909] [INFO ] [sig       ] [3526/3585] Completed WVE in 0.3s | 2.95 sym/s | Total: 19.9m | ETA: 20.0s
[2025-12-16T20:34:59.506945] [INFO ] [sig       ] [3527/3585] Forecasting WWD...
[2025-12-16T20:34:59.506975] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-16T20:34:59.507003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-16T20:34:59.517309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-16T20:34:59.517601] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-16T20:34:59.518346] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-16T20:34:59.518396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:59.518428] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:59.518454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:59.518509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:59.575463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:59.576106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:59.576184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:59.576228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:34:59.698095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:34:59.698227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:34:59.698266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:34:59.698297] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:34:59.701689] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-12-16T20:34:59.701966] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-16T20:34:59.702088] [INFO ] [sig       ] WWD: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:34:59.841944] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WWD.txt
[2025-12-16T20:34:59.842075] [INFO ] [sig       ] [3527/3585] Completed WWD in 0.3s | 2.95 sym/s | Total: 19.9m | ETA: 19.7s
[2025-12-16T20:34:59.842113] [INFO ] [sig       ] [3528/3585] Forecasting WY...
[2025-12-16T20:34:59.842143] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-16T20:34:59.842173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-16T20:34:59.852894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-16T20:34:59.853166] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-16T20:34:59.853933] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-16T20:34:59.853986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:34:59.854044] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:34:59.854073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:34:59.854131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:34:59.914227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:34:59.914971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:34:59.915053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:34:59.915085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:00.030103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:00.030247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:00.030287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:00.030317] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:00.033639] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2025-12-16T20:35:00.033908] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-16T20:35:00.034030] [INFO ] [sig       ] WY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:00.174234] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WY.txt
[2025-12-16T20:35:00.174389] [INFO ] [sig       ] [3528/3585] Completed WY in 0.3s | 2.95 sym/s | Total: 19.9m | ETA: 19.3s
[2025-12-16T20:35:00.174430] [INFO ] [sig       ] [3529/3585] Forecasting WYNN...
[2025-12-16T20:35:00.174461] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-16T20:35:00.174494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-16T20:35:00.185447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-16T20:35:00.185823] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-16T20:35:00.186778] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-16T20:35:00.186841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:00.186873] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:00.186901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:00.186969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:00.243559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:00.244364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:00.244449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:00.244486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:00.366348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:00.366455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:00.366494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:00.366522] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:00.369822] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-12-16T20:35:00.370088] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-16T20:35:00.370209] [INFO ] [sig       ] WYNN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:00.506748] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/WYNN.txt
[2025-12-16T20:35:00.506870] [INFO ] [sig       ] [3529/3585] Completed WYNN in 0.3s | 2.95 sym/s | Total: 19.9m | ETA: 19.0s
[2025-12-16T20:35:00.506908] [INFO ] [sig       ] [3530/3585] Forecasting XBIL...
[2025-12-16T20:35:00.506938] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-16T20:35:00.506967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-16T20:35:00.517013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-16T20:35:00.517271] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-16T20:35:00.518042] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-16T20:35:00.518094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:00.518126] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:00.518152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:00.518208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:00.574416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:00.575041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:00.575120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:00.575152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:00.667926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:00.668066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:00.668104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:00.668131] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:00.671390] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=68.69%)
[2025-12-16T20:35:00.671680] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-16T20:35:00.671799] [INFO ] [sig       ] XBIL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:00.808649] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/XBIL.txt
[2025-12-16T20:35:00.808761] [INFO ] [sig       ] [3530/3585] Completed XBIL in 0.3s | 2.95 sym/s | Total: 19.9m | ETA: 18.6s
[2025-12-16T20:35:00.808799] [INFO ] [sig       ] [3531/3585] Forecasting XEL...
[2025-12-16T20:35:00.808828] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-16T20:35:00.808858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-16T20:35:00.818553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-16T20:35:00.818822] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-16T20:35:00.819628] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-16T20:35:00.819685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:00.819715] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:00.819741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:00.819796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:00.876354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:00.877085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:00.877167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:00.877199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:00.995446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:00.995588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:00.995627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:00.995685] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:00.998903] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: UP (p=75.97%)
[2025-12-16T20:35:00.999185] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-16T20:35:00.999313] [INFO ] [sig       ] XEL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:01.134764] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/XEL.txt
[2025-12-16T20:35:01.134877] [INFO ] [sig       ] [3531/3585] Completed XEL in 0.3s | 2.95 sym/s | Total: 19.9m | ETA: 18.3s
[2025-12-16T20:35:01.134916] [INFO ] [sig       ] [3532/3585] Forecasting XENE...
[2025-12-16T20:35:01.134945] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-16T20:35:01.134974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-16T20:35:01.146690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-16T20:35:01.147134] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-16T20:35:01.148248] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-16T20:35:01.148305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:01.148337] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:01.148363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:01.148421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:01.204935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:01.205642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:01.205720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:01.205753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:01.324383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:01.324518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:01.324556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:01.324602] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:01.327876] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=36.52%)
[2025-12-16T20:35:01.328141] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-16T20:35:01.328261] [INFO ] [sig       ] XENE: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:01.463979] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/XENE.txt
[2025-12-16T20:35:01.464148] [INFO ] [sig       ] [3532/3585] Completed XENE in 0.3s | 2.95 sym/s | Total: 19.9m | ETA: 18.0s
[2025-12-16T20:35:01.464187] [INFO ] [sig       ] [3533/3585] Forecasting XERS...
[2025-12-16T20:35:01.464218] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-16T20:35:01.464253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-16T20:35:01.476928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-16T20:35:01.477406] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-16T20:35:01.478330] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-16T20:35:01.478385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:01.478418] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:01.478445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:01.478504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:01.536801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:01.538039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:01.538153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:01.538188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:01.663619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:01.663861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:01.663914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:01.663949] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:01.668215] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-12-16T20:35:01.668590] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-16T20:35:01.668744] [INFO ] [sig       ] XERS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:01.817650] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/XERS.txt
[2025-12-16T20:35:01.817900] [INFO ] [sig       ] [3533/3585] Completed XERS in 0.4s | 2.95 sym/s | Total: 20.0m | ETA: 17.6s
[2025-12-16T20:35:01.817953] [INFO ] [sig       ] [3534/3585] Forecasting XGN...
[2025-12-16T20:35:01.817984] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-16T20:35:01.818020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-16T20:35:01.830536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-16T20:35:01.831136] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-16T20:35:01.832291] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-16T20:35:01.832345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:01.832378] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:01.832404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:01.832463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:01.888950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:01.890224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:01.890334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:01.890368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:02.016117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:02.016347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:02.016392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:02.016422] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:02.020431] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: UP (p=69.52%)
[2025-12-16T20:35:02.020785] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-16T20:35:02.020927] [INFO ] [sig       ] XGN: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:02.170787] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/XGN.txt
[2025-12-16T20:35:02.171001] [INFO ] [sig       ] [3534/3585] Completed XGN in 0.4s | 2.95 sym/s | Total: 20.0m | ETA: 17.3s
[2025-12-16T20:35:02.171043] [INFO ] [sig       ] [3535/3585] Forecasting XOM...
[2025-12-16T20:35:02.171075] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-16T20:35:02.171107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-16T20:35:02.184788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-16T20:35:02.185306] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-16T20:35:02.186257] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-16T20:35:02.186316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:02.186349] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:02.186376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:02.186434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:02.245899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:02.247100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:02.247202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:02.247235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:02.376699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:02.376923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:02.376966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:02.376995] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:02.381142] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=10.98%)
[2025-12-16T20:35:02.381443] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-16T20:35:02.381593] [INFO ] [sig       ] XOM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:02.524611] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/XOM.txt
[2025-12-16T20:35:02.524835] [INFO ] [sig       ] [3535/3585] Completed XOM in 0.4s | 2.95 sym/s | Total: 20.0m | ETA: 16.9s
[2025-12-16T20:35:02.524882] [INFO ] [sig       ] [3536/3585] Forecasting XOMA...
[2025-12-16T20:35:02.524914] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-16T20:35:02.524947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-16T20:35:02.537989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-16T20:35:02.538409] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-16T20:35:02.539451] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-16T20:35:02.539507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:02.539540] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:02.539588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:02.539664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:02.598773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:02.599886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:02.599982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:02.600016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:02.721671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:02.721908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:02.721957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:02.721988] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:02.726040] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: DOWN (p=32.08%)
[2025-12-16T20:35:02.726421] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-16T20:35:02.726607] [INFO ] [sig       ] XOMA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:02.966781] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/XOMA.txt
[2025-12-16T20:35:02.966994] [INFO ] [sig       ] [3536/3585] Completed XOMA in 0.4s | 2.95 sym/s | Total: 20.0m | ETA: 16.6s
[2025-12-16T20:35:02.967038] [INFO ] [sig       ] [3537/3585] Forecasting XOS...
[2025-12-16T20:35:02.967070] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-16T20:35:02.967102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-16T20:35:02.980202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-16T20:35:02.980775] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-16T20:35:02.981772] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-16T20:35:02.982015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:02.982048] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:02.982074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:02.982133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:03.043322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:03.044511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:03.044630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:03.044666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:03.171905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:03.172136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:03.172179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:03.172208] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:03.176200] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: UP (p=76.94%)
[2025-12-16T20:35:03.176565] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-16T20:35:03.176736] [INFO ] [sig       ] XOS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:03.321877] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/XOS.txt
[2025-12-16T20:35:03.322090] [INFO ] [sig       ] [3537/3585] Completed XOS in 0.4s | 2.95 sym/s | Total: 20.0m | ETA: 16.3s
[2025-12-16T20:35:03.322131] [INFO ] [sig       ] [3538/3585] Forecasting XP...
[2025-12-16T20:35:03.322162] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-16T20:35:03.322194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-16T20:35:03.334034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-16T20:35:03.334427] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-16T20:35:03.335281] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-16T20:35:03.335334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:03.335367] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:03.335395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:03.335452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:03.390879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:03.391776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:03.391899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:03.391933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:03.514998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:03.515177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:03.515217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:03.515248] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:03.518719] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: UP (p=68.48%)
[2025-12-16T20:35:03.519002] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-16T20:35:03.519131] [INFO ] [sig       ] XP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:03.656035] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/XP.txt
[2025-12-16T20:35:03.656180] [INFO ] [sig       ] [3538/3585] Completed XP in 0.3s | 2.95 sym/s | Total: 20.0m | ETA: 15.9s
[2025-12-16T20:35:03.656219] [INFO ] [sig       ] [3539/3585] Forecasting XPEL...
[2025-12-16T20:35:03.656249] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-16T20:35:03.656279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-16T20:35:03.667377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-16T20:35:03.667761] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-16T20:35:03.668550] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-16T20:35:03.668635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:03.668676] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:03.668709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:03.668778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:03.725116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:03.725808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:03.725887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:03.725919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:03.849512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:03.849725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:03.849766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:03.849795] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:03.853067] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: DOWN (p=21.97%)
[2025-12-16T20:35:03.853335] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-16T20:35:03.853457] [INFO ] [sig       ] XPEL: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:03.989491] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/XPEL.txt
[2025-12-16T20:35:03.989654] [INFO ] [sig       ] [3539/3585] Completed XPEL in 0.3s | 2.95 sym/s | Total: 20.0m | ETA: 15.6s
[2025-12-16T20:35:03.989697] [INFO ] [sig       ] [3540/3585] Forecasting XPO...
[2025-12-16T20:35:03.989727] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-16T20:35:03.989757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-16T20:35:04.000854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-16T20:35:04.001181] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-16T20:35:04.001956] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-16T20:35:04.002008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:04.002039] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:04.002066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:04.002121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:04.057732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:04.058545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:04.058652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:04.058685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:04.176940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:04.177103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:04.177144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:04.177172] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:04.181178] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: UP (p=96.78%)
[2025-12-16T20:35:04.181638] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-16T20:35:04.181818] [INFO ] [sig       ] XPO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:04.327494] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/XPO.txt
[2025-12-16T20:35:04.327663] [INFO ] [sig       ] [3540/3585] Completed XPO in 0.3s | 2.95 sym/s | Total: 20.0m | ETA: 15.3s
[2025-12-16T20:35:04.327705] [INFO ] [sig       ] [3541/3585] Forecasting XPOF...
[2025-12-16T20:35:04.327736] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-16T20:35:04.327765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-16T20:35:04.338733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-16T20:35:04.339019] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-16T20:35:04.339844] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-16T20:35:04.339897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:04.339928] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:04.339954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:04.340009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:04.395284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:04.396017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:04.396098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:04.396132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:04.517929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:04.518090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:04.518131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:04.518160] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:04.521523] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: UP (p=64.93%)
[2025-12-16T20:35:04.521812] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-16T20:35:04.521939] [INFO ] [sig       ] XPOF: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:04.663080] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/XPOF.txt
[2025-12-16T20:35:04.663271] [INFO ] [sig       ] [3541/3585] Completed XPOF in 0.3s | 2.95 sym/s | Total: 20.0m | ETA: 14.9s
[2025-12-16T20:35:04.663313] [INFO ] [sig       ] [3542/3585] Forecasting XPRO...
[2025-12-16T20:35:04.663344] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-16T20:35:04.663374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-16T20:35:04.674146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-16T20:35:04.674452] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-16T20:35:04.675231] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-16T20:35:04.675282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:04.675326] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:04.675354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:04.675411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:04.731917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:04.732860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:04.732977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:04.733013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:04.851679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:04.851860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:04.851918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:04.851962] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:04.856503] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=10.60%)
[2025-12-16T20:35:04.856868] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-16T20:35:04.857026] [INFO ] [sig       ] XPRO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:05.004377] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/XPRO.txt
[2025-12-16T20:35:05.004530] [INFO ] [sig       ] [3542/3585] Completed XPRO in 0.3s | 2.95 sym/s | Total: 20.0m | ETA: 14.6s
[2025-12-16T20:35:05.004587] [INFO ] [sig       ] [3543/3585] Forecasting XRAY...
[2025-12-16T20:35:05.004620] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-16T20:35:05.004652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-16T20:35:05.015888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-16T20:35:05.016151] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-16T20:35:05.016965] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-16T20:35:05.017018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:05.017051] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:05.017079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:05.017134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:05.074705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:05.075401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:05.075482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:05.075515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:05.193668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:05.193827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:05.193868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:05.193896] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:05.197249] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-12-16T20:35:05.197517] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-16T20:35:05.197662] [INFO ] [sig       ] XRAY: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:05.335816] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/XRAY.txt
[2025-12-16T20:35:05.335956] [INFO ] [sig       ] [3543/3585] Completed XRAY in 0.3s | 2.95 sym/s | Total: 20.0m | ETA: 14.2s
[2025-12-16T20:35:05.335996] [INFO ] [sig       ] [3544/3585] Forecasting XRX...
[2025-12-16T20:35:05.336027] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-16T20:35:05.336059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-16T20:35:05.346993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-16T20:35:05.347259] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-16T20:35:05.348020] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-16T20:35:05.348071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:05.348103] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:05.348130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:05.348185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:05.403479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:05.404246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:05.404342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:05.404377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:05.521895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:05.522031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:05.522068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:05.522097] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:05.525345] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-12-16T20:35:05.525622] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-16T20:35:05.525750] [INFO ] [sig       ] XRX: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:05.664669] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/XRX.txt
[2025-12-16T20:35:05.664795] [INFO ] [sig       ] [3544/3585] Completed XRX in 0.3s | 2.95 sym/s | Total: 20.0m | ETA: 13.9s
[2025-12-16T20:35:05.664833] [INFO ] [sig       ] [3545/3585] Forecasting XTIA...
[2025-12-16T20:35:05.664863] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-16T20:35:05.664892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-16T20:35:05.675848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-16T20:35:05.676115] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-16T20:35:05.676908] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-16T20:35:05.676959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:05.677031] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:05.677066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:05.677140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:05.734679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:05.735690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:05.735776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:05.735811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:05.860856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:05.861009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:05.861050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:05.861079] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:05.864468] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: DOWN (p=20.41%)
[2025-12-16T20:35:05.864775] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-16T20:35:05.864902] [INFO ] [sig       ] XTIA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:06.002983] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/XTIA.txt
[2025-12-16T20:35:06.003109] [INFO ] [sig       ] [3545/3585] Completed XTIA in 0.3s | 2.95 sym/s | Total: 20.0m | ETA: 13.6s
[2025-12-16T20:35:06.003155] [INFO ] [sig       ] [3546/3585] Forecasting XTKG...
[2025-12-16T20:35:06.003186] [INFO ] [sig       ] Generating forecast for: XTKG
[2025-12-16T20:35:06.003215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'.
[2025-12-16T20:35:06.014744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTKG'.
[2025-12-16T20:35:06.015040] [INFO ] [FORECASTER] Starting predict_future for XTKG
[2025-12-16T20:35:06.015855] [DEBUG] [LOCAL     ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt
[2025-12-16T20:35:06.015906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:06.015938] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:06.015965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:06.016020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:06.070865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:06.071501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:06.071597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:06.071631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:06.184722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:06.184883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:06.184923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:06.184950] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:06.188302] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: UP (p=83.93%)
[2025-12-16T20:35:06.188584] [INFO ] [FORECASTER] Completed predict_future for XTKG
[2025-12-16T20:35:06.188716] [INFO ] [sig       ] XTKG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:06.325375] [INFO ] [LOCAL     ] Saved forecast: XTKG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/XTKG.txt
[2025-12-16T20:35:06.325504] [INFO ] [sig       ] [3546/3585] Completed XTKG in 0.3s | 2.95 sym/s | Total: 20.0m | ETA: 13.2s
[2025-12-16T20:35:06.325543] [INFO ] [sig       ] [3547/3585] Forecasting XYF...
[2025-12-16T20:35:06.325589] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-16T20:35:06.325624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-16T20:35:06.335680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-16T20:35:06.335942] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-16T20:35:06.336702] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-16T20:35:06.336753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:06.336787] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:06.336813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:06.336869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:06.391824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:06.392392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:06.392471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:06.392504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:06.508185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:06.508338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:06.508378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:06.508406] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:06.511791] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=43.07%)
[2025-12-16T20:35:06.512061] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-16T20:35:06.512202] [INFO ] [sig       ] XYF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:06.649393] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/XYF.txt
[2025-12-16T20:35:06.649523] [INFO ] [sig       ] [3547/3585] Completed XYF in 0.3s | 2.95 sym/s | Total: 20.0m | ETA: 12.9s
[2025-12-16T20:35:06.649562] [INFO ] [sig       ] [3548/3585] Forecasting XYL...
[2025-12-16T20:35:06.649609] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-16T20:35:06.649641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-16T20:35:06.660335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-16T20:35:06.660640] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-16T20:35:06.661422] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-16T20:35:06.661475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:06.661507] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:06.661534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:06.661621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:06.722422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:06.723383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:06.723477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:06.723511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:06.844612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:06.844772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:06.844812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:06.844897] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:06.848351] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=94.58%)
[2025-12-16T20:35:06.848639] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-16T20:35:06.848764] [INFO ] [sig       ] XYL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:06.984445] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/XYL.txt
[2025-12-16T20:35:06.984559] [INFO ] [sig       ] [3548/3585] Completed XYL in 0.3s | 2.95 sym/s | Total: 20.0m | ETA: 12.5s
[2025-12-16T20:35:06.984614] [INFO ] [sig       ] [3549/3585] Forecasting YALA...
[2025-12-16T20:35:06.984644] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-16T20:35:06.984674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-16T20:35:06.995233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-16T20:35:06.995488] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-16T20:35:06.996246] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-16T20:35:06.996297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:06.996328] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:06.996354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:06.996410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:07.052078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:07.052837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:07.052917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:07.052971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:07.172338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:07.172498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:07.172554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:07.172602] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:07.175937] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-12-16T20:35:07.176204] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-16T20:35:07.176329] [INFO ] [sig       ] YALA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:07.314228] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/YALA.txt
[2025-12-16T20:35:07.314355] [INFO ] [sig       ] [3549/3585] Completed YALA in 0.3s | 2.95 sym/s | Total: 20.0m | ETA: 12.2s
[2025-12-16T20:35:07.314392] [INFO ] [sig       ] [3550/3585] Forecasting YELP...
[2025-12-16T20:35:07.314422] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-16T20:35:07.314452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-16T20:35:07.325256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-12-16T20:35:07.325534] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-16T20:35:07.326308] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-16T20:35:07.326360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:07.326392] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:07.326418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:07.326474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:07.382038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:07.382649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:07.382728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:07.382759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:07.505519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:07.505673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:07.505711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:07.505740] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:07.509339] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-12-16T20:35:07.509670] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-16T20:35:07.509818] [INFO ] [sig       ] YELP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:07.647028] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/YELP.txt
[2025-12-16T20:35:07.647140] [INFO ] [sig       ] [3550/3585] Completed YELP in 0.3s | 2.95 sym/s | Total: 20.1m | ETA: 11.9s
[2025-12-16T20:35:07.647176] [INFO ] [sig       ] [3551/3585] Forecasting YETI...
[2025-12-16T20:35:07.647204] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-16T20:35:07.647234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-16T20:35:07.658007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-16T20:35:07.658265] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-16T20:35:07.659055] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-16T20:35:07.659106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:07.659137] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:07.659179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:07.659238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:07.715456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:07.716070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:07.716169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:07.716203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:07.834478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:07.834607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:07.834644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:07.834672] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:07.837831] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=57.50%)
[2025-12-16T20:35:07.838097] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-16T20:35:07.838217] [INFO ] [sig       ] YETI: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:07.974465] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/YETI.txt
[2025-12-16T20:35:07.974605] [INFO ] [sig       ] [3551/3585] Completed YETI in 0.3s | 2.95 sym/s | Total: 20.1m | ETA: 11.5s
[2025-12-16T20:35:07.974646] [INFO ] [sig       ] [3552/3585] Forecasting YMM...
[2025-12-16T20:35:07.974675] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-16T20:35:07.974709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-16T20:35:07.985477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-16T20:35:07.985851] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-16T20:35:07.986614] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-16T20:35:07.986666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:07.986703] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:07.986729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:07.986784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:08.042145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:08.042833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:08.042911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:08.042943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:08.163919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:08.164048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:08.164090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:08.164120] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:08.167607] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=72.88%)
[2025-12-16T20:35:08.167884] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-16T20:35:08.168012] [INFO ] [sig       ] YMM: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:08.304754] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/YMM.txt
[2025-12-16T20:35:08.304866] [INFO ] [sig       ] [3552/3585] Completed YMM in 0.3s | 2.95 sym/s | Total: 20.1m | ETA: 11.2s
[2025-12-16T20:35:08.304902] [INFO ] [sig       ] [3553/3585] Forecasting YPF...
[2025-12-16T20:35:08.304931] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-16T20:35:08.304960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-16T20:35:08.315850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-16T20:35:08.316107] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-16T20:35:08.316903] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-16T20:35:08.316955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:08.316997] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:08.317025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:08.317081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:08.372480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:08.373074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:08.373151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:08.373182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:08.493952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:08.494087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:08.494124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:08.494151] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:08.497591] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-16T20:35:08.497883] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-16T20:35:08.498003] [INFO ] [sig       ] YPF: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:08.636079] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/YPF.txt
[2025-12-16T20:35:08.636188] [INFO ] [sig       ] [3553/3585] Completed YPF in 0.3s | 2.95 sym/s | Total: 20.1m | ETA: 10.8s
[2025-12-16T20:35:08.636225] [INFO ] [sig       ] [3554/3585] Forecasting YQQQ...
[2025-12-16T20:35:08.636253] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-16T20:35:08.636284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-16T20:35:08.647645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-16T20:35:08.647929] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-16T20:35:08.648676] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-16T20:35:08.648727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:08.648758] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:08.648785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:08.648840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:08.704881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:08.705448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:08.705526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:08.705557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:08.822090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:08.822227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:08.822264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:08.822292] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:08.825525] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2025-12-16T20:35:08.825802] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-16T20:35:08.825918] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:08.965138] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/YQQQ.txt
[2025-12-16T20:35:08.965268] [INFO ] [sig       ] [3554/3585] Completed YQQQ in 0.3s | 2.95 sym/s | Total: 20.1m | ETA: 10.5s
[2025-12-16T20:35:08.965307] [INFO ] [sig       ] [3555/3585] Forecasting YRD...
[2025-12-16T20:35:08.965336] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-16T20:35:08.965366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-16T20:35:08.976025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-16T20:35:08.976335] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-16T20:35:08.977100] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-16T20:35:08.977151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:08.977182] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:08.977209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:08.977265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:09.037786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:09.038548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:09.038674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:09.038708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:09.164313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:09.164463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:09.164502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:09.164530] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:09.167860] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-12-16T20:35:09.168124] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-16T20:35:09.168242] [INFO ] [sig       ] YRD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:09.323774] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/YRD.txt
[2025-12-16T20:35:09.323930] [INFO ] [sig       ] [3555/3585] Completed YRD in 0.4s | 2.95 sym/s | Total: 20.1m | ETA: 10.2s
[2025-12-16T20:35:09.323971] [INFO ] [sig       ] [3556/3585] Forecasting YSG...
[2025-12-16T20:35:09.324003] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-16T20:35:09.324034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-16T20:35:09.334664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-16T20:35:09.334928] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-16T20:35:09.335714] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-16T20:35:09.335767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:09.335799] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:09.335830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:09.335899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:09.394765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:09.395755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:09.395856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:09.395908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:09.526050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:09.526197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:09.526236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:09.526264] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:09.529594] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=98.96%)
[2025-12-16T20:35:09.529894] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-16T20:35:09.530018] [INFO ] [sig       ] YSG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:09.678191] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/YSG.txt
[2025-12-16T20:35:09.678328] [INFO ] [sig       ] [3556/3585] Completed YSG in 0.4s | 2.95 sym/s | Total: 20.1m | ETA: 9.8s
[2025-12-16T20:35:09.678368] [INFO ] [sig       ] [3557/3585] Forecasting YTRA...
[2025-12-16T20:35:09.678405] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-16T20:35:09.678436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-16T20:35:09.691566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-16T20:35:09.692095] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-16T20:35:09.693242] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-16T20:35:09.693297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:09.693330] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:09.693356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:09.693412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:09.754141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:09.755272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:09.755390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:09.755426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:09.873298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:09.873533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:09.873597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:09.873632] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:09.877752] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: UP (p=59.90%)
[2025-12-16T20:35:09.878075] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-16T20:35:09.878218] [INFO ] [sig       ] YTRA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:10.024866] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/YTRA.txt
[2025-12-16T20:35:10.025495] [INFO ] [sig       ] [3557/3585] Completed YTRA in 0.3s | 2.95 sym/s | Total: 20.1m | ETA: 9.5s
[2025-12-16T20:35:10.025553] [INFO ] [sig       ] [3558/3585] Forecasting YUM...
[2025-12-16T20:35:10.025613] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-16T20:35:10.025674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-16T20:35:10.041324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-16T20:35:10.041911] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-16T20:35:10.042897] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-16T20:35:10.042957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:10.042996] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:10.043025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:10.043083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:10.101027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:10.102246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:10.102349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:10.102383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:10.222714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:10.222950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:10.222994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:10.223024] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:10.226847] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=44.40%)
[2025-12-16T20:35:10.227156] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-16T20:35:10.227296] [INFO ] [sig       ] YUM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:10.369939] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/YUM.txt
[2025-12-16T20:35:10.370205] [INFO ] [sig       ] [3558/3585] Completed YUM in 0.3s | 2.95 sym/s | Total: 20.1m | ETA: 9.1s
[2025-12-16T20:35:10.370251] [INFO ] [sig       ] [3559/3585] Forecasting YUMC...
[2025-12-16T20:35:10.370282] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-16T20:35:10.370315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-16T20:35:10.382653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-16T20:35:10.383167] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-16T20:35:10.384086] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-16T20:35:10.384141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:10.384175] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:10.384202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:10.384263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:10.441945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:10.443086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:10.443184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:10.443218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:10.575757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:10.575975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:10.576020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:10.576050] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:10.580311] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=7.48%)
[2025-12-16T20:35:10.580662] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-16T20:35:10.580804] [INFO ] [sig       ] YUMC: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:10.724278] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/YUMC.txt
[2025-12-16T20:35:10.724499] [INFO ] [sig       ] [3559/3585] Completed YUMC in 0.4s | 2.95 sym/s | Total: 20.1m | ETA: 8.8s
[2025-12-16T20:35:10.724543] [INFO ] [sig       ] [3560/3585] Forecasting Z...
[2025-12-16T20:35:10.724593] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-16T20:35:10.724631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-16T20:35:10.737305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-16T20:35:10.737895] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-16T20:35:10.738811] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-16T20:35:10.738863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:10.738896] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:10.738924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:10.738981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:10.795440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:10.796489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:10.796632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:10.796672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:10.920702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:10.920959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:10.921025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:10.921082] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:10.924890] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: UP (p=86.62%)
[2025-12-16T20:35:10.925179] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-16T20:35:10.925307] [INFO ] [sig       ] Z: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:11.064377] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/Z.txt
[2025-12-16T20:35:11.064588] [INFO ] [sig       ] [3560/3585] Completed Z in 0.3s | 2.95 sym/s | Total: 20.1m | ETA: 8.5s
[2025-12-16T20:35:11.064632] [INFO ] [sig       ] [3561/3585] Forecasting ZBH...
[2025-12-16T20:35:11.064663] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-16T20:35:11.064694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-16T20:35:11.076911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-16T20:35:11.077495] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-16T20:35:11.078460] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-16T20:35:11.078517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:11.078552] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:11.078613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:11.078676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:11.135148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:11.136223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:11.136320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:11.136354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:11.255551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:11.255791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:11.255838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:11.255870] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:11.259776] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-12-16T20:35:11.260082] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-16T20:35:11.260213] [INFO ] [sig       ] ZBH: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:11.404348] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ZBH.txt
[2025-12-16T20:35:11.404535] [INFO ] [sig       ] [3561/3585] Completed ZBH in 0.3s | 2.95 sym/s | Total: 20.1m | ETA: 8.1s
[2025-12-16T20:35:11.404609] [INFO ] [sig       ] [3562/3585] Forecasting ZBIO...
[2025-12-16T20:35:11.404642] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-16T20:35:11.404675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-16T20:35:11.417359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-16T20:35:11.417813] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-16T20:35:11.418674] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-16T20:35:11.418727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:11.418793] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:11.418825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:11.418899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:11.478256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:11.479142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:11.479248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:11.479282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:11.601976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:11.602134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:11.602174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:11.602202] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:11.605615] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: UP (p=58.55%)
[2025-12-16T20:35:11.605934] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-16T20:35:11.606062] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:11.745003] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ZBIO.txt
[2025-12-16T20:35:11.745155] [INFO ] [sig       ] [3562/3585] Completed ZBIO in 0.3s | 2.95 sym/s | Total: 20.1m | ETA: 7.8s
[2025-12-16T20:35:11.745195] [INFO ] [sig       ] [3563/3585] Forecasting ZBRA...
[2025-12-16T20:35:11.745226] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-16T20:35:11.745255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-16T20:35:11.755899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-16T20:35:11.756162] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-16T20:35:11.756924] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-16T20:35:11.756975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:11.757007] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:11.757033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:11.757088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:11.813745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:11.814818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:11.814908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:11.814941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:11.934514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:11.934677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:11.934719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:11.934748] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:11.938097] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: DOWN (p=46.96%)
[2025-12-16T20:35:11.938362] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-16T20:35:11.938483] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:12.078745] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ZBRA.txt
[2025-12-16T20:35:12.078908] [INFO ] [sig       ] [3563/3585] Completed ZBRA in 0.3s | 2.95 sym/s | Total: 20.1m | ETA: 7.5s
[2025-12-16T20:35:12.078948] [INFO ] [sig       ] [3564/3585] Forecasting ZD...
[2025-12-16T20:35:12.078978] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-16T20:35:12.079009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-16T20:35:12.093740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-16T20:35:12.094328] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-16T20:35:12.095457] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-16T20:35:12.095510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:12.095544] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:12.095593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:12.095656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:12.153993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:12.155621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:12.155788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:12.155825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:12.287743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:12.287996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:12.288047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:12.288082] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:12.293559] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=91.41%)
[2025-12-16T20:35:12.293982] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-16T20:35:12.294153] [INFO ] [sig       ] ZD: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:12.470838] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ZD.txt
[2025-12-16T20:35:12.471203] [INFO ] [sig       ] [3564/3585] Completed ZD in 0.4s | 2.95 sym/s | Total: 20.1m | ETA: 7.1s
[2025-12-16T20:35:12.471277] [INFO ] [sig       ] [3565/3585] Forecasting ZEPP...
[2025-12-16T20:35:12.471328] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-16T20:35:12.471378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-16T20:35:12.489983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-16T20:35:12.490771] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-16T20:35:12.492434] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-16T20:35:12.492508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:12.492546] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:12.492604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:12.492687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:12.574806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:12.576415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:12.576565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:12.576655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:12.732303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:12.732569] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:12.732641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:12.732725] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:12.737666] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-12-16T20:35:12.738284] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-16T20:35:12.738546] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:12.953490] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ZEPP.txt
[2025-12-16T20:35:12.954054] [INFO ] [sig       ] [3565/3585] Completed ZEPP in 0.5s | 2.95 sym/s | Total: 20.1m | ETA: 6.8s
[2025-12-16T20:35:12.954103] [INFO ] [sig       ] [3566/3585] Forecasting ZETA...
[2025-12-16T20:35:12.954136] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-16T20:35:12.954170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-16T20:35:12.975402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-16T20:35:12.976144] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-16T20:35:12.977741] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-16T20:35:12.977924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:12.977989] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:12.978036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:12.978131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:13.065319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:13.066697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:13.066871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:13.066930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:13.207428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:13.207695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:13.207741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:13.207771] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:13.212002] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: DOWN (p=10.51%)
[2025-12-16T20:35:13.212376] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-16T20:35:13.212534] [INFO ] [sig       ] ZETA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:13.358842] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ZETA.txt
[2025-12-16T20:35:13.359068] [INFO ] [sig       ] [3566/3585] Completed ZETA in 0.4s | 2.95 sym/s | Total: 20.1m | ETA: 6.4s
[2025-12-16T20:35:13.359113] [INFO ] [sig       ] [3567/3585] Forecasting ZEUS...
[2025-12-16T20:35:13.359146] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-16T20:35:13.359203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-16T20:35:13.373996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-16T20:35:13.374569] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-16T20:35:13.375677] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-16T20:35:13.375743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:13.375787] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:13.375827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:13.375907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:13.444791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:13.445780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:13.445880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:13.445917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:13.571835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:13.571994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:13.572035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:13.572064] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:13.575462] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: UP (p=69.34%)
[2025-12-16T20:35:13.575758] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-16T20:35:13.575887] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:13.716743] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ZEUS.txt
[2025-12-16T20:35:13.716902] [INFO ] [sig       ] [3567/3585] Completed ZEUS in 0.4s | 2.95 sym/s | Total: 20.2m | ETA: 6.1s
[2025-12-16T20:35:13.716943] [INFO ] [sig       ] [3568/3585] Forecasting ZG...
[2025-12-16T20:35:13.716973] [INFO ] [sig       ] Generating forecast for: ZG
[2025-12-16T20:35:13.717005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZG' from 'https://tdm.silogroup.org/data/derivative_storage/ZG.csv'.
[2025-12-16T20:35:13.728103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZG'.
[2025-12-16T20:35:13.728496] [INFO ] [FORECASTER] Starting predict_future for ZG
[2025-12-16T20:35:13.729401] [DEBUG] [LOCAL     ] No optimal features file found for ZG: ./output/feature-sets/ZG.txt
[2025-12-16T20:35:13.729454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:13.729485] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:13.729511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:13.729567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:13.790930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:13.791770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:13.791855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:13.791888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:13.919530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:13.919741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:13.919785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:13.919819] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:13.923358] [DEBUG] [FORECASTER] ZG: Forecast T+1@11:T+2@11: UP (p=78.22%)
[2025-12-16T20:35:13.923684] [INFO ] [FORECASTER] Completed predict_future for ZG
[2025-12-16T20:35:13.923850] [INFO ] [sig       ] ZG: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:14.067112] [INFO ] [LOCAL     ] Saved forecast: ZG	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ZG.txt
[2025-12-16T20:35:14.067257] [INFO ] [sig       ] [3568/3585] Completed ZG in 0.4s | 2.95 sym/s | Total: 20.2m | ETA: 5.8s
[2025-12-16T20:35:14.067297] [INFO ] [sig       ] [3569/3585] Forecasting ZGN...
[2025-12-16T20:35:14.067326] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-16T20:35:14.067356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-16T20:35:14.078800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-16T20:35:14.079126] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-16T20:35:14.079984] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-16T20:35:14.080036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:14.080068] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:14.080094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:14.080149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:14.140857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:14.141782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:14.141883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:14.141924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:14.269333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:14.269488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:14.269527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:14.269556] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:14.273055] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=17.77%)
[2025-12-16T20:35:14.273371] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-16T20:35:14.273511] [INFO ] [sig       ] ZGN: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:14.415935] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ZGN.txt
[2025-12-16T20:35:14.416100] [INFO ] [sig       ] [3569/3585] Completed ZGN in 0.3s | 2.95 sym/s | Total: 20.2m | ETA: 5.4s
[2025-12-16T20:35:14.416160] [INFO ] [sig       ] [3570/3585] Forecasting ZH...
[2025-12-16T20:35:14.416192] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-16T20:35:14.416224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-16T20:35:14.428396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-16T20:35:14.428776] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-16T20:35:14.429691] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-16T20:35:14.429745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:14.429780] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:14.429812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:14.429891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:14.489106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:14.490050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:14.490134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:14.490167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:14.615153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:14.615319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:14.615372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:14.615404] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:14.619006] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=27.54%)
[2025-12-16T20:35:14.619319] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-16T20:35:14.619457] [INFO ] [sig       ] ZH: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:14.763276] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ZH.txt
[2025-12-16T20:35:14.763430] [INFO ] [sig       ] [3570/3585] Completed ZH in 0.3s | 2.95 sym/s | Total: 20.2m | ETA: 5.1s
[2025-12-16T20:35:14.763472] [INFO ] [sig       ] [3571/3585] Forecasting ZIM...
[2025-12-16T20:35:14.763501] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-16T20:35:14.763532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-16T20:35:14.776935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-16T20:35:14.777481] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-16T20:35:14.778462] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-16T20:35:14.778517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:14.778551] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:14.778596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:14.778657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:14.836646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:14.837832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:14.837947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:14.837982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:14.962955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:14.963191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:14.963236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:14.963266] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:14.967404] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=28.78%)
[2025-12-16T20:35:14.967779] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-16T20:35:14.967961] [INFO ] [sig       ] ZIM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:15.115380] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ZIM.txt
[2025-12-16T20:35:15.115599] [INFO ] [sig       ] [3571/3585] Completed ZIM in 0.4s | 2.95 sym/s | Total: 20.2m | ETA: 4.7s
[2025-12-16T20:35:15.115645] [INFO ] [sig       ] [3572/3585] Forecasting ZION...
[2025-12-16T20:35:15.115676] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-16T20:35:15.115707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-16T20:35:15.128009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-16T20:35:15.128562] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-16T20:35:15.129510] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-16T20:35:15.129564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:15.129628] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:15.129657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:15.129713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:15.189218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:15.190419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:15.190603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:15.190642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:15.318745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:15.318972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:15.319016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:15.319046] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:15.323060] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: DOWN (p=36.45%)
[2025-12-16T20:35:15.323396] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-16T20:35:15.323536] [INFO ] [sig       ] ZION: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:15.470931] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ZION.txt
[2025-12-16T20:35:15.471134] [INFO ] [sig       ] [3572/3585] Completed ZION in 0.4s | 2.95 sym/s | Total: 20.2m | ETA: 4.4s
[2025-12-16T20:35:15.471180] [INFO ] [sig       ] [3573/3585] Forecasting ZIP...
[2025-12-16T20:35:15.471212] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-16T20:35:15.471248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-16T20:35:15.483144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-16T20:35:15.483689] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-16T20:35:15.484549] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-16T20:35:15.484632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:15.484667] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:15.484695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:15.484753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:15.543339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:15.544461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:15.544564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:15.544618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:15.672985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:15.673224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:15.673299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:15.673332] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:15.677400] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-12-16T20:35:15.677774] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-16T20:35:15.677931] [INFO ] [sig       ] ZIP: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:15.819707] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ZIP.txt
[2025-12-16T20:35:15.819920] [INFO ] [sig       ] [3573/3585] Completed ZIP in 0.3s | 2.95 sym/s | Total: 20.2m | ETA: 4.1s
[2025-12-16T20:35:15.819963] [INFO ] [sig       ] [3574/3585] Forecasting ZLAB...
[2025-12-16T20:35:15.819994] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-16T20:35:15.820024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-16T20:35:15.832133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-16T20:35:15.832648] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-16T20:35:15.833509] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-16T20:35:15.833561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:15.833625] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:15.833653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:15.833710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:15.890115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:15.891308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:15.891418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:15.891452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:16.014165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:16.014398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:16.014444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:16.014479] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:16.018458] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=10.46%)
[2025-12-16T20:35:16.018812] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-16T20:35:16.018961] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:16.160005] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ZLAB.txt
[2025-12-16T20:35:16.160216] [INFO ] [sig       ] [3574/3585] Completed ZLAB in 0.3s | 2.95 sym/s | Total: 20.2m | ETA: 3.7s
[2025-12-16T20:35:16.160259] [INFO ] [sig       ] [3575/3585] Forecasting ZM...
[2025-12-16T20:35:16.160288] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-16T20:35:16.160323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-16T20:35:16.172449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-16T20:35:16.172962] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-16T20:35:16.173855] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-16T20:35:16.173907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:16.173941] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:16.173967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:16.174024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:16.234793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:16.236091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:16.236232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:16.236270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:16.356041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:16.356271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:16.356315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:16.356347] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:16.360241] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=31.11%)
[2025-12-16T20:35:16.360602] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-16T20:35:16.360748] [INFO ] [sig       ] ZM: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:16.499688] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ZM.txt
[2025-12-16T20:35:16.499913] [INFO ] [sig       ] [3575/3585] Completed ZM in 0.3s | 2.95 sym/s | Total: 20.2m | ETA: 3.4s
[2025-12-16T20:35:16.499956] [INFO ] [sig       ] [3576/3585] Forecasting ZNTL...
[2025-12-16T20:35:16.499986] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-16T20:35:16.500018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-16T20:35:16.512253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-16T20:35:16.512786] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-16T20:35:16.513689] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-16T20:35:16.513742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:16.513777] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:16.513804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:16.513867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:16.572906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:16.574010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:16.574109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:16.574143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:16.698493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:16.698727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:16.698772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:16.698804] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:16.703161] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: UP (p=91.00%)
[2025-12-16T20:35:16.703568] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-16T20:35:16.703775] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:16.847547] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ZNTL.txt
[2025-12-16T20:35:16.847826] [INFO ] [sig       ] [3576/3585] Completed ZNTL in 0.3s | 2.95 sym/s | Total: 20.2m | ETA: 3.1s
[2025-12-16T20:35:16.847873] [INFO ] [sig       ] [3577/3585] Forecasting ZS...
[2025-12-16T20:35:16.847902] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-16T20:35:16.847936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-16T20:35:16.860458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-16T20:35:16.860927] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-16T20:35:16.861760] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-16T20:35:16.861813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:16.861847] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:16.861887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:16.861946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:16.921290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:16.922043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:16.922129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:16.922162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:17.042832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:17.042993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:17.043033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:17.043062] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:17.046718] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: DOWN (p=18.64%)
[2025-12-16T20:35:17.047040] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-16T20:35:17.047180] [INFO ] [sig       ] ZS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:17.182899] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ZS.txt
[2025-12-16T20:35:17.183040] [INFO ] [sig       ] [3577/3585] Completed ZS in 0.3s | 2.95 sym/s | Total: 20.2m | ETA: 2.7s
[2025-12-16T20:35:17.183080] [INFO ] [sig       ] [3578/3585] Forecasting ZTO...
[2025-12-16T20:35:17.183109] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-16T20:35:17.183139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-16T20:35:17.193299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-16T20:35:17.193635] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-16T20:35:17.194399] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-16T20:35:17.194451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:17.194485] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:17.194513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:17.194570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:17.251249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:17.252149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:17.252234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:17.252266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:17.372938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:17.373096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:17.373136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:17.373165] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:17.376494] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=11.04%)
[2025-12-16T20:35:17.376779] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-16T20:35:17.376902] [INFO ] [sig       ] ZTO: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:17.518501] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ZTO.txt
[2025-12-16T20:35:17.518707] [INFO ] [sig       ] [3578/3585] Completed ZTO in 0.3s | 2.95 sym/s | Total: 20.2m | ETA: 2.4s
[2025-12-16T20:35:17.518750] [INFO ] [sig       ] [3579/3585] Forecasting ZTS...
[2025-12-16T20:35:17.518780] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-16T20:35:17.518810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-16T20:35:17.529755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-16T20:35:17.530156] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-16T20:35:17.531015] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-16T20:35:17.531072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:17.531133] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:17.531162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:17.531219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:17.588942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:17.589843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:17.589949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:17.589988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:17.715822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:17.715973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:17.716014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:17.716042] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:17.719434] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: DOWN (p=30.26%)
[2025-12-16T20:35:17.719722] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-16T20:35:17.719846] [INFO ] [sig       ] ZTS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:17.857222] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ZTS.txt
[2025-12-16T20:35:17.857339] [INFO ] [sig       ] [3579/3585] Completed ZTS in 0.3s | 2.95 sym/s | Total: 20.2m | ETA: 2.0s
[2025-12-16T20:35:17.857378] [INFO ] [sig       ] [3580/3585] Forecasting ZUMZ...
[2025-12-16T20:35:17.857406] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-16T20:35:17.857436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-16T20:35:17.867760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-16T20:35:17.868045] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-16T20:35:17.868802] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-16T20:35:17.868851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:17.868882] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:17.868909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:17.868965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:17.934870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:17.935903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:17.935991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:17.936025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:18.054790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:18.054969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:18.055011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:18.055039] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:18.058489] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-12-16T20:35:18.058797] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-16T20:35:18.058927] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:18.199519] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ZUMZ.txt
[2025-12-16T20:35:18.199731] [INFO ] [sig       ] [3580/3585] Completed ZUMZ in 0.3s | 2.95 sym/s | Total: 20.2m | ETA: 1.7s
[2025-12-16T20:35:18.199772] [INFO ] [sig       ] [3581/3585] Forecasting ZURA...
[2025-12-16T20:35:18.199801] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-16T20:35:18.199847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-16T20:35:18.211803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-16T20:35:18.212099] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-16T20:35:18.212987] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-16T20:35:18.213039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:18.213071] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:18.213096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:18.213158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:18.269351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:18.270332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:18.270420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:18.270452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:18.391314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:18.391484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:18.391525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:18.391553] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:18.395096] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-12-16T20:35:18.395380] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-16T20:35:18.395507] [INFO ] [sig       ] ZURA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:18.532176] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ZURA.txt
[2025-12-16T20:35:18.532320] [INFO ] [sig       ] [3581/3585] Completed ZURA in 0.3s | 2.95 sym/s | Total: 20.2m | ETA: 1.4s
[2025-12-16T20:35:18.532360] [INFO ] [sig       ] [3582/3585] Forecasting ZVIA...
[2025-12-16T20:35:18.532389] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-16T20:35:18.532419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-16T20:35:18.542809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-16T20:35:18.543095] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-16T20:35:18.543867] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-16T20:35:18.543926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:18.543964] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:18.543996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:18.544063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:18.600185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:18.600928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:18.601038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:18.601079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:18.723343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:18.723493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:18.723533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:18.723608] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:18.726909] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: UP (p=91.71%)
[2025-12-16T20:35:18.727173] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-16T20:35:18.727291] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:18.865601] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ZVIA.txt
[2025-12-16T20:35:18.865783] [INFO ] [sig       ] [3582/3585] Completed ZVIA in 0.3s | 2.95 sym/s | Total: 20.2m | ETA: 1.0s
[2025-12-16T20:35:18.865826] [INFO ] [sig       ] [3583/3585] Forecasting ZVRA...
[2025-12-16T20:35:18.865855] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-16T20:35:18.865887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-16T20:35:18.876280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-16T20:35:18.876672] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-16T20:35:18.877422] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-16T20:35:18.877474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:18.877505] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:18.877532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:18.877607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:18.936772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:18.937867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:18.937948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:18.937981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:19.053722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:19.053878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:19.053917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:19.053945] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:19.057302] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: DOWN (p=20.35%)
[2025-12-16T20:35:19.057599] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-16T20:35:19.057729] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:19.196809] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ZVRA.txt
[2025-12-16T20:35:19.196938] [INFO ] [sig       ] [3583/3585] Completed ZVRA in 0.3s | 2.95 sym/s | Total: 20.2m | ETA: 0.7s
[2025-12-16T20:35:19.196977] [INFO ] [sig       ] [3584/3585] Forecasting ZWS...
[2025-12-16T20:35:19.197006] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-16T20:35:19.197037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-16T20:35:19.207161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-16T20:35:19.207403] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-16T20:35:19.208163] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-16T20:35:19.208216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:19.208247] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:19.208274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:19.208331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:19.264182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:19.265037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:19.265117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:19.265149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:19.383638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:19.383796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:19.383836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:19.383882] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:19.387236] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=20.80%)
[2025-12-16T20:35:19.387523] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-16T20:35:19.387672] [INFO ] [sig       ] ZWS: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-16T20:35:19.524426] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/ZWS.txt
[2025-12-16T20:35:19.524601] [INFO ] [sig       ] [3584/3585] Completed ZWS in 0.3s | 2.95 sym/s | Total: 20.2m | ETA: 0.3s
[2025-12-16T20:35:19.524644] [INFO ] [sig       ] [3585/3585] Forecasting ZYME...
[2025-12-16T20:35:19.524673] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-16T20:35:19.524703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-16T20:35:19.535907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-16T20:35:19.536258] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-16T20:35:19.537126] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-16T20:35:19.537181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-16T20:35:19.537214] [DEBUG] [FORECASTER] Starting train method
[2025-12-16T20:35:19.537241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-16T20:35:19.537297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-16T20:35:19.595707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-16T20:35:19.596555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-16T20:35:19.596662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-16T20:35:19.596695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-16T20:35:19.718323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-16T20:35:19.718476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-16T20:35:19.718515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-16T20:35:19.718543] [INFO ] [FORECASTER] Training complete
[2025-12-16T20:35:19.721851] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: UP (p=82.53%)
[2025-12-16T20:35:19.722147] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-16T20:35:19.722266] [INFO ] [sig       ] ZYME: Forecast for 2025-12-16: UP (sign=1.00)
[2025-12-16T20:35:19.861361] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-17	1 -> ./output/forecasts/individual/2025-12-17/ZYME.txt
[2025-12-16T20:35:19.861522] [INFO ] [sig       ] [3585/3585] Completed ZYME in 0.3s | 2.95 sym/s | Total: 20.3m | ETA: 0.0s
[2025-12-16T20:35:19.861562] [INFO ] [sig       ] ==================================================
[2025-12-16T20:35:19.861611] [INFO ] [sig       ] Forecasts complete: 3585/3585 symbols succeeded
[2025-12-16T20:35:19.861644] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-16T20:35:19.861704] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-16T20:35:19.862075] [INFO ] [sig       ] Found 46 forecast dates to process
[2025-12-16T20:35:19.862116] [INFO ] [sig       ] [1/46] Processing report for 2025-10-10...
[2025-12-16T20:35:19.862154] [INFO ] [sig       ] [1/46] Report for 2025-10-10 already exists, skipping...
[2025-12-16T20:35:19.862184] [INFO ] [sig       ] [2/46] Processing report for 2025-10-13...
[2025-12-16T20:35:19.862218] [INFO ] [sig       ] [2/46] Report for 2025-10-13 already exists, skipping...
[2025-12-16T20:35:19.862245] [INFO ] [sig       ] [3/46] Processing report for 2025-10-14...
[2025-12-16T20:35:19.862277] [INFO ] [sig       ] [3/46] Report for 2025-10-14 already exists, skipping...
[2025-12-16T20:35:19.862304] [INFO ] [sig       ] [4/46] Processing report for 2025-10-15...
[2025-12-16T20:35:19.862335] [INFO ] [sig       ] [4/46] Report for 2025-10-15 already exists, skipping...
[2025-12-16T20:35:19.862368] [INFO ] [sig       ] [5/46] Processing report for 2025-10-16...
[2025-12-16T20:35:19.862400] [INFO ] [sig       ] [5/46] Report for 2025-10-16 already exists, skipping...
[2025-12-16T20:35:19.862426] [INFO ] [sig       ] [6/46] Processing report for 2025-10-17...
[2025-12-16T20:35:19.862457] [INFO ] [sig       ] [6/46] Report for 2025-10-17 already exists, skipping...
[2025-12-16T20:35:19.862482] [INFO ] [sig       ] [7/46] Processing report for 2025-10-20...
[2025-12-16T20:35:19.862513] [INFO ] [sig       ] [7/46] Report for 2025-10-20 already exists, skipping...
[2025-12-16T20:35:19.862538] [INFO ] [sig       ] [8/46] Processing report for 2025-10-21...
[2025-12-16T20:35:19.862585] [INFO ] [sig       ] [8/46] Report for 2025-10-21 already exists, skipping...
[2025-12-16T20:35:19.862614] [INFO ] [sig       ] [9/46] Processing report for 2025-10-22...
[2025-12-16T20:35:19.862646] [INFO ] [sig       ] [9/46] Report for 2025-10-22 already exists, skipping...
[2025-12-16T20:35:19.862672] [INFO ] [sig       ] [10/46] Processing report for 2025-10-23...
[2025-12-16T20:35:19.862702] [INFO ] [sig       ] [10/46] Report for 2025-10-23 already exists, skipping...
[2025-12-16T20:35:19.862728] [INFO ] [sig       ] [11/46] Processing report for 2025-10-24...
[2025-12-16T20:35:19.862758] [INFO ] [sig       ] [11/46] Report for 2025-10-24 already exists, skipping...
[2025-12-16T20:35:19.862783] [INFO ] [sig       ] [12/46] Processing report for 2025-10-27...
[2025-12-16T20:35:19.862813] [INFO ] [sig       ] [12/46] Report for 2025-10-27 already exists, skipping...
[2025-12-16T20:35:19.862839] [INFO ] [sig       ] [13/46] Processing report for 2025-10-28...
[2025-12-16T20:35:19.862870] [INFO ] [sig       ] [13/46] Report for 2025-10-28 already exists, skipping...
[2025-12-16T20:35:19.862895] [INFO ] [sig       ] [14/46] Processing report for 2025-10-30...
[2025-12-16T20:35:19.862926] [INFO ] [sig       ] [14/46] Report for 2025-10-30 already exists, skipping...
[2025-12-16T20:35:19.862980] [INFO ] [sig       ] [15/46] Processing report for 2025-10-31...
[2025-12-16T20:35:19.863047] [INFO ] [sig       ] [15/46] Report for 2025-10-31 already exists, skipping...
[2025-12-16T20:35:19.863079] [INFO ] [sig       ] [16/46] Processing report for 2025-11-03...
[2025-12-16T20:35:19.863111] [INFO ] [sig       ] [16/46] Report for 2025-11-03 already exists, skipping...
[2025-12-16T20:35:19.863138] [INFO ] [sig       ] [17/46] Processing report for 2025-11-04...
[2025-12-16T20:35:19.863168] [INFO ] [sig       ] [17/46] Report for 2025-11-04 already exists, skipping...
[2025-12-16T20:35:19.863194] [INFO ] [sig       ] [18/46] Processing report for 2025-11-05...
[2025-12-16T20:35:19.863225] [INFO ] [sig       ] [18/46] Report for 2025-11-05 already exists, skipping...
[2025-12-16T20:35:19.863252] [INFO ] [sig       ] [19/46] Processing report for 2025-11-06...
[2025-12-16T20:35:19.863283] [INFO ] [sig       ] [19/46] Report for 2025-11-06 already exists, skipping...
[2025-12-16T20:35:19.863309] [INFO ] [sig       ] [20/46] Processing report for 2025-11-07...
[2025-12-16T20:35:19.863339] [INFO ] [sig       ] [20/46] Report for 2025-11-07 already exists, skipping...
[2025-12-16T20:35:19.863365] [INFO ] [sig       ] [21/46] Processing report for 2025-11-10...
[2025-12-16T20:35:19.863395] [INFO ] [sig       ] [21/46] Report for 2025-11-10 already exists, skipping...
[2025-12-16T20:35:19.863420] [INFO ] [sig       ] [22/46] Processing report for 2025-11-11...
[2025-12-16T20:35:19.863449] [INFO ] [sig       ] [22/46] Report for 2025-11-11 already exists, skipping...
[2025-12-16T20:35:19.863474] [INFO ] [sig       ] [23/46] Processing report for 2025-11-12...
[2025-12-16T20:35:19.863505] [INFO ] [sig       ] [23/46] Report for 2025-11-12 already exists, skipping...
[2025-12-16T20:35:19.863529] [INFO ] [sig       ] [24/46] Processing report for 2025-11-13...
[2025-12-16T20:35:19.863559] [INFO ] [sig       ] [24/46] Report for 2025-11-13 already exists, skipping...
[2025-12-16T20:35:19.863607] [INFO ] [sig       ] [25/46] Processing report for 2025-11-17...
[2025-12-16T20:35:19.863646] [INFO ] [sig       ] [25/46] Report for 2025-11-17 already exists, skipping...
[2025-12-16T20:35:19.863674] [INFO ] [sig       ] [26/46] Processing report for 2025-11-18...
[2025-12-16T20:35:19.863704] [INFO ] [sig       ] [26/46] Report for 2025-11-18 already exists, skipping...
[2025-12-16T20:35:19.863730] [INFO ] [sig       ] [27/46] Processing report for 2025-11-19...
[2025-12-16T20:35:19.863760] [INFO ] [sig       ] [27/46] Report for 2025-11-19 already exists, skipping...
[2025-12-16T20:35:19.863785] [INFO ] [sig       ] [28/46] Processing report for 2025-11-20...
[2025-12-16T20:35:19.863815] [INFO ] [sig       ] [28/46] Report for 2025-11-20 already exists, skipping...
[2025-12-16T20:35:19.863840] [INFO ] [sig       ] [29/46] Processing report for 2025-11-21...
[2025-12-16T20:35:19.863871] [INFO ] [sig       ] [29/46] Report for 2025-11-21 already exists, skipping...
[2025-12-16T20:35:19.863897] [INFO ] [sig       ] [30/46] Processing report for 2025-11-24...
[2025-12-16T20:35:19.863929] [INFO ] [sig       ] [30/46] Report for 2025-11-24 already exists, skipping...
[2025-12-16T20:35:19.863959] [INFO ] [sig       ] [31/46] Processing report for 2025-11-25...
[2025-12-16T20:35:19.863995] [INFO ] [sig       ] [31/46] Report for 2025-11-25 already exists, skipping...
[2025-12-16T20:35:19.864027] [INFO ] [sig       ] [32/46] Processing report for 2025-11-26...
[2025-12-16T20:35:19.864064] [INFO ] [sig       ] [32/46] Report for 2025-11-26 already exists, skipping...
[2025-12-16T20:35:19.864095] [INFO ] [sig       ] [33/46] Processing report for 2025-11-28...
[2025-12-16T20:35:19.864141] [INFO ] [sig       ] [33/46] Report for 2025-11-28 already exists, skipping...
[2025-12-16T20:35:19.864169] [INFO ] [sig       ] [34/46] Processing report for 2025-12-01...
[2025-12-16T20:35:19.864205] [INFO ] [sig       ] [34/46] Report for 2025-12-01 already exists, skipping...
[2025-12-16T20:35:19.864233] [INFO ] [sig       ] [35/46] Processing report for 2025-12-02...
[2025-12-16T20:35:19.864263] [INFO ] [sig       ] [35/46] Report for 2025-12-02 already exists, skipping...
[2025-12-16T20:35:19.864290] [INFO ] [sig       ] [36/46] Processing report for 2025-12-03...
[2025-12-16T20:35:19.864319] [INFO ] [sig       ] [36/46] Report for 2025-12-03 already exists, skipping...
[2025-12-16T20:35:19.864346] [INFO ] [sig       ] [37/46] Processing report for 2025-12-04...
[2025-12-16T20:35:19.864401] [INFO ] [sig       ] [37/46] Report for 2025-12-04 already exists, skipping...
[2025-12-16T20:35:19.864430] [INFO ] [sig       ] [38/46] Processing report for 2025-12-05...
[2025-12-16T20:35:19.864462] [INFO ] [sig       ] [38/46] Report for 2025-12-05 already exists, skipping...
[2025-12-16T20:35:19.864488] [INFO ] [sig       ] [39/46] Processing report for 2025-12-08...
[2025-12-16T20:35:19.864519] [INFO ] [sig       ] [39/46] Report for 2025-12-08 already exists, skipping...
[2025-12-16T20:35:19.864545] [INFO ] [sig       ] [40/46] Processing report for 2025-12-09...
[2025-12-16T20:35:19.864592] [INFO ] [sig       ] [40/46] Report for 2025-12-09 already exists, skipping...
[2025-12-16T20:35:19.864621] [INFO ] [sig       ] [41/46] Processing report for 2025-12-10...
[2025-12-16T20:35:19.864659] [INFO ] [sig       ] [41/46] Report for 2025-12-10 already exists, skipping...
[2025-12-16T20:35:19.864686] [INFO ] [sig       ] [42/46] Processing report for 2025-12-11...
[2025-12-16T20:35:19.864717] [INFO ] [sig       ] [42/46] Report for 2025-12-11 already exists, skipping...
[2025-12-16T20:35:19.864744] [INFO ] [sig       ] [43/46] Processing report for 2025-12-12...
[2025-12-16T20:35:19.864782] [INFO ] [sig       ] [43/46] Report for 2025-12-12 already exists, skipping...
[2025-12-16T20:35:19.864810] [INFO ] [sig       ] [44/46] Processing report for 2025-12-15...
[2025-12-16T20:35:19.864841] [INFO ] [sig       ] [44/46] Report for 2025-12-15 already exists, skipping...
[2025-12-16T20:35:19.864866] [INFO ] [sig       ] [45/46] Processing report for 2025-12-16...
[2025-12-16T20:35:19.864896] [INFO ] [sig       ] [45/46] Report for 2025-12-16 already exists, skipping...
[2025-12-16T20:35:19.864927] [INFO ] [sig       ] [46/46] Processing report for 2025-12-17...
[2025-12-16T20:35:19.967015] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-12-16T20:35:19.967401] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-16T20:35:19.967735] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-16T20:35:19.968054] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-12-16T20:35:19.968330] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-16T20:35:19.968413] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-12-16T20:35:19.968682] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-16T20:35:19.968945] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-12-16T20:35:19.969244] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-16T20:35:19.969503] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-16T20:35:19.969606] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-16T20:35:19.969914] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-12-16T20:35:19.970186] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-16T20:35:19.970259] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-12-16T20:35:19.970565] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-16T20:35:19.971520] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-16T20:35:19.971837] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-16T20:35:19.972119] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-12-16T20:35:19.972192] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-16T20:35:19.972500] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-16T20:35:19.972841] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-12-16T20:35:19.973129] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-16T20:35:19.973489] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-16T20:35:19.973594] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-16T20:35:19.973904] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-16T20:35:19.974202] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-16T20:35:19.974500] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-16T20:35:19.974769] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-16T20:35:19.975040] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-16T20:35:19.975333] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-16T20:35:19.975621] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-16T20:35:19.975860] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-16T20:35:19.975932] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-16T20:35:19.976178] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-16T20:35:19.976474] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-12-16T20:35:19.976728] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-16T20:35:19.977020] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-12-16T20:35:19.977276] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-16T20:35:19.977347] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-16T20:35:19.977410] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-16T20:35:19.977666] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-12-16T20:35:19.977913] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-16T20:35:19.977985] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-16T20:35:19.978229] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-16T20:35:19.978497] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-12-16T20:35:19.978753] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-16T20:35:19.978838] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-16T20:35:19.979142] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-16T20:35:19.979505] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-12-16T20:35:19.979846] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-16T20:35:19.980165] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-12-16T20:35:19.980479] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-16T20:35:19.980754] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-16T20:35:19.981066] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-12-16T20:35:19.981413] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-12-16T20:35:19.981734] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-16T20:35:19.982045] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-16T20:35:19.982314] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-16T20:35:19.982396] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-12-16T20:35:19.982702] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-16T20:35:19.982963] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-12-16T20:35:19.983202] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-12-16T20:35:19.983273] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-16T20:35:19.983546] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-16T20:35:19.983883] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-16T20:35:19.984179] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-16T20:35:19.984249] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-12-16T20:35:19.984546] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-16T20:35:19.984649] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2025-12-16T20:35:19.984934] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-16T20:35:19.985005] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-16T20:35:19.985315] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-12-16T20:35:19.985601] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-16T20:35:19.985836] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-12-16T20:35:19.986081] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-16T20:35:19.986328] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-16T20:35:19.986567] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-12-16T20:35:19.986884] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-12-16T20:35:19.987133] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-16T20:35:19.987219] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-16T20:35:19.987506] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-16T20:35:19.987597] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-12-16T20:35:19.987902] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-12-16T20:35:19.988146] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-12-16T20:35:19.988399] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-12-16T20:35:19.988684] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-16T20:35:19.988973] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-16T20:35:19.989233] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-16T20:35:19.989546] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-16T20:35:19.989840] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-16T20:35:19.990121] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-16T20:35:19.990205] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-16T20:35:19.990460] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-12-16T20:35:19.990728] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-16T20:35:19.991043] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-16T20:35:19.991113] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-12-16T20:35:19.991401] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-16T20:35:19.991471] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-16T20:35:19.991764] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-16T20:35:19.992009] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-16T20:35:19.992269] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-16T20:35:19.992509] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-16T20:35:19.992820] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-16T20:35:19.993084] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-12-16T20:35:19.993326] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-16T20:35:19.993397] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-12-16T20:35:19.993678] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-16T20:35:19.993929] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-16T20:35:19.994254] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-16T20:35:19.994507] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-12-16T20:35:19.994789] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-16T20:35:19.995098] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-16T20:35:19.995398] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-16T20:35:19.995689] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-16T20:35:19.995941] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-16T20:35:19.996023] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-16T20:35:19.996086] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-16T20:35:19.996159] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-16T20:35:19.996447] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-16T20:35:19.996738] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-16T20:35:19.997022] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-12-16T20:35:19.997315] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-16T20:35:19.997549] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-12-16T20:35:19.997816] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-16T20:35:19.997900] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-12-16T20:35:19.997991] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-16T20:35:19.998231] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-16T20:35:19.998519] [DEBUG] [LOCAL     ] Loaded configuration for PBM: 2 features, 90.0% accuracy
[2025-12-16T20:35:19.998614] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-12-16T20:35:19.998871] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-12-16T20:35:19.999114] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-16T20:35:19.999388] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-16T20:35:19.999687] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-16T20:35:19.999982] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.000276] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.000565] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.000876] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.001165] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-16T20:35:20.001414] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.001678] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.001931] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.002003] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.002420] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.002724] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.002985] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.003344] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.003605] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.003878] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.004173] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.004426] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.004690] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.004955] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.005030] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.005268] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.005510] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.006557] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.006838] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.007084] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.007157] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.007390] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.007688] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.007942] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.008244] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.008509] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.008814] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.009100] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.009377] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.009450] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.009736] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.010046] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.010353] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.010649] [DEBUG] [LOCAL     ] Loaded configuration for PRGS: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.010909] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.011147] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.011437] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.011723] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.012011] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.012265] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.012500] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.012813] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.013118] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.013361] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.013444] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.013691] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.013925] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.013995] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.014228] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.014519] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.014611] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.014684] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.014757] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.015016] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.015086] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.015334] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.015406] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.015682] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.015986] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.016287] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.016542] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.016638] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.016880] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.017120] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.017416] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.017487] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.017741] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.018035] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.018125] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.018188] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.018416] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.018717] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.019016] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.019265] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.019558] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.019652] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.019903] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.020189] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.020271] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.020335] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.020628] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.020909] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.021221] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.021469] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.021757] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.021848] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.021913] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.021975] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.022037] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.022365] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.022442] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.022731] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.022803] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.023055] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.023297] [DEBUG] [LOCAL     ] Loaded configuration for KOS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.023546] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.023827] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.024115] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.024352] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.024425] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.024703] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.024996] [DEBUG] [LOCAL     ] Loaded configuration for RICK: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.025242] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.025313] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.025589] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.025884] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.026170] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.026406] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.026644] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.026887] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.026959] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.027021] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.027251] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.027538] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.027809] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.028102] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.028403] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.028476] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.028536] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.028835] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.029119] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.029454] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.029696] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.029998] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.030282] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.030518] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.030831] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.030912] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.031157] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.031484] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.031587] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.031841] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.032106] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.032407] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.032666] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.032903] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.032998] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.033255] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.033511] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.033783] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-16T20:35:20.033856] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.034137] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.034494] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.034794] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.035087] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.035376] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.035629] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.035914] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.036148] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.036219] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.036493] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.036810] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.036886] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.036950] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.037233] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.037467] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.037704] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.037955] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.038029] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.038295] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.038566] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.038660] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.038941] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.039274] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.039594] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.039893] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-16T20:35:20.040149] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.040454] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.040527] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.040802] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.041044] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.041310] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.041605] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.041865] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.041946] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.042243] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.042494] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.042784] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.042857] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.042920] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.043151] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.043409] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.043649] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.043904] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.043976] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.044202] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.044272] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.044625] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.044966] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.045051] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.045298] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.045605] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-16T20:35:20.045691] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.045973] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.046240] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.046519] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.046811] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.046889] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.047144] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.047228] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.047512] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.047847] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.048120] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.048401] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.048488] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.048743] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.048817] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.049089] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.049407] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.049480] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.049728] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.049969] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.050258] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.050327] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.050556] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.050650] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.050931] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.051221] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.051292] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-12-16T20:35:20.051536] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.051842] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.052079] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.052149] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.052379] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.052668] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.052916] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.053171] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.053461] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.053716] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.054012] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.054084] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.054145] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.054444] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.054737] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.054967] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.055201] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.055478] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.055765] [DEBUG] [LOCAL     ] Loaded configuration for AUID: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.056072] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.056368] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.056651] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.056731] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.056807] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.057077] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.057310] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.057590] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.057882] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.057951] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.058177] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.058475] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.058775] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.059059] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.059143] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.059383] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.059683] [DEBUG] [LOCAL     ] Loaded configuration for SKYE: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.059970] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.060257] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-16T20:35:20.060548] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.060859] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.060932] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.061157] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.061363] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.061608] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.061680] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.061925] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.062210] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.062469] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.062550] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.062823] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.063058] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.063128] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.063620] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.063907] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.063976] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.064039] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.064112] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.064343] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.064634] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.064705] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.064957] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.065241] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.065490] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.065741] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.065982] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.066266] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.066516] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.066774] [DEBUG] [LOCAL     ] Loaded configuration for BJDX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.066859] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.066922] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.067196] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.067481] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.067765] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.068055] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.068304] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.068619] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.068898] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.069132] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.069405] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.069478] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.069753] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.070036] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.070279] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.070561] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.070862] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.071152] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.071411] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.071646] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.072698] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.073000] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.073307] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.073563] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.073890] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.074189] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.074261] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.074489] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.074772] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.075066] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.075328] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.075414] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.075487] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.075738] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.076024] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.076095] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.076370] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.076615] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.076868] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.077120] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.077190] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.077473] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.077545] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.077851] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.078085] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.078336] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.078587] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.078855] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.079145] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.079559] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.079893] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.079978] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.080048] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.080299] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.080546] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.080838] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.081141] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.081384] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.081463] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.081962] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.082435] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.082758] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.083034] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.083335] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.083406] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.083686] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.083786] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.084065] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.084146] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.084217] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.084277] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.084560] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.084882] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.085403] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.085502] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.085854] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.085947] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.086851] [DEBUG] [LOCAL     ] Loaded configuration for KTOS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.087210] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.087566] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.087936] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.088259] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.088618] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.088901] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.089184] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.089429] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.089724] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.089962] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.090252] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.090536] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.090845] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.090926] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.091205] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.091489] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.091721] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.091971] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.092041] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.092109] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.092170] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.092414] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.092481] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.092709] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.092989] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.093229] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.093297] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.093590] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.093855] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.093933] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.094216] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.094468] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-16T20:35:20.094535] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.094799] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.095029] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-16T20:35:20.095369] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.095437] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.095496] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.095553] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.095858] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.096102] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.096392] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.096635] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.096922] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.097155] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.097223] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.097503] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.097592] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.097690] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.098105] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.098401] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.098469] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.098787] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.099100] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.099390] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.099459] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.099707] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.099776] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.100066] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.100138] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.100205] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.100505] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.100821] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.101068] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.101323] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.101608] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.101674] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.101923] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.102213] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.102496] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.102781] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.102849] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.103128] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.103415] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.103652] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.103935] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.104221] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.104454] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.104522] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.104817] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.105104] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.105391] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.105670] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.105902] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.106187] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.106254] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.106494] [DEBUG] [LOCAL     ] Loaded configuration for IAS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.106561] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.106809] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.106876] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.107122] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.107374] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.107656] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.107937] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.108169] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.108236] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.108509] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.108805] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.108874] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.108930] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.109232] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.109299] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.109527] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.109779] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.110016] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.110303] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.110546] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.110851] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.111136] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.111413] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.111645] [DEBUG] [LOCAL     ] Loaded configuration for INVZ: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.111895] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.112130] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.112198] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.112263] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.112538] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.112627] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.112870] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.113119] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.113366] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.113600] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.113886] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.113954] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-12-16T20:35:20.114233] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.114464] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.114531] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.114622] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.114692] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.114919] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.115216] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.115283] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.115503] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.115736] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.115804] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.116078] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.116309] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.116556] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.116825] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.117108] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.117355] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.117639] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.117919] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.118203] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.118495] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-12-16T20:35:20.118778] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.118847] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.119069] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.119334] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.119402] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.119680] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.119961] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.120248] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.120315] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.120373] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.120649] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.120928] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.121216] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.121495] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.121779] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.122014] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.122245] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.122482] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.122549] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.122630] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.122690] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.122935] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.123169] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.123419] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.123701] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.123934] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.124002] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.124226] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.124295] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.124588] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.124874] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.125176] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.126171] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.126414] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.126483] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.126766] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.127056] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.127134] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.127384] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.127629] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.127863] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.127931] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.128210] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.128494] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.128777] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.129057] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-16T20:35:20.129349] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.129639] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.129924] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.129996] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.130274] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.130510] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.130813] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.131064] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.131345] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.131626] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.131914] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.132169] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.132402] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.132652] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.132933] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.133220] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.133452] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.133736] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.133978] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.134250] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.134532] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.134642] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.134703] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.134930] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.135179] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.135412] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-12-16T20:35:20.135692] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.135924] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.135991] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.136272] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.136341] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.136596] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.136882] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.137130] [DEBUG] [LOCAL     ] Loaded configuration for XTKG: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.137413] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.137695] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.137761] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.138038] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.138321] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-16T20:35:20.138605] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.138671] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-12-16T20:35:20.138912] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.139223] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.139512] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.139814] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.140067] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.140361] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.140600] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.140668] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-16T20:35:20.140896] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.141133] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.141200] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.141473] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.141759] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.142040] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.142287] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.142587] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.142872] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.142940] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.143163] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.143442] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.143724] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.143792] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-16T20:35:20.144015] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.144307] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.144595] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.144875] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.144952] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.145185] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.145417] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.145699] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.146002] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-12-16T20:35:20.146243] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.146313] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.146373] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.146604] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.146890] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.147127] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.147410] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.147663] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.147731] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.148009] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.148078] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.148322] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.148591] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.148674] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.148958] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.149198] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.149438] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.149506] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.149566] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.149839] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.149908] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.150137] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.150423] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-16T20:35:20.150706] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.150942] [DEBUG] [LOCAL     ] Loaded configuration for WBIY: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.151228] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-12-16T20:35:20.151297] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.151525] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.151782] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.151852] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.151910] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.152194] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.152477] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.152586] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.152652] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.152931] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.153169] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.153455] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.153740] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.154024] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.154257] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.154488] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.154747] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.155058] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.155307] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.155606] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.155676] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.155903] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.156142] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.156211] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.156270] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.156507] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.156788] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.157072] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.157141] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.157385] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.157624] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.157694] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.157972] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.158256] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.158537] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.158628] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-16T20:35:20.158689] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.158926] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.159182] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.159465] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.159720] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.160028] [DEBUG] [LOCAL     ] Loaded configuration for LLYVA: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.160098] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.160371] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.160692] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.161037] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.161145] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.161469] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.161831] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.162167] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.162448] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.162781] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.163077] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.163404] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.163483] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.163554] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.163866] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.163935] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.164215] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.164494] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.164776] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.165013] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.165079] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.165301] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.165532] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.165843] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.166095] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.166161] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.166218] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.166493] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.166777] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.167037] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.167268] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.167499] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.167565] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.167656] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.167715] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.167771] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.168002] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.168069] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.168291] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.168591] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.168667] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.168919] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.168989] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.169048] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.172225] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.172566] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.172881] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.173165] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.173450] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.173730] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.173807] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.174081] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.174361] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.174641] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.174922] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.175155] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.175406] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.175735] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.176026] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.176316] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.176557] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.176844] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.177085] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.177331] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.177605] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.177860] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.178145] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.178427] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.178684] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.178751] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.179027] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.179261] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.179497] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.179835] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.180168] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.180500] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.180811] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.180916] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.181190] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.181477] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.181600] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.181957] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.182065] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.182364] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.182616] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.182877] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.183122] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.183409] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.183879] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.184213] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.184317] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.184643] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.184737] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-16T20:35:20.184803] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.185083] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.185431] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.185784] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.186102] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.186341] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.186625] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.186872] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.187155] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.187386] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.187453] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.187513] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.187740] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.187978] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.188045] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.188268] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.188334] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.188558] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.188859] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.189140] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.189412] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.189650] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.189718] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.189777] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.190027] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.190308] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.190375] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.190434] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.190710] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-16T20:35:20.190946] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.191228] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.191489] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.191566] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.191818] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.192054] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.192288] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.192539] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.192636] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.192917] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.193200] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.193431] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.193718] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.193785] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.194026] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.194256] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.194535] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.194805] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.195105] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.195172] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.195445] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.195726] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.195974] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.196041] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.196272] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.196558] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.196646] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.196929] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.196998] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.197244] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.197528] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.197798] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.197866] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.198099] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.198352] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.198600] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.198893] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.199133] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.199443] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.199731] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.199986] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.200265] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.200520] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.200617] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.200896] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.201137] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.201418] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.201484] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.201760] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.201992] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.202273] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.202521] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.202819] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.203069] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.203352] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.203601] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.203892] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.203972] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.204033] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.204308] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.204542] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.204798] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.205080] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.205309] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.205558] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.205833] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.206113] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.206345] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.206421] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.206480] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.206705] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.206996] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.207064] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.207289] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.207355] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.207421] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.207699] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.207984] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.208265] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.208560] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.208863] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.208931] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.209000] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.209246] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.209533] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.209847] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.210080] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.210369] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.210612] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.210861] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.211112] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.211401] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.211468] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.211731] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.211982] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.212260] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.212553] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.212860] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.213141] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.213373] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.213604] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.213671] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.213952] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.214020] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.214294] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.214542] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.214796] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.215028] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.215309] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.215564] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.215836] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.216118] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.216347] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.216639] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.216878] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.216945] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.217219] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.217510] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.217778] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.218013] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.218270] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.218526] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.218797] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.219045] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.219113] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.219186] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.219244] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.219479] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.219712] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.219997] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.220228] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.220460] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.220745] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.221024] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.221091] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.221366] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.221597] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.221877] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.222155] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.222445] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.222514] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.222602] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.222665] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.222939] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.223170] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.223418] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.223654] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.223747] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.224022] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.224089] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.224368] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.224601] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.225039] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.225341] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.225636] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.225923] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.226213] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.226471] [DEBUG] [LOCAL     ] Loaded configuration for JDZG: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.226705] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.226994] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-16T20:35:20.227252] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.227533] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.227804] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.227873] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.228118] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.228397] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.228678] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.228916] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.229186] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.229265] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.229496] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.229563] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-16T20:35:20.229655] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.229932] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.230186] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.230253] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.230496] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.230563] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.230646] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.230872] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.231154] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.231220] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.231278] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.231549] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.231807] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.231883] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.232160] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.232393] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.232461] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.232520] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.232814] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.232883] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.233125] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.233359] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.233595] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.233879] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.233946] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.234188] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.235000] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.235290] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.235358] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.235417] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.235700] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.235989] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-12-16T20:35:20.236058] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.236305] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.236561] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.236815] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.236882] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.237124] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.237373] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.237604] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.237851] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.237919] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.238162] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.238393] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.238461] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.238684] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.238921] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.239146] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.239416] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.239707] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-16T20:35:20.239787] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.239854] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.240151] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-16T20:35:20.240401] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.240636] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.240713] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.240772] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.241013] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.241245] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.241493] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.241752] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.242002] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.242069] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.242312] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-12-16T20:35:20.242595] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.242843] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.243075] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.243142] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.243371] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.243601] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.243831] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.243899] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.244141] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.244422] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.244653] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.244902] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.245183] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.245464] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.245533] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.245829] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.245897] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.246171] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.246402] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.246681] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.246913] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.246980] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.247045] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.247319] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.247565] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.247895] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.247971] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.248252] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.248484] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.248715] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.249000] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.249295] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.249550] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.249866] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.250103] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.250334] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.250615] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.250682] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.250955] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.251185] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.251417] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.251707] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.251955] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.252238] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.252531] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.252620] [DEBUG] [LOCAL     ] Loaded configuration for DGLY: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.252857] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.252924] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.253201] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.253444] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.253725] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.253955] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.254252] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.254531] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.255489] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.255779] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.256020] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.256317] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.256556] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.256874] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-16T20:35:20.257109] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.257356] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-16T20:35:20.257606] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.257673] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.257961] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.258030] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.258256] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.258324] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-16T20:35:20.258586] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.258656] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.258743] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.258971] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.259040] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.259357] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.259436] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.259685] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.259753] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.259810] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.260056] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.260344] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.260412] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.260469] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.260751] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.260819] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.261066] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.261364] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.261433] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.261490] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.261714] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.261995] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.262286] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-12-16T20:35:20.262534] [DEBUG] [LOCAL     ] Loaded configuration for EVGN: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.262624] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.262844] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.262921] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.262980] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.263247] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.263521] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.263805] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.263877] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.264151] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.264396] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.264631] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.264908] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.264974] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.265194] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.265466] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.265739] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.265806] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.266072] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.266314] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.266538] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.266803] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.267080] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.267357] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.267606] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.267884] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.267950] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.268184] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.268260] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.268319] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.268540] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.268837] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.269063] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.269339] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.269582] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.269650] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.269708] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.269989] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.270225] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.270454] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.270679] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.271154] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.271407] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.271691] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.271943] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.272011] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.272069] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.272135] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.272194] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.272433] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.272730] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.272985] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-16T20:35:20.273269] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-12-16T20:35:20.273518] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.273779] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.273847] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.274083] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.274355] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.274637] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.274926] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.275208] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.275486] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.275718] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.275948] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.276016] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-16T20:35:20.276289] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.276519] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-16T20:35:20.276767] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.277016] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.277084] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.277356] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.277600] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.277883] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.278128] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.278410] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.278486] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.278761] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.278842] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.278903] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.279125] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.279382] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.279632] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.279863] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.280109] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.280358] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.280601] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.280882] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.280957] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.281184] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.281465] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.281691] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.281967] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.282244] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.282523] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.282775] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.283008] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.283076] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.283134] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.283357] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.283605] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.283886] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.283954] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.284227] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.284294] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.284363] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.284602] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.284850] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.285131] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.285204] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.285429] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.285709] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.285939] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.286188] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.286418] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-16T20:35:20.286711] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.286953] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.287190] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.287258] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.287317] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.287375] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.287656] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.287925] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.288174] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.288245] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.288482] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.288716] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.288996] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.289072] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.289307] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.289541] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.289814] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.289881] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.290105] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.290393] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.290673] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.290922] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.291201] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.291433] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.291716] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.291999] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.292246] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.292524] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.292612] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.292889] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.293140] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.293207] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.293434] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.293500] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.293779] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.294035] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.294965] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.295253] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.295540] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.295809] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.296046] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.296320] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.296556] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.296865] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.297119] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.297355] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.297638] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.297921] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.298153] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.298227] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.298503] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.298588] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.298652] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.298927] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.298999] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.299064] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.299131] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.299510] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.299774] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.300070] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.300140] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.300376] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.300617] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.300686] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.300968] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.301036] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.301264] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.301512] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.301599] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.301843] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.301909] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.302135] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.302372] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.302440] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.302720] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.303001] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.303243] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.303484] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.303780] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.304063] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.304292] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.304594] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.304871] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.305131] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.305414] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.305647] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.305902] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.305976] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.306261] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.306553] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.306865] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.307106] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.307346] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.307414] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.307473] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.307704] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.307773] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.307831] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.308112] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.308180] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.308459] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.308715] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.308953] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.309202] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.309487] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.309774] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.309841] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.310087] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.310383] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.310452] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.310679] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.310929] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.311224] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.311292] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.311591] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.311828] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.312080] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.313100] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.313394] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.313695] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.313775] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.314072] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.314364] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.314611] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.314853] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.315115] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.315369] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.315623] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.315917] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.316204] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.316441] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.316678] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.316943] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.317232] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-16T20:35:20.317516] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.317782] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.318069] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.318301] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.318368] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.318427] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.318702] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.318984] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.319328] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.319602] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.319838] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.320105] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.320396] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.320684] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.320978] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.321086] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.321337] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.321589] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.321658] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.321934] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.322219] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.322477] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.322761] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.323009] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.323291] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.323359] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.323604] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.323840] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.324092] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.324382] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.324450] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.324727] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.324976] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.325263] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.325545] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.325802] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.325879] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.325940] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.326179] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.326247] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.326523] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.326777] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.326846] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.327122] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.327362] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.327652] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.327883] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.328168] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.328447] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.328698] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.328930] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.329175] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.329243] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.329523] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.329614] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.329899] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.330196] [DEBUG] [LOCAL     ] Loaded configuration for EML: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.330481] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.330548] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.330630] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.330689] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.330936] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.331175] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.331456] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.331524] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.331767] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.331837] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.331904] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.331967] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.332210] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.332287] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.332531] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.332782] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.333031] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.333312] [DEBUG] [LOCAL     ] Loaded configuration for NVX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.333597] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.333876] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.334159] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.334439] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.334681] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.334749] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.334988] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.335270] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.335501] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.335785] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.336080] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.336170] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.336443] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.336511] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.336784] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.337015] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.337295] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.337542] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.337786] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.337854] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.338130] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.338199] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.338475] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.338760] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-12-16T20:35:20.338990] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.339233] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.339528] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.339617] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.339878] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.339953] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.340258] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.340325] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.340383] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.340626] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.340692] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.340970] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.341269] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.341346] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.341626] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.341857] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.342087] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.342365] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.342432] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.342681] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.342920] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.343170] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.343236] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.343477] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.343758] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.343994] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.344290] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.344532] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.344839] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.345122] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.345190] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.345414] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.345695] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.345943] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.346193] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.346441] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.346508] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.346784] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.347048] [DEBUG] [LOCAL     ] Loaded configuration for SPNS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.347117] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.347349] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.347418] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.347699] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.347937] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-16T20:35:20.348200] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.348480] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.348763] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.349017] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.349301] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.349604] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.349891] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.350146] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.350430] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.350674] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.350962] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.351057] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.351118] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.351404] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.351677] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.351911] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.352146] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.352379] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.352657] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.352914] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.353673] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.353743] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.353811] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.354074] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.354495] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.354564] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.354819] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.355120] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.355409] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.355649] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-16T20:35:20.355892] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.355961] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.356036] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.356279] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.356509] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.356787] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.357074] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.357357] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.357441] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.359400] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.359645] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.359936] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.360196] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-16T20:35:20.362550] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.362644] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.362930] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.363000] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.363233] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.363312] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.363563] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.363654] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.363714] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.363948] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.364203] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.364492] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.364778] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.365019] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.365322] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.365616] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.365865] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.366145] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.366427] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.366706] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.366930] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.367201] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.367445] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.367733] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.368040] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.368270] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.368502] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.368600] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.368845] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.368912] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.369149] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.369404] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.369470] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.369540] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.369798] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.370034] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-12-16T20:35:20.370315] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.370597] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.370878] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.371158] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.371388] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.371456] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.371704] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.371934] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.372166] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.372445] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.372677] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.372925] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.373005] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.373249] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.373530] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.373836] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.374115] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.374392] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.374684] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-16T20:35:20.374981] [DEBUG] [LOCAL     ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.375274] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.375533] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.375832] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.376120] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.376409] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.376479] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.376558] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.376864] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.377144] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.377421] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.377653] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.377936] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.378185] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.378431] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.378711] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.378788] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.379014] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.379309] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.379550] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.379815] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.380080] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.380317] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.380566] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.380877] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.381125] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.381374] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.381654] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.381724] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.381964] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.382048] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.382331] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.382631] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.382923] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.383168] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.383460] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.383752] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.384013] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.384082] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.384150] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.384217] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.384497] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.384748] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.384821] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.385069] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.385515] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.385839] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.386122] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.386415] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.387194] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.387487] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.387557] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.387871] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.387942] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.388444] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.388744] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.388815] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.389066] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.389421] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-12-16T20:35:20.389858] [DEBUG] [LOCAL     ] Loaded configuration for LLYVK: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.390178] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.390473] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.390860] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.390966] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.391408] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.391834] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.391918] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.392213] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.392460] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.392785] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.393219] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.393511] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.393780] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.394139] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.394613] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.394877] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.395121] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.395499] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.396030] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.396324] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.396605] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.396681] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.396744] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.397157] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.397231] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.397484] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.397567] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.397882] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.398459] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.398544] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-16T20:35:20.398828] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-12-16T20:35:20.399119] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.399392] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.399728] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.400234] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.400494] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.400878] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-16T20:35:20.401408] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-12-16T20:35:20.401478] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.401710] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.402000] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.402307] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.402375] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.402740] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.402980] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.403052] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.403332] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.403401] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.403779] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-12-16T20:35:20.404022] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.404263] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.404501] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.404837] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.405264] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.405557] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-12-16T20:35:20.405653] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.405732] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.406138] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.406586] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.406853] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.407090] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-16T20:35:20.407486] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.407780] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.407850] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.407908] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.408205] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.408459] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.408944] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.409019] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.409335] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.409440] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.409790] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.410158] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.410454] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.410560] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.410922] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.411239] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.411884] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.411966] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.412234] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.412502] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.412952] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.413029] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.413097] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.413433] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.413502] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.413561] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.413835] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.414122] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.414613] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.415137] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.415206] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.415454] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.415712] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.416152] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.416438] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.416792] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.417050] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.417337] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.417930] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.418437] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.418736] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.418806] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.419237] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.419652] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.419903] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.420168] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.420756] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.421270] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.421524] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.422153] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.422512] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.422798] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.423096] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.423623] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.423922] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.424181] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.424444] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.425028] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.425276] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.425528] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.425856] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.426374] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.426446] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.426736] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.427028] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.427548] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.427897] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.428198] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-16T20:35:20.428270] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.428332] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.428756] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.429146] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.429412] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.429708] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.430153] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.430567] [DEBUG] [LOCAL     ] Loaded configuration for SCLX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.430665] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.430915] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.431168] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.431265] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.431829] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.432186] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.432482] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.432612] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.432710] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.433164] [DEBUG] [LOCAL     ] Loaded configuration for UTWO: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.433283] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-12-16T20:35:20.433379] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.433674] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.434264] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.434336] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.434396] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.434455] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.434694] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.434998] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.435412] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.435485] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.435894] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.436158] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.436455] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.436920] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-16T20:35:20.437435] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.437728] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.437801] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.438280] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.438664] [DEBUG] [LOCAL     ] Loaded configuration for DTSS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.438919] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.439189] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.439438] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.439506] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.439564] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.439958] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.440393] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.440654] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.440952] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.441507] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.441822] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.442118] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.442395] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.442983] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.443328] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.443403] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.443878] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.444334] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.444632] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.445236] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.445660] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.445951] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.446497] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.446820] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.447087] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.447155] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.447213] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.447289] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.447808] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.448102] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-16T20:35:20.448392] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.449029] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.449106] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.449386] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.449455] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.449718] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.450322] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.450594] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.450894] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.451138] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.451217] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.451871] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.452129] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.452737] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.452835] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.453185] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.453289] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.453626] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.454362] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.454701] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.454808] [DEBUG] [LOCAL     ] Loaded configuration for QD: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.455352] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.455624] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.455867] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.455936] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.456605] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.456875] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.456946] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-12-16T20:35:20.457008] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.457631] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.457871] [DEBUG] [LOCAL     ] Loaded configuration for ASNS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.458160] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.458229] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.458810] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.458880] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.459128] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.459445] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.459946] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.460015] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.460300] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.460968] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.461037] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.461094] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.461151] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.461384] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.461648] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.462067] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.462372] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.462440] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.462738] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-16T20:35:20.463028] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.463775] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.464076] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.464156] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.464214] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.464465] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.464966] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.465050] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.465120] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.465411] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.466093] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.466161] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.466547] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.466895] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.467385] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.467719] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.467980] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.468562] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.468901] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.469143] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.469469] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.470062] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.470339] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.470649] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.470718] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.471166] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.471445] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.471709] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.472044] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.472488] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.472799] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.473052] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.473396] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.473963] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.474283] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.474643] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.475528] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-16T20:35:20.475870] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.476540] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.476875] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.476949] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.477733] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.478005] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.478268] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-16T20:35:20.478773] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.479258] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.479928] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.481752] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.482036] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.482294] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.482601] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.482918] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.483189] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.483782] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.483855] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.484168] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.485430] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.485731] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.486016] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.486761] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.487067] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.487370] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.487892] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.487975] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.488263] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.488335] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.488617] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.489145] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.489649] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.489934] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.490411] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.490685] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.490972] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.491209] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.491773] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.492169] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.492453] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.492523] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.493190] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.493445] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.493734] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.493970] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.494040] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.494591] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.494897] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.494984] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.495214] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.496004] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.496073] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.496351] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.496654] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.497256] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.497778] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.498075] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.498643] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.498925] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.499206] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.499632] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.500103] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.500177] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.500456] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.500743] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.501225] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.501507] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.501602] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.501671] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.501961] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.502296] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.502603] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.502712] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.502808] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.503135] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.503459] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.503788] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.504114] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.504235] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.504940] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.505035] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.505264] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.505496] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.506042] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.506114] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.506389] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.506639] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.506913] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.506981] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.507593] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-16T20:35:20.507887] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.508136] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.508592] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.508669] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.508730] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.508791] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.508851] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.509136] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.509415] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.509683] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2025-12-16T20:35:20.510146] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.510598] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.510667] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.510893] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.511486] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.511554] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.512043] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.512296] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.512698] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.512767] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.512824] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.513239] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.513525] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.513633] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.514246] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.514599] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.514840] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.515279] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.515732] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.515993] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.516247] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.516499] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.516587] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.516661] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.516720] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.516954] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.517212] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.517458] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.517705] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.518171] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.518240] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.518310] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.518607] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.518901] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.519171] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.519606] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.520097] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.520340] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.520609] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.521198] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.521287] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.521361] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.521445] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.521768] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.522493] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.522808] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.523090] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.523194] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.523300] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.523874] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.524179] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.524732] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.525064] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.525345] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.525942] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.526226] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.526509] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.526817] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.527280] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.527514] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.527789] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.528042] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.528111] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.528705] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-16T20:35:20.528991] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.529277] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.529519] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.530078] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.530452] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.530742] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.531332] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.531770] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.531852] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.532114] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.532652] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.532975] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.533046] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.533291] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.533720] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.534243] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.534321] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.534768] [DEBUG] [LOCAL     ] Loaded configuration for EDBL: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.535069] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.535319] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.535651] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.535934] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.536323] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.536557] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.536881] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.537182] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.537978] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.538046] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.538270] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.538339] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.538926] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.539237] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.539528] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.540227] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.540297] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.540355] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.540598] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.540843] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.540913] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.540984] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.541056] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.541367] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.541686] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.541994] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.542268] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.542835] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.542904] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.543381] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.543721] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.544161] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.544680] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.544967] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.545305] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.546090] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.546169] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.546228] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.546285] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.546510] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.546606] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.546858] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.547338] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.547733] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.548031] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.548303] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.549041] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-16T20:35:20.549643] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.550128] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.550196] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.550442] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.550686] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.550921] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.551425] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.551835] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.552125] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.552193] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.552808] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.552876] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.553102] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.553386] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.553652] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.554173] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.554491] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.554770] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.555410] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.556071] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.556647] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.556929] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.557001] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.557225] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.557525] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.557620] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.558404] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.558656] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.558901] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.558980] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-16T20:35:20.559455] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.559703] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.559994] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-16T20:35:20.560063] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.560639] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.560966] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.561232] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.561597] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.561841] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.562258] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-16T20:35:20.562509] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.562602] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.563379] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.563449] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.563517] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.563816] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.564077] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.564360] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.565077] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.565359] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.565427] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.565701] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.566260] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-16T20:35:20.566353] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.566661] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.567411] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.567520] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.567938] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.568046] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.568141] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.568505] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.569065] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.569443] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.569733] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.570342] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.570596] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.570680] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.571015] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.571083] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.571561] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.571925] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.571994] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.572266] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.572549] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.573227] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.573306] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.573542] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.573639] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.573931] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.574476] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.574780] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.575131] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.575686] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.576036] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.576272] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.576343] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.576587] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.577391] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.577628] [DEBUG] [LOCAL     ] Loaded configuration for VTGN: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.577700] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.577942] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.578188] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.578698] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.579180] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.579439] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.579962] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.580455] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.580738] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.580810] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.581258] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.581603] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.581898] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.582154] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.582408] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.582490] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.582553] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.583178] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.583258] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.583491] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.583778] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.584371] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.584445] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.584674] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.584758] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.585097] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.585692] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.586075] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.586154] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-16T20:35:20.586216] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.586447] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.586519] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.586608] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.587242] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.587539] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.587850] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.587969] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.588401] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.588742] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.588852] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.589192] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.589300] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-16T20:35:20.590209] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.590480] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.590770] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.590852] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.591503] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.591890] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.592184] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.592274] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.592923] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.593240] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.593626] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.594370] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.594439] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.594499] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.594773] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.595316] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.595886] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.596670] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.597102] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.597173] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.597447] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.597886] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.598119] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.598354] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.598607] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.598681] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.598909] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.599602] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.599897] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.600180] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.600249] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.600830] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.601113] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.601447] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.601798] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.602037] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.602120] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.602405] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.602739] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.603071] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.603734] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.604044] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.604320] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.604388] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.604661] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.605265] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.605494] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.605743] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.606175] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.606707] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.606775] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.606842] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.607078] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.607671] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.608119] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-12-16T20:35:20.608366] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.608644] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.609048] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.609525] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.609793] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.610422] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.610760] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.611064] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.611367] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.612060] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.612396] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.612802] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.613563] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.613672] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.614156] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.614520] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.614997] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.615450] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.615916] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.616206] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.616277] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.616518] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.617295] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.617602] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.617863] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.618660] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.618891] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.618960] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.619035] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.619311] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.620010] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.620292] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.620526] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.620644] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.621211] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.621511] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.622031] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.622513] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.622933] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.623008] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.623234] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.623813] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.624155] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.624409] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.624697] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.625311] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.625379] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.625655] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.625936] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.626358] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.626798] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.627025] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.627306] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.627922] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.628171] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.628404] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.628683] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.629375] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.629699] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.630096] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.630181] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.631097] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.631336] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.631628] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.632077] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.632399] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.632678] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.632927] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.633215] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.633837] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.634071] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.634320] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-16T20:35:20.634604] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.635176] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.635549] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.635847] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.636122] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.636781] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.636850] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.637173] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.637501] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.638254] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.638611] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.639185] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.639292] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.639386] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.639737] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.639808] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.640064] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.640147] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.640757] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.640833] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.641248] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.641317] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.641602] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.642163] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.642445] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.642751] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.643306] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.643661] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.643943] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.644012] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.644070] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.644469] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.644811] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.645105] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.645390] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.645458] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.645942] [DEBUG] [LOCAL     ] Loaded configuration for APVO: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.646011] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.646335] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.646404] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.646629] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.647157] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.647609] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.647838] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.648298] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.648911] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.649212] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.649753] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.650171] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.650405] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.650484] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.650544] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.651022] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.651501] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.651773] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.652604] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.652860] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.653473] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.653541] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.653805] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-16T20:35:20.654076] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.654739] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.655130] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.655199] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.655257] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.655527] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.655838] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.656087] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.656156] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.656380] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.656449] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.656722] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.657037] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.657106] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.659053] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.659121] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.659199] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.659258] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.659534] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.659884] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.660276] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.660383] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.660477] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-12-16T20:35:20.660804] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.661111] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.661408] [DEBUG] [LOCAL     ] Loaded configuration for TAYD: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.661700] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.662009] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.662338] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.662418] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.662662] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.662730] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.666172] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.666241] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.666299] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.666531] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.666865] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.667148] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.667216] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.667282] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.672659] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.672897] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.672967] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.673207] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.673492] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.673596] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.674058] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.674304] [DEBUG] [LOCAL     ] Loaded configuration for BRY: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.674377] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.674438] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.674724] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.675175] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.675425] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.675960] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.676426] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.676776] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.677037] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.677324] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.677395] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.677864] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.678214] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.678501] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.678856] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.679304] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.679375] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.679758] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.680196] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.680818] [DEBUG] [LOCAL     ] Loaded configuration for ALEC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.681118] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.681355] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.681426] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.681742] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.682166] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.682529] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.682809] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.683667] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.683938] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.684234] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.684305] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.684366] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.684619] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.684691] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.685161] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.685452] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.685523] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.686158] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.686420] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.686491] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.686551] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.686640] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.686928] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.687056] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.687683] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.688103] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.688928] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.689217] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.689561] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.689879] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.689949] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.691062] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.691561] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-16T20:35:20.691895] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.692178] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.692606] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.693132] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.693202] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.693429] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.693662] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.694285] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.694627] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.694867] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.695516] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.695948] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.696024] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.696268] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.696343] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.696401] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.696982] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.697365] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.697621] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.697691] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-12-16T20:35:20.697749] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.697982] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.698632] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.698913] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.699230] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.699309] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.699369] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.700023] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.700277] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.700565] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.700832] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.700901] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.702296] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.702540] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-16T20:35:20.702918] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.703164] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.703242] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.703466] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.703535] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.703915] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.704161] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.704231] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.704508] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.704824] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.705303] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.706094] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.706612] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.706684] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.707002] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.707069] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.707342] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.707600] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.707679] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.708200] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.708481] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.708549] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.708640] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.708923] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.709299] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.709597] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.709921] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.710049] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.710352] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.710644] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.710947] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.711241] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.711535] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.711854] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.712178] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.712417] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.712646] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.712984] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.713373] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.713442] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.713723] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.713794] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.714034] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.714118] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.714371] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.714664] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.714745] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.715134] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.715418] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.715671] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.715742] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.716147] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.716653] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.716723] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.716786] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.716846] [DEBUG] [LOCAL     ] Loaded configuration for CREG: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.717082] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.717334] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.717747] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.718248] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.718494] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.718748] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.719281] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.719602] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.719686] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.719935] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.720436] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.720514] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.720818] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.721085] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.721377] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.721649] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.721717] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.721775] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.722111] [DEBUG] [LOCAL     ] Loaded configuration for EVOK: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.722458] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.723082] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.723152] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.723520] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.723617] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.723864] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.723932] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.724684] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.724921] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.725260] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.725328] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.725885] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.726219] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.726471] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.726753] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.727482] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.727767] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.728057] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.728692] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.728981] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.729430] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.729501] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.729940] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.730261] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.730368] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.731132] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.731431] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.731776] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.731865] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.732213] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.732504] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.732771] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.733064] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.733998] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.734669] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.734922] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.735272] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.735340] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.736158] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.736398] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.736634] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.737032] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.737673] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.737753] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.738028] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.738438] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.738938] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.739007] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-12-16T20:35:20.739066] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.739399] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.739683] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.739752] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.739811] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.740248] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.740499] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.740738] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.741081] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.741627] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.742016] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.742292] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.742879] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.743169] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.743433] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.744101] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.744353] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.744603] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.745243] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.745478] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.745765] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.746359] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.746835] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.747118] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.747186] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.747245] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.747659] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.748415] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.748493] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.748925] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.749003] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.749478] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.750257] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.750338] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.750725] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.751230] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.751300] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.751529] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.751630] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.751696] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.751764] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.752052] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.752123] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.752627] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.753195] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.753934] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.754257] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.754374] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.755013] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.755120] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-16T20:35:20.755424] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.755526] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.755623] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.755917] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.756216] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.756287] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.756348] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.756870] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.756942] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.757269] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.757804] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.758092] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.758544] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.758643] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.758874] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-16T20:35:20.759558] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.759825] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.760212] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.760898] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.761201] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.761903] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-16T20:35:20.762153] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.762385] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.762455] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.763082] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.763362] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.763613] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.763683] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-16T20:35:20.764251] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.764785] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.764854] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.765125] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.765194] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.765863] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.766145] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.766221] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.766463] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.766532] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.766622] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.766686] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.766745] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.766804] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.767029] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.767614] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-12-16T20:35:20.767950] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-16T20:35:20.768546] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.768863] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.768947] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.769446] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.769855] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.770176] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.770436] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.770672] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.770923] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.771703] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.771984] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.772263] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.772913] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.773311] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.773565] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.774230] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.774313] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.774377] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.774630] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.774931] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.775019] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.775637] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.775945] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.776248] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.776356] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.777060] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.777404] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.777704] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-16T20:35:20.778144] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.778544] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.778957] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.779029] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.779100] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.779468] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.780177] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.780249] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.780320] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.780588] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.780861] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.780943] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.781010] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.781562] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.781877] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.782165] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.782902] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.782972] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.783046] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.783118] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.783411] [DEBUG] [LOCAL     ] Loaded configuration for BNZI: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.783706] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.783793] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.784400] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.784640] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.784933] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.785534] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.785634] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.785935] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.786173] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-12-16T20:35:20.786656] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.787060] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.787132] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.787379] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.787451] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.788067] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-16T20:35:20.788140] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.788200] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.788260] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.788328] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.788407] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.788470] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.788754] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.789366] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.789628] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.789977] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.790861] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.791147] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.791455] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.792232] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.792516] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.792778] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.793334] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.793404] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.793647] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.793919] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.793990] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.794331] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.794616] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.794978] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.795220] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.795288] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.795347] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.795858] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.796145] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.796448] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.796554] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.797127] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-16T20:35:20.797466] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.798407] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.798667] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.798918] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.799211] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.799644] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.800045] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.800297] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.800604] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.801251] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.801655] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.801938] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.802007] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.802075] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.802399] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.802884] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.802958] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.803030] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.803269] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.803638] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.804255] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.804490] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.804741] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.805406] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.805646] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.805879] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.806148] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.806682] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.807093] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.807392] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.807890] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-16T20:35:20.807961] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.808185] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.808466] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.809019] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.809518] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.809838] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.810137] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.810438] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.810770] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.811065] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.811650] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.811721] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-16T20:35:20.812002] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.812288] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.812594] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.812671] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.813156] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.813525] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.813623] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.813904] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.814189] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.814671] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.815010] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.815244] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.815526] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.815987] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.816457] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.816527] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.816826] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.817119] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.817190] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.817731] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.817800] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.817859] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.817916] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.817973] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.818051] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.818347] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.818646] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.819328] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.819636] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.820177] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.820631] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.820918] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.821002] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-16T20:35:20.821074] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.821328] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.822267] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.822845] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.823212] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.823444] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.823728] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-12-16T20:35:20.823807] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.824425] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-16T20:35:20.824666] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.824735] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.824977] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.825366] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.825434] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.825493] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.825751] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.825985] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.826238] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.826487] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.827063] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.827600] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.827682] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.827751] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.827979] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.828603] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.828847] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.828919] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.828980] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.829238] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.829311] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.829373] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.829846] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.830209] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.830450] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.830704] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.830776] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.831119] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.831588] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.831842] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.832100] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.832177] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.832248] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.832311] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.832689] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.832760] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.832834] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.833406] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.834058] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.834446] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.834519] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.834831] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-12-16T20:35:20.834907] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.835316] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.835387] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.835449] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.835510] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.835909] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.836209] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.836281] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.837516] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.837616] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.837685] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.837772] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.837882] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.838487] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.838798] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.839282] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.839742] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.839861] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.840170] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.840244] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.840306] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.840779] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.841030] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.841304] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.841559] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.842005] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.842564] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.842847] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.843128] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.843480] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.843774] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.844163] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.844448] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-12-16T20:35:20.844685] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.845177] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.845430] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.846140] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.846537] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.846802] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.846873] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.847292] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.847674] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.847745] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.848032] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.848454] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.848859] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.849176] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.849261] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.849676] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.850178] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.850253] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.850485] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.851062] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.851460] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.851747] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.851819] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.852298] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.852370] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.852431] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.852491] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.852551] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.852644] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.852708] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.852956] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.853508] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.853604] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.853672] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.854263] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.854800] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.855086] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.855382] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.856023] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.856458] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.856529] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.856786] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.857376] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.857721] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.857802] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.857864] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.858115] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.858668] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.859140] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.859435] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.859786] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.860206] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.860504] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.860825] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.861227] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.861765] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.862149] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.862700] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.862771] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.863240] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.863477] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.863548] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-12-16T20:35:20.863641] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-12-16T20:35:20.863715] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.864312] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.864848] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.864920] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.865649] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.865720] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.866001] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.866252] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.866643] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.867035] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.867108] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.867336] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.867623] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.867694] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.868185] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.868257] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.868535] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.868850] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.869144] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.869710] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.870050] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.870318] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.870399] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.870746] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.871152] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-12-16T20:35:20.871221] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.871494] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.871825] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.872343] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.872628] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.872919] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.873518] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.874101] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.874555] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.874905] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-16T20:35:20.875198] [DEBUG] [LOCAL     ] Loaded configuration for ZG: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.875504] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.876144] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.876222] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.876460] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.876758] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.877174] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.877710] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.877951] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.878245] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.879032] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.879340] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.879886] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.880233] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.880306] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.880619] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.880691] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.881143] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.881556] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.881653] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.881723] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.881784] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.882419] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.882933] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.883390] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.883501] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.883813] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.884172] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.884491] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.884953] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-16T20:35:20.885055] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.885320] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-12-16T20:35:20.885411] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.885729] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.886044] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.886150] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.886526] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.887059] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.887355] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.888101] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.888606] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.889245] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.889511] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.889938] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.890030] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.890658] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.890908] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-16T20:35:20.891200] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.891442] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.891944] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.892380] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.892626] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.893270] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.893623] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.893872] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.894315] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.894745] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.894820] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.895103] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.895994] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.896306] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.896385] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.896884] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.896952] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.897181] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.897259] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.897494] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.898177] [DEBUG] [LOCAL     ] Loaded configuration for JTAI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.898468] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.898546] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.898809] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.899111] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.899628] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.899699] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.899757] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.900115] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.900184] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.900416] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.900485] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.901066] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.901144] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.901534] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.901828] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-12-16T20:35:20.901909] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.901970] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.902500] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.902932] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.903195] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.903483] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.903775] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.903844] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-12-16T20:35:20.904228] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.904797] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.905164] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.905952] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.906383] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.906820] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.906915] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.907001] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.907333] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.907952] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.908336] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.908634] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.908998] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.909430] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.909502] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.909798] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.909869] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.909940] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.910542] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.910640] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.911076] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.911311] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.911387] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.911448] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.911871] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.912225] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.912482] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.912913] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.913363] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-12-16T20:35:20.913431] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.913697] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.913994] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.914733] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.915036] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.915310] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.915617] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.916119] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.916382] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.916663] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.916976] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.917376] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.917799] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.917868] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.918422] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.918868] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.919259] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.919329] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.920039] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.920125] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.920370] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.920879] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.921352] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.921906] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-16T20:35:20.922296] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.922365] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.922604] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-16T20:35:20.923215] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.923653] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.924069] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.924138] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.924196] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-16T20:35:20.924588] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.924919] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.925348] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-16T20:35:20.925599] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-16T20:35:20.926158] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.926481] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.926731] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.927015] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.927691] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.927768] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.927996] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.928558] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.928672] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-16T20:35:20.929353] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.929680] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.930076] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.930182] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-16T20:35:20.930765] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.931105] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.931970] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.932328] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.932906] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.932981] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.933046] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.933348] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-16T20:35:20.933931] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-12-16T20:35:20.934420] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.934725] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.935600] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-16T20:35:20.935988] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.936559] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-16T20:35:20.936917] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.937524] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.938037] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.938111] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.938358] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-12-16T20:35:20.939113] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.939216] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.939517] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-16T20:35:20.939617] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.939685] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-16T20:35:20.939744] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.940365] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.940669] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-12-16T20:35:20.941004] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.941397] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-16T20:35:20.941677] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.941948] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.942035] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-16T20:35:20.942528] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.942627] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-12-16T20:35:20.943090] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-16T20:35:20.943400] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-16T20:35:20.943472] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-12-16T20:35:20.944197] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.944275] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-12-16T20:35:20.944667] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-12-16T20:35:20.945072] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-16T20:35:20.945641] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.945953] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-16T20:35:20.946253] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-16T20:35:20.946503] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-16T20:35:20.947012] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-16T20:35:20.947369] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-16T20:35:20.949344] [INFO ] [LOCAL     ] Saved consolidated report: 3585 forecasts -> ./output/forecasts/full/2025-12-17.txt
[2025-12-16T20:35:20.949390] [INFO ] [sig       ] [46/46] Successfully generated report for 2025-12-17: 3585 entries
[2025-12-16T20:35:20.949421] [INFO ] [sig       ] ==================================================
[2025-12-16T20:35:20.949448] [INFO ] [sig       ] Report generation complete: 46/46 reports succeeded
[2025-12-16T20:35:21.869434] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-16T20:35:21.869737] [INFO ] [sig       ] Email notification sent
[2025-12-16T20:35:21.870410] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-16T20:35:21.870603] [INFO ] [STATE     ] Last completion updated: 2025-12-16T20:35:21.870471